• The so-called "immersive storytelling" promised by the new Blackmagic URSA Cine Immersive camera is nothing but a marketing ploy! With all the hype about creating video content for the Apple Vision Pro, we’re expected to believe that this camera is a game changer? Let’s be real: the industry is drowning in overpriced gadgets that prioritize profit over quality. How many more features does a camera really need before it delivers something substantive? It's infuriating to see filmmakers distracted by shiny tech instead of focusing on the art of storytelling! Enough with the gimmicks—let’s demand real innovation, not just another tool that will end up collecting dust!

    #BlackmagicURSA #CineCamera #ImmersiveStorytelling #AppleVision
    The so-called "immersive storytelling" promised by the new Blackmagic URSA Cine Immersive camera is nothing but a marketing ploy! With all the hype about creating video content for the Apple Vision Pro, we’re expected to believe that this camera is a game changer? Let’s be real: the industry is drowning in overpriced gadgets that prioritize profit over quality. How many more features does a camera really need before it delivers something substantive? It's infuriating to see filmmakers distracted by shiny tech instead of focusing on the art of storytelling! Enough with the gimmicks—let’s demand real innovation, not just another tool that will end up collecting dust! #BlackmagicURSA #CineCamera #ImmersiveStorytelling #AppleVision
    Exploring the new Blackmagic URSA Cine Immersive camera
    Exploring the pipeline for immersive storytelling with the camera system purpose-built to create video content for the Apple Vision Pro.
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  • The gaming community is sick and tired of the endless hype and disappointment surrounding franchises like Battlefield. With the announcement of "Battlefield 6" being revealed this week, it feels like we're stuck in a never-ending cycle of broken promises. How many times have we been let down by half-baked releases that prioritize profit over quality? The teaser on July 24 better bring something revolutionary, not just another recycled formula. Gamers deserve better than this constant cycle of mediocrity! Enough with the empty trailers and lofty promises—show us a game that actually respects its players and delivers on its potential!

    #Battlefield6 #GamingCommunity #QualityOverQuantity #GameReleases #Frustration
    The gaming community is sick and tired of the endless hype and disappointment surrounding franchises like Battlefield. With the announcement of "Battlefield 6" being revealed this week, it feels like we're stuck in a never-ending cycle of broken promises. How many times have we been let down by half-baked releases that prioritize profit over quality? The teaser on July 24 better bring something revolutionary, not just another recycled formula. Gamers deserve better than this constant cycle of mediocrity! Enough with the empty trailers and lofty promises—show us a game that actually respects its players and delivers on its potential! #Battlefield6 #GamingCommunity #QualityOverQuantity #GameReleases #Frustration
    WWW.ACTUGAMING.NET
    Battlefield 6 sera révélé cette semaine, rendez-vous le 24 juillet pour une première bande-annonce
    ActuGaming.net Battlefield 6 sera révélé cette semaine, rendez-vous le 24 juillet pour une première bande-annonce Pendant longtemps, on a appelé le prochain Battlefield via le titre Battlefield 6 par simple […] L'article Battlefield 6 sera rév
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  • Are you ready to elevate your gaming and creative experience? I just had the chance to test the stunning AOC AGON PD34 curved monitor, and let me tell you, it’s an absolute game-changer! With its sleek design inspired by Porsche, this monitor not only looks incredible but also delivers top-notch performance. Whether you’re diving into an immersive game or working on your next masterpiece, this monitor is designed to impress!

    Investing in quality tech can truly enhance your creativity and enjoyment. So, why wait? Transform your setup today!

    #GamingGear #CreativeTech #AOCAGON #CurvedMonitor #PorscheDesign
    🌟 Are you ready to elevate your gaming and creative experience? 🎮✨ I just had the chance to test the stunning AOC AGON PD34 curved monitor, and let me tell you, it’s an absolute game-changer! 🤩 With its sleek design inspired by Porsche, this monitor not only looks incredible but also delivers top-notch performance. 🚀 Whether you’re diving into an immersive game or working on your next masterpiece, this monitor is designed to impress! Investing in quality tech can truly enhance your creativity and enjoyment. So, why wait? Transform your setup today! 💪💖 #GamingGear #CreativeTech #AOCAGON #CurvedMonitor #PorscheDesign
    WWW.CREATIVEBLOQ.COM
    This brilliant curved monitor I've been testing is great for gamers and creatives, and it's... designed by Porsche?
    The high-performance AOC AGON PD34 has just enough sports-car design flair to make the premium price tag worth it...
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  • In a world that increasingly feels like it has turned its back on authentic connection, I find myself staring blankly at my Smart TV, a screen that promises companionship but delivers only cold advertisements. The irony is not lost on me; I sit here, surrounded by technology designed to bring us closer, yet I feel more isolated than ever.

    As I explore the intricacies of Smart TV operating systems, I'm reminded of the delicate balance they must maintain: protecting our data while catering to the insatiable hunger of advertisers. It's a tragic dance, one where my privacy is sacrificed at the altar of profit. Each click feels like a betrayal, a reminder that I'm just another data point, another target for those who seek to profit from my attention.

    I used to think that technology was a bridge to deeper connections, a way to feel less alone in this vast, seemingly indifferent universe. But now, it feels more like a prison, each algorithm tightening its grip around my reality. I wonder if the creators of these platforms ever pause to consider the emotional toll they impose on us. Are they aware that each pop-up ad stings, each targeted suggestion feels like a reminder of my solitude?

    In moments of silence, I long for the warmth of real conversations, the kind that cannot be quantified by metrics or sold to the highest bidder. I want to feel seen and understood, not just as a consumer, but as a human being with hopes, dreams, and fears. Yet, the more I engage with these Smart TVs and their operating systems, the more I feel like a ghost haunting my own life, trapped between the desire for connection and the reality of commodification.

    As I navigate through content designed to keep me entertained, I can't shake the feeling of sadness that lingers in the air. It's a heavy cloak, woven from the threads of disappointment and longing. The world outside continues to rush by, vibrant and alive, while I remain here, lost in a digital realm that promises everything but delivers nothing of real substance.

    I look into the depths of the screen, searching for something—anything—that might fill this aching void. Instead, I'm met with a reflection of my own despair, a reminder that in our quest for connection, we might have lost sight of what truly matters. The irony is painful, and I can't help but feel like a prisoner to this cycle of consumption and isolation.

    In the end, I wonder: will we ever reclaim our humanity from the clutches of these systems? Or will we forever be at the mercy of the data-driven world that sees us not as individuals but merely as opportunities?

    #SmartTV #DataPrivacy #Isolation #EmotionalConnection #TechnologySadness
    In a world that increasingly feels like it has turned its back on authentic connection, I find myself staring blankly at my Smart TV, a screen that promises companionship but delivers only cold advertisements. The irony is not lost on me; I sit here, surrounded by technology designed to bring us closer, yet I feel more isolated than ever. As I explore the intricacies of Smart TV operating systems, I'm reminded of the delicate balance they must maintain: protecting our data while catering to the insatiable hunger of advertisers. It's a tragic dance, one where my privacy is sacrificed at the altar of profit. Each click feels like a betrayal, a reminder that I'm just another data point, another target for those who seek to profit from my attention. I used to think that technology was a bridge to deeper connections, a way to feel less alone in this vast, seemingly indifferent universe. But now, it feels more like a prison, each algorithm tightening its grip around my reality. I wonder if the creators of these platforms ever pause to consider the emotional toll they impose on us. Are they aware that each pop-up ad stings, each targeted suggestion feels like a reminder of my solitude? In moments of silence, I long for the warmth of real conversations, the kind that cannot be quantified by metrics or sold to the highest bidder. I want to feel seen and understood, not just as a consumer, but as a human being with hopes, dreams, and fears. Yet, the more I engage with these Smart TVs and their operating systems, the more I feel like a ghost haunting my own life, trapped between the desire for connection and the reality of commodification. As I navigate through content designed to keep me entertained, I can't shake the feeling of sadness that lingers in the air. It's a heavy cloak, woven from the threads of disappointment and longing. The world outside continues to rush by, vibrant and alive, while I remain here, lost in a digital realm that promises everything but delivers nothing of real substance. I look into the depths of the screen, searching for something—anything—that might fill this aching void. Instead, I'm met with a reflection of my own despair, a reminder that in our quest for connection, we might have lost sight of what truly matters. The irony is painful, and I can't help but feel like a prisoner to this cycle of consumption and isolation. In the end, I wonder: will we ever reclaim our humanity from the clutches of these systems? Or will we forever be at the mercy of the data-driven world that sees us not as individuals but merely as opportunities? #SmartTV #DataPrivacy #Isolation #EmotionalConnection #TechnologySadness
    أنظمة تشغيل Smart TV تحت الضغط: حماية البيانات أم خدمة المعلنين؟
    The post أنظمة تشغيل Smart TV تحت الضغط: حماية البيانات أم خدمة المعلنين؟ appeared first on عرب هاردوير.
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  • Ankur Kothari Q&A: Customer Engagement Book Interview

    Reading Time: 9 minutes
    In marketing, data isn’t a buzzword. It’s the lifeblood of all successful campaigns.
    But are you truly harnessing its power, or are you drowning in a sea of information? To answer this question, we sat down with Ankur Kothari, a seasoned Martech expert, to dive deep into this crucial topic.
    This interview, originally conducted for Chapter 6 of “The Customer Engagement Book: Adapt or Die” explores how businesses can translate raw data into actionable insights that drive real results.
    Ankur shares his wealth of knowledge on identifying valuable customer engagement data, distinguishing between signal and noise, and ultimately, shaping real-time strategies that keep companies ahead of the curve.

     
    Ankur Kothari Q&A Interview
    1. What types of customer engagement data are most valuable for making strategic business decisions?
    Primarily, there are four different buckets of customer engagement data. I would begin with behavioral data, encompassing website interaction, purchase history, and other app usage patterns.
    Second would be demographic information: age, location, income, and other relevant personal characteristics.
    Third would be sentiment analysis, where we derive information from social media interaction, customer feedback, or other customer reviews.
    Fourth would be the customer journey data.

    We track touchpoints across various channels of the customers to understand the customer journey path and conversion. Combining these four primary sources helps us understand the engagement data.

    2. How do you distinguish between data that is actionable versus data that is just noise?
    First is keeping relevant to your business objectives, making actionable data that directly relates to your specific goals or KPIs, and then taking help from statistical significance.
    Actionable data shows clear patterns or trends that are statistically valid, whereas other data consists of random fluctuations or outliers, which may not be what you are interested in.

    You also want to make sure that there is consistency across sources.
    Actionable insights are typically corroborated by multiple data points or channels, while other data or noise can be more isolated and contradictory.
    Actionable data suggests clear opportunities for improvement or decision making, whereas noise does not lead to meaningful actions or changes in strategy.

    By applying these criteria, I can effectively filter out the noise and focus on data that delivers or drives valuable business decisions.

    3. How can customer engagement data be used to identify and prioritize new business opportunities?
    First, it helps us to uncover unmet needs.

    By analyzing the customer feedback, touch points, support interactions, or usage patterns, we can identify the gaps in our current offerings or areas where customers are experiencing pain points.

    Second would be identifying emerging needs.
    Monitoring changes in customer behavior or preferences over time can reveal new market trends or shifts in demand, allowing my company to adapt their products or services accordingly.
    Third would be segmentation analysis.
    Detailed customer data analysis enables us to identify unserved or underserved segments or niche markets that may represent untapped opportunities for growth or expansion into newer areas and new geographies.
    Last is to build competitive differentiation.

    Engagement data can highlight where our companies outperform competitors, helping us to prioritize opportunities that leverage existing strengths and unique selling propositions.

    4. Can you share an example of where data insights directly influenced a critical decision?
    I will share an example from my previous organization at one of the financial services where we were very data-driven, which made a major impact on our critical decision regarding our credit card offerings.
    We analyzed the customer engagement data, and we discovered that a large segment of our millennial customers were underutilizing our traditional credit cards but showed high engagement with mobile payment platforms.
    That insight led us to develop and launch our first digital credit card product with enhanced mobile features and rewards tailored to the millennial spending habits. Since we had access to a lot of transactional data as well, we were able to build a financial product which met that specific segment’s needs.

    That data-driven decision resulted in a 40% increase in our new credit card applications from this demographic within the first quarter of the launch. Subsequently, our market share improved in that specific segment, which was very crucial.

    5. Are there any other examples of ways that you see customer engagement data being able to shape marketing strategy in real time?
    When it comes to using the engagement data in real-time, we do quite a few things. In the recent past two, three years, we are using that for dynamic content personalization, adjusting the website content, email messaging, or ad creative based on real-time user behavior and preferences.
    We automate campaign optimization using specific AI-driven tools to continuously analyze performance metrics and automatically reallocate the budget to top-performing channels or ad segments.
    Then we also build responsive social media engagement platforms like monitoring social media sentiments and trending topics to quickly adapt the messaging and create timely and relevant content.

    With one-on-one personalization, we do a lot of A/B testing as part of the overall rapid testing and market elements like subject lines, CTAs, and building various successful variants of the campaigns.

    6. How are you doing the 1:1 personalization?
    We have advanced CDP systems, and we are tracking each customer’s behavior in real-time. So the moment they move to different channels, we know what the context is, what the relevance is, and the recent interaction points, so we can cater the right offer.
    So for example, if you looked at a certain offer on the website and you came from Google, and then the next day you walk into an in-person interaction, our agent will already know that you were looking at that offer.
    That gives our customer or potential customer more one-to-one personalization instead of just segment-based or bulk interaction kind of experience.

    We have a huge team of data scientists, data analysts, and AI model creators who help us to analyze big volumes of data and bring the right insights to our marketing and sales team so that they can provide the right experience to our customers.

    7. What role does customer engagement data play in influencing cross-functional decisions, such as with product development, sales, and customer service?
    Primarily with product development — we have different products, not just the financial products or products whichever organizations sell, but also various products like mobile apps or websites they use for transactions. So that kind of product development gets improved.
    The engagement data helps our sales and marketing teams create more targeted campaigns, optimize channel selection, and refine messaging to resonate with specific customer segments.

    Customer service also gets helped by anticipating common issues, personalizing support interactions over the phone or email or chat, and proactively addressing potential problems, leading to improved customer satisfaction and retention.

    So in general, cross-functional application of engagement improves the customer-centric approach throughout the organization.

    8. What do you think some of the main challenges marketers face when trying to translate customer engagement data into actionable business insights?
    I think the huge amount of data we are dealing with. As we are getting more digitally savvy and most of the customers are moving to digital channels, we are getting a lot of data, and that sheer volume of data can be overwhelming, making it very difficult to identify truly meaningful patterns and insights.

    Because of the huge data overload, we create data silos in this process, so information often exists in separate systems across different departments. We are not able to build a holistic view of customer engagement.

    Because of data silos and overload of data, data quality issues appear. There is inconsistency, and inaccurate data can lead to incorrect insights or poor decision-making. Quality issues could also be due to the wrong format of the data, or the data is stale and no longer relevant.
    As we are growing and adding more people to help us understand customer engagement, I’ve also noticed that technical folks, especially data scientists and data analysts, lack skills to properly interpret the data or apply data insights effectively.
    So there’s a lack of understanding of marketing and sales as domains.
    It’s a huge effort and can take a lot of investment.

    Not being able to calculate the ROI of your overall investment is a big challenge that many organizations are facing.

    9. Why do you think the analysts don’t have the business acumen to properly do more than analyze the data?
    If people do not have the right idea of why we are collecting this data, we collect a lot of noise, and that brings in huge volumes of data. If you cannot stop that from step one—not bringing noise into the data system—that cannot be done by just technical folks or people who do not have business knowledge.
    Business people do not know everything about what data is being collected from which source and what data they need. It’s a gap between business domain knowledge, specifically marketing and sales needs, and technical folks who don’t have a lot of exposure to that side.

    Similarly, marketing business people do not have much exposure to the technical side — what’s possible to do with data, how much effort it takes, what’s relevant versus not relevant, and how to prioritize which data sources will be most important.

    10. Do you have any suggestions for how this can be overcome, or have you seen it in action where it has been solved before?
    First, cross-functional training: training different roles to help them understand why we’re doing this and what the business goals are, giving technical people exposure to what marketing and sales teams do.
    And giving business folks exposure to the technology side through training on different tools, strategies, and the roadmap of data integrations.
    The second is helping teams work more collaboratively. So it’s not like the technology team works in a silo and comes back when their work is done, and then marketing and sales teams act upon it.

    Now we’re making it more like one team. You work together so that you can complement each other, and we have a better strategy from day one.

    11. How do you address skepticism or resistance from stakeholders when presenting data-driven recommendations?
    We present clear business cases where we demonstrate how data-driven recommendations can directly align with business objectives and potential ROI.
    We build compelling visualizations, easy-to-understand charts and graphs that clearly illustrate the insights and the implications for business goals.

    We also do a lot of POCs and pilot projects with small-scale implementations to showcase tangible results and build confidence in the data-driven approach throughout the organization.

    12. What technologies or tools have you found most effective for gathering and analyzing customer engagement data?
    I’ve found that Customer Data Platforms help us unify customer data from various sources, providing a comprehensive view of customer interactions across touch points.
    Having advanced analytics platforms — tools with AI and machine learning capabilities that can process large volumes of data and uncover complex patterns and insights — is a great value to us.
    We always use, or many organizations use, marketing automation systems to improve marketing team productivity, helping us track and analyze customer interactions across multiple channels.
    Another thing is social media listening tools, wherever your brand is mentioned or you want to measure customer sentiment over social media, or track the engagement of your campaigns across social media platforms.

    Last is web analytical tools, which provide detailed insights into your website visitors’ behaviors and engagement metrics, for browser apps, small browser apps, various devices, and mobile apps.

    13. How do you ensure data quality and consistency across multiple channels to make these informed decisions?
    We established clear guidelines for data collection, storage, and usage across all channels to maintain consistency. Then we use data integration platforms — tools that consolidate data from various sources into a single unified view, reducing discrepancies and inconsistencies.
    While we collect data from different sources, we clean the data so it becomes cleaner with every stage of processing.
    We also conduct regular data audits — performing periodic checks to identify and rectify data quality issues, ensuring accuracy and reliability of information. We also deploy standardized data formats.

    On top of that, we have various automated data cleansing tools, specific software to detect and correct data errors, redundancies, duplicates, and inconsistencies in data sets automatically.

    14. How do you see the role of customer engagement data evolving in shaping business strategies over the next five years?
    The first thing that’s been the biggest trend from the past two years is AI-driven decision making, which I think will become more prevalent, with advanced algorithms processing vast amounts of engagement data in real-time to inform strategic choices.
    Somewhat related to this is predictive analytics, which will play an even larger role, enabling businesses to anticipate customer needs and market trends with more accuracy and better predictive capabilities.
    We also touched upon hyper-personalization. We are all trying to strive toward more hyper-personalization at scale, which is more one-on-one personalization, as we are increasingly capturing more engagement data and have bigger systems and infrastructure to support processing those large volumes of data so we can achieve those hyper-personalization use cases.
    As the world is collecting more data, privacy concerns and regulations come into play.
    I believe in the next few years there will be more innovation toward how businesses can collect data ethically and what the usage practices are, leading to more transparent and consent-based engagement data strategies.
    And lastly, I think about the integration of engagement data, which is always a big challenge. I believe as we’re solving those integration challenges, we are adding more and more complex data sources to the picture.

    So I think there will need to be more innovation or sophistication brought into data integration strategies, which will help us take a truly customer-centric approach to strategy formulation.

     
    This interview Q&A was hosted with Ankur Kothari, a previous Martech Executive, for Chapter 6 of The Customer Engagement Book: Adapt or Die.
    Download the PDF or request a physical copy of the book here.
    The post Ankur Kothari Q&A: Customer Engagement Book Interview appeared first on MoEngage.
    #ankur #kothari #qampampa #customer #engagement
    Ankur Kothari Q&A: Customer Engagement Book Interview
    Reading Time: 9 minutes In marketing, data isn’t a buzzword. It’s the lifeblood of all successful campaigns. But are you truly harnessing its power, or are you drowning in a sea of information? To answer this question, we sat down with Ankur Kothari, a seasoned Martech expert, to dive deep into this crucial topic. This interview, originally conducted for Chapter 6 of “The Customer Engagement Book: Adapt or Die” explores how businesses can translate raw data into actionable insights that drive real results. Ankur shares his wealth of knowledge on identifying valuable customer engagement data, distinguishing between signal and noise, and ultimately, shaping real-time strategies that keep companies ahead of the curve.   Ankur Kothari Q&A Interview 1. What types of customer engagement data are most valuable for making strategic business decisions? Primarily, there are four different buckets of customer engagement data. I would begin with behavioral data, encompassing website interaction, purchase history, and other app usage patterns. Second would be demographic information: age, location, income, and other relevant personal characteristics. Third would be sentiment analysis, where we derive information from social media interaction, customer feedback, or other customer reviews. Fourth would be the customer journey data. We track touchpoints across various channels of the customers to understand the customer journey path and conversion. Combining these four primary sources helps us understand the engagement data. 2. How do you distinguish between data that is actionable versus data that is just noise? First is keeping relevant to your business objectives, making actionable data that directly relates to your specific goals or KPIs, and then taking help from statistical significance. Actionable data shows clear patterns or trends that are statistically valid, whereas other data consists of random fluctuations or outliers, which may not be what you are interested in. You also want to make sure that there is consistency across sources. Actionable insights are typically corroborated by multiple data points or channels, while other data or noise can be more isolated and contradictory. Actionable data suggests clear opportunities for improvement or decision making, whereas noise does not lead to meaningful actions or changes in strategy. By applying these criteria, I can effectively filter out the noise and focus on data that delivers or drives valuable business decisions. 3. How can customer engagement data be used to identify and prioritize new business opportunities? First, it helps us to uncover unmet needs. By analyzing the customer feedback, touch points, support interactions, or usage patterns, we can identify the gaps in our current offerings or areas where customers are experiencing pain points. Second would be identifying emerging needs. Monitoring changes in customer behavior or preferences over time can reveal new market trends or shifts in demand, allowing my company to adapt their products or services accordingly. Third would be segmentation analysis. Detailed customer data analysis enables us to identify unserved or underserved segments or niche markets that may represent untapped opportunities for growth or expansion into newer areas and new geographies. Last is to build competitive differentiation. Engagement data can highlight where our companies outperform competitors, helping us to prioritize opportunities that leverage existing strengths and unique selling propositions. 4. Can you share an example of where data insights directly influenced a critical decision? I will share an example from my previous organization at one of the financial services where we were very data-driven, which made a major impact on our critical decision regarding our credit card offerings. We analyzed the customer engagement data, and we discovered that a large segment of our millennial customers were underutilizing our traditional credit cards but showed high engagement with mobile payment platforms. That insight led us to develop and launch our first digital credit card product with enhanced mobile features and rewards tailored to the millennial spending habits. Since we had access to a lot of transactional data as well, we were able to build a financial product which met that specific segment’s needs. That data-driven decision resulted in a 40% increase in our new credit card applications from this demographic within the first quarter of the launch. Subsequently, our market share improved in that specific segment, which was very crucial. 5. Are there any other examples of ways that you see customer engagement data being able to shape marketing strategy in real time? When it comes to using the engagement data in real-time, we do quite a few things. In the recent past two, three years, we are using that for dynamic content personalization, adjusting the website content, email messaging, or ad creative based on real-time user behavior and preferences. We automate campaign optimization using specific AI-driven tools to continuously analyze performance metrics and automatically reallocate the budget to top-performing channels or ad segments. Then we also build responsive social media engagement platforms like monitoring social media sentiments and trending topics to quickly adapt the messaging and create timely and relevant content. With one-on-one personalization, we do a lot of A/B testing as part of the overall rapid testing and market elements like subject lines, CTAs, and building various successful variants of the campaigns. 6. How are you doing the 1:1 personalization? We have advanced CDP systems, and we are tracking each customer’s behavior in real-time. So the moment they move to different channels, we know what the context is, what the relevance is, and the recent interaction points, so we can cater the right offer. So for example, if you looked at a certain offer on the website and you came from Google, and then the next day you walk into an in-person interaction, our agent will already know that you were looking at that offer. That gives our customer or potential customer more one-to-one personalization instead of just segment-based or bulk interaction kind of experience. We have a huge team of data scientists, data analysts, and AI model creators who help us to analyze big volumes of data and bring the right insights to our marketing and sales team so that they can provide the right experience to our customers. 7. What role does customer engagement data play in influencing cross-functional decisions, such as with product development, sales, and customer service? Primarily with product development — we have different products, not just the financial products or products whichever organizations sell, but also various products like mobile apps or websites they use for transactions. So that kind of product development gets improved. The engagement data helps our sales and marketing teams create more targeted campaigns, optimize channel selection, and refine messaging to resonate with specific customer segments. Customer service also gets helped by anticipating common issues, personalizing support interactions over the phone or email or chat, and proactively addressing potential problems, leading to improved customer satisfaction and retention. So in general, cross-functional application of engagement improves the customer-centric approach throughout the organization. 8. What do you think some of the main challenges marketers face when trying to translate customer engagement data into actionable business insights? I think the huge amount of data we are dealing with. As we are getting more digitally savvy and most of the customers are moving to digital channels, we are getting a lot of data, and that sheer volume of data can be overwhelming, making it very difficult to identify truly meaningful patterns and insights. Because of the huge data overload, we create data silos in this process, so information often exists in separate systems across different departments. We are not able to build a holistic view of customer engagement. Because of data silos and overload of data, data quality issues appear. There is inconsistency, and inaccurate data can lead to incorrect insights or poor decision-making. Quality issues could also be due to the wrong format of the data, or the data is stale and no longer relevant. As we are growing and adding more people to help us understand customer engagement, I’ve also noticed that technical folks, especially data scientists and data analysts, lack skills to properly interpret the data or apply data insights effectively. So there’s a lack of understanding of marketing and sales as domains. It’s a huge effort and can take a lot of investment. Not being able to calculate the ROI of your overall investment is a big challenge that many organizations are facing. 9. Why do you think the analysts don’t have the business acumen to properly do more than analyze the data? If people do not have the right idea of why we are collecting this data, we collect a lot of noise, and that brings in huge volumes of data. If you cannot stop that from step one—not bringing noise into the data system—that cannot be done by just technical folks or people who do not have business knowledge. Business people do not know everything about what data is being collected from which source and what data they need. It’s a gap between business domain knowledge, specifically marketing and sales needs, and technical folks who don’t have a lot of exposure to that side. Similarly, marketing business people do not have much exposure to the technical side — what’s possible to do with data, how much effort it takes, what’s relevant versus not relevant, and how to prioritize which data sources will be most important. 10. Do you have any suggestions for how this can be overcome, or have you seen it in action where it has been solved before? First, cross-functional training: training different roles to help them understand why we’re doing this and what the business goals are, giving technical people exposure to what marketing and sales teams do. And giving business folks exposure to the technology side through training on different tools, strategies, and the roadmap of data integrations. The second is helping teams work more collaboratively. So it’s not like the technology team works in a silo and comes back when their work is done, and then marketing and sales teams act upon it. Now we’re making it more like one team. You work together so that you can complement each other, and we have a better strategy from day one. 11. How do you address skepticism or resistance from stakeholders when presenting data-driven recommendations? We present clear business cases where we demonstrate how data-driven recommendations can directly align with business objectives and potential ROI. We build compelling visualizations, easy-to-understand charts and graphs that clearly illustrate the insights and the implications for business goals. We also do a lot of POCs and pilot projects with small-scale implementations to showcase tangible results and build confidence in the data-driven approach throughout the organization. 12. What technologies or tools have you found most effective for gathering and analyzing customer engagement data? I’ve found that Customer Data Platforms help us unify customer data from various sources, providing a comprehensive view of customer interactions across touch points. Having advanced analytics platforms — tools with AI and machine learning capabilities that can process large volumes of data and uncover complex patterns and insights — is a great value to us. We always use, or many organizations use, marketing automation systems to improve marketing team productivity, helping us track and analyze customer interactions across multiple channels. Another thing is social media listening tools, wherever your brand is mentioned or you want to measure customer sentiment over social media, or track the engagement of your campaigns across social media platforms. Last is web analytical tools, which provide detailed insights into your website visitors’ behaviors and engagement metrics, for browser apps, small browser apps, various devices, and mobile apps. 13. How do you ensure data quality and consistency across multiple channels to make these informed decisions? We established clear guidelines for data collection, storage, and usage across all channels to maintain consistency. Then we use data integration platforms — tools that consolidate data from various sources into a single unified view, reducing discrepancies and inconsistencies. While we collect data from different sources, we clean the data so it becomes cleaner with every stage of processing. We also conduct regular data audits — performing periodic checks to identify and rectify data quality issues, ensuring accuracy and reliability of information. We also deploy standardized data formats. On top of that, we have various automated data cleansing tools, specific software to detect and correct data errors, redundancies, duplicates, and inconsistencies in data sets automatically. 14. How do you see the role of customer engagement data evolving in shaping business strategies over the next five years? The first thing that’s been the biggest trend from the past two years is AI-driven decision making, which I think will become more prevalent, with advanced algorithms processing vast amounts of engagement data in real-time to inform strategic choices. Somewhat related to this is predictive analytics, which will play an even larger role, enabling businesses to anticipate customer needs and market trends with more accuracy and better predictive capabilities. We also touched upon hyper-personalization. We are all trying to strive toward more hyper-personalization at scale, which is more one-on-one personalization, as we are increasingly capturing more engagement data and have bigger systems and infrastructure to support processing those large volumes of data so we can achieve those hyper-personalization use cases. As the world is collecting more data, privacy concerns and regulations come into play. I believe in the next few years there will be more innovation toward how businesses can collect data ethically and what the usage practices are, leading to more transparent and consent-based engagement data strategies. And lastly, I think about the integration of engagement data, which is always a big challenge. I believe as we’re solving those integration challenges, we are adding more and more complex data sources to the picture. So I think there will need to be more innovation or sophistication brought into data integration strategies, which will help us take a truly customer-centric approach to strategy formulation.   This interview Q&A was hosted with Ankur Kothari, a previous Martech Executive, for Chapter 6 of The Customer Engagement Book: Adapt or Die. Download the PDF or request a physical copy of the book here. The post Ankur Kothari Q&A: Customer Engagement Book Interview appeared first on MoEngage. #ankur #kothari #qampampa #customer #engagement
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    Ankur Kothari Q&A: Customer Engagement Book Interview
    Reading Time: 9 minutes In marketing, data isn’t a buzzword. It’s the lifeblood of all successful campaigns. But are you truly harnessing its power, or are you drowning in a sea of information? To answer this question (and many others), we sat down with Ankur Kothari, a seasoned Martech expert, to dive deep into this crucial topic. This interview, originally conducted for Chapter 6 of “The Customer Engagement Book: Adapt or Die” explores how businesses can translate raw data into actionable insights that drive real results. Ankur shares his wealth of knowledge on identifying valuable customer engagement data, distinguishing between signal and noise, and ultimately, shaping real-time strategies that keep companies ahead of the curve.   Ankur Kothari Q&A Interview 1. What types of customer engagement data are most valuable for making strategic business decisions? Primarily, there are four different buckets of customer engagement data. I would begin with behavioral data, encompassing website interaction, purchase history, and other app usage patterns. Second would be demographic information: age, location, income, and other relevant personal characteristics. Third would be sentiment analysis, where we derive information from social media interaction, customer feedback, or other customer reviews. Fourth would be the customer journey data. We track touchpoints across various channels of the customers to understand the customer journey path and conversion. Combining these four primary sources helps us understand the engagement data. 2. How do you distinguish between data that is actionable versus data that is just noise? First is keeping relevant to your business objectives, making actionable data that directly relates to your specific goals or KPIs, and then taking help from statistical significance. Actionable data shows clear patterns or trends that are statistically valid, whereas other data consists of random fluctuations or outliers, which may not be what you are interested in. You also want to make sure that there is consistency across sources. Actionable insights are typically corroborated by multiple data points or channels, while other data or noise can be more isolated and contradictory. Actionable data suggests clear opportunities for improvement or decision making, whereas noise does not lead to meaningful actions or changes in strategy. By applying these criteria, I can effectively filter out the noise and focus on data that delivers or drives valuable business decisions. 3. How can customer engagement data be used to identify and prioritize new business opportunities? First, it helps us to uncover unmet needs. By analyzing the customer feedback, touch points, support interactions, or usage patterns, we can identify the gaps in our current offerings or areas where customers are experiencing pain points. Second would be identifying emerging needs. Monitoring changes in customer behavior or preferences over time can reveal new market trends or shifts in demand, allowing my company to adapt their products or services accordingly. Third would be segmentation analysis. Detailed customer data analysis enables us to identify unserved or underserved segments or niche markets that may represent untapped opportunities for growth or expansion into newer areas and new geographies. Last is to build competitive differentiation. Engagement data can highlight where our companies outperform competitors, helping us to prioritize opportunities that leverage existing strengths and unique selling propositions. 4. Can you share an example of where data insights directly influenced a critical decision? I will share an example from my previous organization at one of the financial services where we were very data-driven, which made a major impact on our critical decision regarding our credit card offerings. We analyzed the customer engagement data, and we discovered that a large segment of our millennial customers were underutilizing our traditional credit cards but showed high engagement with mobile payment platforms. That insight led us to develop and launch our first digital credit card product with enhanced mobile features and rewards tailored to the millennial spending habits. Since we had access to a lot of transactional data as well, we were able to build a financial product which met that specific segment’s needs. That data-driven decision resulted in a 40% increase in our new credit card applications from this demographic within the first quarter of the launch. Subsequently, our market share improved in that specific segment, which was very crucial. 5. Are there any other examples of ways that you see customer engagement data being able to shape marketing strategy in real time? When it comes to using the engagement data in real-time, we do quite a few things. In the recent past two, three years, we are using that for dynamic content personalization, adjusting the website content, email messaging, or ad creative based on real-time user behavior and preferences. We automate campaign optimization using specific AI-driven tools to continuously analyze performance metrics and automatically reallocate the budget to top-performing channels or ad segments. Then we also build responsive social media engagement platforms like monitoring social media sentiments and trending topics to quickly adapt the messaging and create timely and relevant content. With one-on-one personalization, we do a lot of A/B testing as part of the overall rapid testing and market elements like subject lines, CTAs, and building various successful variants of the campaigns. 6. How are you doing the 1:1 personalization? We have advanced CDP systems, and we are tracking each customer’s behavior in real-time. So the moment they move to different channels, we know what the context is, what the relevance is, and the recent interaction points, so we can cater the right offer. So for example, if you looked at a certain offer on the website and you came from Google, and then the next day you walk into an in-person interaction, our agent will already know that you were looking at that offer. That gives our customer or potential customer more one-to-one personalization instead of just segment-based or bulk interaction kind of experience. We have a huge team of data scientists, data analysts, and AI model creators who help us to analyze big volumes of data and bring the right insights to our marketing and sales team so that they can provide the right experience to our customers. 7. What role does customer engagement data play in influencing cross-functional decisions, such as with product development, sales, and customer service? Primarily with product development — we have different products, not just the financial products or products whichever organizations sell, but also various products like mobile apps or websites they use for transactions. So that kind of product development gets improved. The engagement data helps our sales and marketing teams create more targeted campaigns, optimize channel selection, and refine messaging to resonate with specific customer segments. Customer service also gets helped by anticipating common issues, personalizing support interactions over the phone or email or chat, and proactively addressing potential problems, leading to improved customer satisfaction and retention. So in general, cross-functional application of engagement improves the customer-centric approach throughout the organization. 8. What do you think some of the main challenges marketers face when trying to translate customer engagement data into actionable business insights? I think the huge amount of data we are dealing with. As we are getting more digitally savvy and most of the customers are moving to digital channels, we are getting a lot of data, and that sheer volume of data can be overwhelming, making it very difficult to identify truly meaningful patterns and insights. Because of the huge data overload, we create data silos in this process, so information often exists in separate systems across different departments. We are not able to build a holistic view of customer engagement. Because of data silos and overload of data, data quality issues appear. There is inconsistency, and inaccurate data can lead to incorrect insights or poor decision-making. Quality issues could also be due to the wrong format of the data, or the data is stale and no longer relevant. As we are growing and adding more people to help us understand customer engagement, I’ve also noticed that technical folks, especially data scientists and data analysts, lack skills to properly interpret the data or apply data insights effectively. So there’s a lack of understanding of marketing and sales as domains. It’s a huge effort and can take a lot of investment. Not being able to calculate the ROI of your overall investment is a big challenge that many organizations are facing. 9. Why do you think the analysts don’t have the business acumen to properly do more than analyze the data? If people do not have the right idea of why we are collecting this data, we collect a lot of noise, and that brings in huge volumes of data. If you cannot stop that from step one—not bringing noise into the data system—that cannot be done by just technical folks or people who do not have business knowledge. Business people do not know everything about what data is being collected from which source and what data they need. It’s a gap between business domain knowledge, specifically marketing and sales needs, and technical folks who don’t have a lot of exposure to that side. Similarly, marketing business people do not have much exposure to the technical side — what’s possible to do with data, how much effort it takes, what’s relevant versus not relevant, and how to prioritize which data sources will be most important. 10. Do you have any suggestions for how this can be overcome, or have you seen it in action where it has been solved before? First, cross-functional training: training different roles to help them understand why we’re doing this and what the business goals are, giving technical people exposure to what marketing and sales teams do. And giving business folks exposure to the technology side through training on different tools, strategies, and the roadmap of data integrations. The second is helping teams work more collaboratively. So it’s not like the technology team works in a silo and comes back when their work is done, and then marketing and sales teams act upon it. Now we’re making it more like one team. You work together so that you can complement each other, and we have a better strategy from day one. 11. How do you address skepticism or resistance from stakeholders when presenting data-driven recommendations? We present clear business cases where we demonstrate how data-driven recommendations can directly align with business objectives and potential ROI. We build compelling visualizations, easy-to-understand charts and graphs that clearly illustrate the insights and the implications for business goals. We also do a lot of POCs and pilot projects with small-scale implementations to showcase tangible results and build confidence in the data-driven approach throughout the organization. 12. What technologies or tools have you found most effective for gathering and analyzing customer engagement data? I’ve found that Customer Data Platforms help us unify customer data from various sources, providing a comprehensive view of customer interactions across touch points. Having advanced analytics platforms — tools with AI and machine learning capabilities that can process large volumes of data and uncover complex patterns and insights — is a great value to us. We always use, or many organizations use, marketing automation systems to improve marketing team productivity, helping us track and analyze customer interactions across multiple channels. Another thing is social media listening tools, wherever your brand is mentioned or you want to measure customer sentiment over social media, or track the engagement of your campaigns across social media platforms. Last is web analytical tools, which provide detailed insights into your website visitors’ behaviors and engagement metrics, for browser apps, small browser apps, various devices, and mobile apps. 13. How do you ensure data quality and consistency across multiple channels to make these informed decisions? We established clear guidelines for data collection, storage, and usage across all channels to maintain consistency. Then we use data integration platforms — tools that consolidate data from various sources into a single unified view, reducing discrepancies and inconsistencies. While we collect data from different sources, we clean the data so it becomes cleaner with every stage of processing. We also conduct regular data audits — performing periodic checks to identify and rectify data quality issues, ensuring accuracy and reliability of information. We also deploy standardized data formats. On top of that, we have various automated data cleansing tools, specific software to detect and correct data errors, redundancies, duplicates, and inconsistencies in data sets automatically. 14. How do you see the role of customer engagement data evolving in shaping business strategies over the next five years? The first thing that’s been the biggest trend from the past two years is AI-driven decision making, which I think will become more prevalent, with advanced algorithms processing vast amounts of engagement data in real-time to inform strategic choices. Somewhat related to this is predictive analytics, which will play an even larger role, enabling businesses to anticipate customer needs and market trends with more accuracy and better predictive capabilities. We also touched upon hyper-personalization. We are all trying to strive toward more hyper-personalization at scale, which is more one-on-one personalization, as we are increasingly capturing more engagement data and have bigger systems and infrastructure to support processing those large volumes of data so we can achieve those hyper-personalization use cases. As the world is collecting more data, privacy concerns and regulations come into play. I believe in the next few years there will be more innovation toward how businesses can collect data ethically and what the usage practices are, leading to more transparent and consent-based engagement data strategies. And lastly, I think about the integration of engagement data, which is always a big challenge. I believe as we’re solving those integration challenges, we are adding more and more complex data sources to the picture. So I think there will need to be more innovation or sophistication brought into data integration strategies, which will help us take a truly customer-centric approach to strategy formulation.   This interview Q&A was hosted with Ankur Kothari, a previous Martech Executive, for Chapter 6 of The Customer Engagement Book: Adapt or Die. Download the PDF or request a physical copy of the book here. The post Ankur Kothari Q&A: Customer Engagement Book Interview appeared first on MoEngage.
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  • Government ditches public sector decarbonisation scheme

    The government has axed a scheme for upgrading energy efficiency in public sector buildings.
    The Public Sector Decarbonisation Schemedelivered more than £2.5bn in its first three phases for measures such as heat pumps, solar panels, insulation and double glazing, with further funding of nearly £1bn recently announced.
    But the Department for Energy Security and Net Zerohas told Building Design that the scheme has been dropped after the spending review, leaving uncertainty about how upgrades will be funded when the current phase expires in 2028.

    Source: UK Government/FlickrEd Miliband’s Department for Energy Security and Net Zero is responsible for the scheme
    The department said it would set out plans for the period after 2028 in due course.
    In a post on LinkedIn, Dave Welkin, director of sustainability at Gleeds, said he had waited for the release of the spending review with a “sense of trepidation” and was unable to find mention of public sector decarbonisation when Treasury documents were released.
    “I hoped because it was already committed in the Budget that its omission wasn’t ominous,” he wrote.
    Yesterday, he was told by Salix Finance, the non-departmental public body that delivers funding for the scheme, that it was no longer being funded.
    It comes after the withdrawal of funding for the Low Carbon Skills Fundin May.
    According to the government’s website, PSDS and LCSF were intended to support the reduction of emissions from public sector buildings by 75% by 2037, compared to a 2017 baseline.
    “Neither LCSF or PSDS were perfect by any means, but they did provide a vital source of funding for local authorities, hospitals, schools and many other public sector organisations to save energy, carbon and money,” Welkin said.
    “PSDS has helped replace failed heating systems in schools, keeping students warm. It’s replaced roofs on hospitals, helping patients recover from illness. It’s replaced windows in our prisons, improving security and stopping drugs getting behind bars.”
    However, responding to Welkin’s post, Steve Connolly, chief executive at Arriba Technologies, a low carbon heating and cooling firm, said that the scheme was being “mismanaged” with a small number of professional services firms “scooping up disproportionately large grants for their clients”.
    The fourth phase of the scheme was confirmed last September, with allocations confirmed only last month.
    This latest phase, which covers the financial years between 2025/26 and 2027/28, saw the distribution of £940m across the country.
    A DESNZ spokesperson said: “Our settlement is about investing in Britain’s renewal to create energy security, sprint to clean power by 2030, encourage investment, create jobs and bring down bills for good.
    “We will deliver £1bn in current allocations of the Public Sector Decarbonisation Scheme until 2028 and, through Great British Energy, have invested in new rooftop solar power and renewable schemes to lower energy bills for schools and hospitals across the UK.
    “We want to build on this progress by incentivising the public sector to decarbonise, so they can reap the benefits in lower bills and emissions, sharing best practice across government and exploring the use of repayable finance, where appropriate.”
    A government assessment of phase 3a and 3b projects identified a number of issues with the scheme, including delays and cost inflation, with more than a tenth being abandoned subsequent to grants being offered.
    Stakeholders interviewed for the report also identified “difficulties in obtaining skilled contractors and equipment”, especially air source heat pumps.
    The first come first served approach to awarding funding was also said to be “encouraging applicants to opt for more straightforward projects” and “potentially undermining the achievement of PSDS objective by restricting the opportunity for largermore complex measures which may have delivered greater carbon reduction benefits”.
    But the consensus among stakeholders and industry representatives interviewed for the report was that the scheme was “currently key to sustaining the existing UK heat pump market” and that it was “seen as vital in enabling many public sector organisations to invest in heat decarbonisation”.
    #government #ditches #public #sector #decarbonisation
    Government ditches public sector decarbonisation scheme
    The government has axed a scheme for upgrading energy efficiency in public sector buildings. The Public Sector Decarbonisation Schemedelivered more than £2.5bn in its first three phases for measures such as heat pumps, solar panels, insulation and double glazing, with further funding of nearly £1bn recently announced. But the Department for Energy Security and Net Zerohas told Building Design that the scheme has been dropped after the spending review, leaving uncertainty about how upgrades will be funded when the current phase expires in 2028. Source: UK Government/FlickrEd Miliband’s Department for Energy Security and Net Zero is responsible for the scheme The department said it would set out plans for the period after 2028 in due course. In a post on LinkedIn, Dave Welkin, director of sustainability at Gleeds, said he had waited for the release of the spending review with a “sense of trepidation” and was unable to find mention of public sector decarbonisation when Treasury documents were released. “I hoped because it was already committed in the Budget that its omission wasn’t ominous,” he wrote. Yesterday, he was told by Salix Finance, the non-departmental public body that delivers funding for the scheme, that it was no longer being funded. It comes after the withdrawal of funding for the Low Carbon Skills Fundin May. According to the government’s website, PSDS and LCSF were intended to support the reduction of emissions from public sector buildings by 75% by 2037, compared to a 2017 baseline. “Neither LCSF or PSDS were perfect by any means, but they did provide a vital source of funding for local authorities, hospitals, schools and many other public sector organisations to save energy, carbon and money,” Welkin said. “PSDS has helped replace failed heating systems in schools, keeping students warm. It’s replaced roofs on hospitals, helping patients recover from illness. It’s replaced windows in our prisons, improving security and stopping drugs getting behind bars.” However, responding to Welkin’s post, Steve Connolly, chief executive at Arriba Technologies, a low carbon heating and cooling firm, said that the scheme was being “mismanaged” with a small number of professional services firms “scooping up disproportionately large grants for their clients”. The fourth phase of the scheme was confirmed last September, with allocations confirmed only last month. This latest phase, which covers the financial years between 2025/26 and 2027/28, saw the distribution of £940m across the country. A DESNZ spokesperson said: “Our settlement is about investing in Britain’s renewal to create energy security, sprint to clean power by 2030, encourage investment, create jobs and bring down bills for good. “We will deliver £1bn in current allocations of the Public Sector Decarbonisation Scheme until 2028 and, through Great British Energy, have invested in new rooftop solar power and renewable schemes to lower energy bills for schools and hospitals across the UK. “We want to build on this progress by incentivising the public sector to decarbonise, so they can reap the benefits in lower bills and emissions, sharing best practice across government and exploring the use of repayable finance, where appropriate.” A government assessment of phase 3a and 3b projects identified a number of issues with the scheme, including delays and cost inflation, with more than a tenth being abandoned subsequent to grants being offered. Stakeholders interviewed for the report also identified “difficulties in obtaining skilled contractors and equipment”, especially air source heat pumps. The first come first served approach to awarding funding was also said to be “encouraging applicants to opt for more straightforward projects” and “potentially undermining the achievement of PSDS objective by restricting the opportunity for largermore complex measures which may have delivered greater carbon reduction benefits”. But the consensus among stakeholders and industry representatives interviewed for the report was that the scheme was “currently key to sustaining the existing UK heat pump market” and that it was “seen as vital in enabling many public sector organisations to invest in heat decarbonisation”. #government #ditches #public #sector #decarbonisation
    WWW.BDONLINE.CO.UK
    Government ditches public sector decarbonisation scheme
    The government has axed a scheme for upgrading energy efficiency in public sector buildings. The Public Sector Decarbonisation Scheme (PSDS) delivered more than £2.5bn in its first three phases for measures such as heat pumps, solar panels, insulation and double glazing, with further funding of nearly £1bn recently announced. But the Department for Energy Security and Net Zero (DESNZ) has told Building Design that the scheme has been dropped after the spending review, leaving uncertainty about how upgrades will be funded when the current phase expires in 2028. Source: UK Government/FlickrEd Miliband’s Department for Energy Security and Net Zero is responsible for the scheme The department said it would set out plans for the period after 2028 in due course. In a post on LinkedIn, Dave Welkin, director of sustainability at Gleeds, said he had waited for the release of the spending review with a “sense of trepidation” and was unable to find mention of public sector decarbonisation when Treasury documents were released. “I hoped because it was already committed in the Budget that its omission wasn’t ominous,” he wrote. Yesterday, he was told by Salix Finance, the non-departmental public body that delivers funding for the scheme, that it was no longer being funded. It comes after the withdrawal of funding for the Low Carbon Skills Fund (LCSF) in May. According to the government’s website, PSDS and LCSF were intended to support the reduction of emissions from public sector buildings by 75% by 2037, compared to a 2017 baseline. “Neither LCSF or PSDS were perfect by any means, but they did provide a vital source of funding for local authorities, hospitals, schools and many other public sector organisations to save energy, carbon and money,” Welkin said. “PSDS has helped replace failed heating systems in schools, keeping students warm. It’s replaced roofs on hospitals, helping patients recover from illness. It’s replaced windows in our prisons, improving security and stopping drugs getting behind bars.” However, responding to Welkin’s post, Steve Connolly, chief executive at Arriba Technologies, a low carbon heating and cooling firm, said that the scheme was being “mismanaged” with a small number of professional services firms “scooping up disproportionately large grants for their clients”. The fourth phase of the scheme was confirmed last September, with allocations confirmed only last month. This latest phase, which covers the financial years between 2025/26 and 2027/28, saw the distribution of £940m across the country. A DESNZ spokesperson said: “Our settlement is about investing in Britain’s renewal to create energy security, sprint to clean power by 2030, encourage investment, create jobs and bring down bills for good. “We will deliver £1bn in current allocations of the Public Sector Decarbonisation Scheme until 2028 and, through Great British Energy, have invested in new rooftop solar power and renewable schemes to lower energy bills for schools and hospitals across the UK. “We want to build on this progress by incentivising the public sector to decarbonise, so they can reap the benefits in lower bills and emissions, sharing best practice across government and exploring the use of repayable finance, where appropriate.” A government assessment of phase 3a and 3b projects identified a number of issues with the scheme, including delays and cost inflation, with more than a tenth being abandoned subsequent to grants being offered. Stakeholders interviewed for the report also identified “difficulties in obtaining skilled contractors and equipment”, especially air source heat pumps. The first come first served approach to awarding funding was also said to be “encouraging applicants to opt for more straightforward projects” and “potentially undermining the achievement of PSDS objective by restricting the opportunity for larger [and] more complex measures which may have delivered greater carbon reduction benefits”. But the consensus among stakeholders and industry representatives interviewed for the report was that the scheme was “currently key to sustaining the existing UK heat pump market” and that it was “seen as vital in enabling many public sector organisations to invest in heat decarbonisation”.
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  • How to Create a Successful Leadership Development Program

    Insights

    How to Create a Successful Leadership Development Program

    At Harvard Business Impact, we partner with organizations to craft tailored learning experiences for leaders across all levels. Though each collaboration is unique, there is a proven process for designing and developing impactful learning initiatives.

    Leverage our checklist to help your organization develop a leadership development program that delivers results.

    View the infographic

    Leadership DevelopmentStrategic Alignment

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    Connect with us

    Change isn’t easy, but we can help. Together we’ll create informed and inspired leaders ready to shape the future of your business.

    Contact us

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    Strategic Alignment

    Harvard Business Publishing Unveils Harvard Business Impact as New Brand for Corporate Learning and Education Units

    Harvard Business Publishing announced the launch of Harvard Business Impact, a new brand identity for…

    : Harvard Business Publishing Unveils Harvard Business Impact as New Brand for Corporate Learning and Education Units

    News

    Digital Intelligence

    Succeeding in the Digital Age: Why AI-First Leadership Is Essential

    While AI makes powerful operational efficiencies possible, it cannot yet replace the creativity, adaptability, and…

    : Succeeding in the Digital Age: Why AI-First Leadership Is Essential

    Perspectives

    Digital Intelligence

    4 Keys to AI-First Leadership: The New Imperative for Digital Transformation

    AI has become a defining force in reshaping industries and determining competitive advantage. To support…

    : 4 Keys to AI-First Leadership: The New Imperative for Digital Transformation

    Infographic

    Talent Management

    Leadership Fitness Behavioral Assessment

    In our study, “Leadership Fitness: Developing the Capacity to See and Lead Differently Amid Complexity,”…

    : Leadership Fitness Behavioral Assessment

    Job Aid

    The post How to Create a Successful Leadership Development Program appeared first on Harvard Business Impact.
    #how #create #successful #leadership #development
    How to Create a Successful Leadership Development Program
    Insights How to Create a Successful Leadership Development Program At Harvard Business Impact, we partner with organizations to craft tailored learning experiences for leaders across all levels. Though each collaboration is unique, there is a proven process for designing and developing impactful learning initiatives. Leverage our checklist to help your organization develop a leadership development program that delivers results. View the infographic Leadership DevelopmentStrategic Alignment Share this resource Share on LinkedIn Share on Facebook Share on X Share on WhatsApp Email this Page Connect with us Change isn’t easy, but we can help. Together we’ll create informed and inspired leaders ready to shape the future of your business. Contact us Latest Insights Strategic Alignment Harvard Business Publishing Unveils Harvard Business Impact as New Brand for Corporate Learning and Education Units Harvard Business Publishing announced the launch of Harvard Business Impact, a new brand identity for… : Harvard Business Publishing Unveils Harvard Business Impact as New Brand for Corporate Learning and Education Units News Digital Intelligence Succeeding in the Digital Age: Why AI-First Leadership Is Essential While AI makes powerful operational efficiencies possible, it cannot yet replace the creativity, adaptability, and… : Succeeding in the Digital Age: Why AI-First Leadership Is Essential Perspectives Digital Intelligence 4 Keys to AI-First Leadership: The New Imperative for Digital Transformation AI has become a defining force in reshaping industries and determining competitive advantage. To support… : 4 Keys to AI-First Leadership: The New Imperative for Digital Transformation Infographic Talent Management Leadership Fitness Behavioral Assessment In our study, “Leadership Fitness: Developing the Capacity to See and Lead Differently Amid Complexity,”… : Leadership Fitness Behavioral Assessment Job Aid The post How to Create a Successful Leadership Development Program appeared first on Harvard Business Impact. #how #create #successful #leadership #development
    WWW.HARVARDBUSINESS.ORG
    How to Create a Successful Leadership Development Program
    Insights How to Create a Successful Leadership Development Program At Harvard Business Impact, we partner with organizations to craft tailored learning experiences for leaders across all levels. Though each collaboration is unique, there is a proven process for designing and developing impactful learning initiatives. Leverage our checklist to help your organization develop a leadership development program that delivers results. View the infographic Leadership DevelopmentStrategic Alignment Share this resource Share on LinkedIn Share on Facebook Share on X Share on WhatsApp Email this Page Connect with us Change isn’t easy, but we can help. Together we’ll create informed and inspired leaders ready to shape the future of your business. Contact us Latest Insights Strategic Alignment Harvard Business Publishing Unveils Harvard Business Impact as New Brand for Corporate Learning and Education Units Harvard Business Publishing announced the launch of Harvard Business Impact, a new brand identity for… Read more: Harvard Business Publishing Unveils Harvard Business Impact as New Brand for Corporate Learning and Education Units News Digital Intelligence Succeeding in the Digital Age: Why AI-First Leadership Is Essential While AI makes powerful operational efficiencies possible, it cannot yet replace the creativity, adaptability, and… Read more: Succeeding in the Digital Age: Why AI-First Leadership Is Essential Perspectives Digital Intelligence 4 Keys to AI-First Leadership: The New Imperative for Digital Transformation AI has become a defining force in reshaping industries and determining competitive advantage. To support… Read more: 4 Keys to AI-First Leadership: The New Imperative for Digital Transformation Infographic Talent Management Leadership Fitness Behavioral Assessment In our study, “Leadership Fitness: Developing the Capacity to See and Lead Differently Amid Complexity,”… Read more: Leadership Fitness Behavioral Assessment Job Aid The post How to Create a Successful Leadership Development Program appeared first on Harvard Business Impact.
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  • NVIDIA TensorRT Boosts Stable Diffusion 3.5 Performance on NVIDIA GeForce RTX and RTX PRO GPUs

    Generative AI has reshaped how people create, imagine and interact with digital content.
    As AI models continue to grow in capability and complexity, they require more VRAM, or video random access memory. The base Stable Diffusion 3.5 Large model, for example, uses over 18GB of VRAM — limiting the number of systems that can run it well.
    By applying quantization to the model, noncritical layers can be removed or run with lower precision. NVIDIA GeForce RTX 40 Series and the Ada Lovelace generation of NVIDIA RTX PRO GPUs support FP8 quantization to help run these quantized models, and the latest-generation NVIDIA Blackwell GPUs also add support for FP4.
    NVIDIA collaborated with Stability AI to quantize its latest model, Stable Diffusion3.5 Large, to FP8 — reducing VRAM consumption by 40%. Further optimizations to SD3.5 Large and Medium with the NVIDIA TensorRT software development kitdouble performance.
    In addition, TensorRT has been reimagined for RTX AI PCs, combining its industry-leading performance with just-in-time, on-device engine building and an 8x smaller package size for seamless AI deployment to more than 100 million RTX AI PCs. TensorRT for RTX is now available as a standalone SDK for developers.
    RTX-Accelerated AI
    NVIDIA and Stability AI are boosting the performance and reducing the VRAM requirements of Stable Diffusion 3.5, one of the world’s most popular AI image models. With NVIDIA TensorRT acceleration and quantization, users can now generate and edit images faster and more efficiently on NVIDIA RTX GPUs.
    Stable Diffusion 3.5 quantized FP8generates images in half the time with similar quality as FP16. Prompt: A serene mountain lake at sunrise, crystal clear water reflecting snow-capped peaks, lush pine trees along the shore, soft morning mist, photorealistic, vibrant colors, high resolution.
    To address the VRAM limitations of SD3.5 Large, the model was quantized with TensorRT to FP8, reducing the VRAM requirement by 40% to 11GB. This means five GeForce RTX 50 Series GPUs can run the model from memory instead of just one.
    SD3.5 Large and Medium models were also optimized with TensorRT, an AI backend for taking full advantage of Tensor Cores. TensorRT optimizes a model’s weights and graph — the instructions on how to run a model — specifically for RTX GPUs.
    FP8 TensorRT boosts SD3.5 Large performance by 2.3x vs. BF16 PyTorch, with 40% less memory use. For SD3.5 Medium, BF16 TensorRT delivers a 1.7x speedup.
    Combined, FP8 TensorRT delivers a 2.3x performance boost on SD3.5 Large compared with running the original models in BF16 PyTorch, while using 40% less memory. And in SD3.5 Medium, BF16 TensorRT provides a 1.7x performance increase compared with BF16 PyTorch.
    The optimized models are now available on Stability AI’s Hugging Face page.
    NVIDIA and Stability AI are also collaborating to release SD3.5 as an NVIDIA NIM microservice, making it easier for creators and developers to access and deploy the model for a wide range of applications. The NIM microservice is expected to be released in July.
    TensorRT for RTX SDK Released
    Announced at Microsoft Build — and already available as part of the new Windows ML framework in preview — TensorRT for RTX is now available as a standalone SDK for developers.
    Previously, developers needed to pre-generate and package TensorRT engines for each class of GPU — a process that would yield GPU-specific optimizations but required significant time.
    With the new version of TensorRT, developers can create a generic TensorRT engine that’s optimized on device in seconds. This JIT compilation approach can be done in the background during installation or when they first use the feature.
    The easy-to-integrate SDK is now 8x smaller and can be invoked through Windows ML — Microsoft’s new AI inference backend in Windows. Developers can download the new standalone SDK from the NVIDIA Developer page or test it in the Windows ML preview.
    For more details, read this NVIDIA technical blog and this Microsoft Build recap.
    Join NVIDIA at GTC Paris
    At NVIDIA GTC Paris at VivaTech — Europe’s biggest startup and tech event — NVIDIA founder and CEO Jensen Huang yesterday delivered a keynote address on the latest breakthroughs in cloud AI infrastructure, agentic AI and physical AI. Watch a replay.
    GTC Paris runs through Thursday, June 12, with hands-on demos and sessions led by industry leaders. Whether attending in person or joining online, there’s still plenty to explore at the event.
    Each week, the RTX AI Garage blog series features community-driven AI innovations and content for those looking to learn more about NVIDIA NIM microservices and AI Blueprints, as well as building AI agents, creative workflows, digital humans, productivity apps and more on AI PCs and workstations. 
    Plug in to NVIDIA AI PC on Facebook, Instagram, TikTok and X — and stay informed by subscribing to the RTX AI PC newsletter.
    Follow NVIDIA Workstation on LinkedIn and X. 
    See notice regarding software product information.
    #nvidia #tensorrt #boosts #stable #diffusion
    NVIDIA TensorRT Boosts Stable Diffusion 3.5 Performance on NVIDIA GeForce RTX and RTX PRO GPUs
    Generative AI has reshaped how people create, imagine and interact with digital content. As AI models continue to grow in capability and complexity, they require more VRAM, or video random access memory. The base Stable Diffusion 3.5 Large model, for example, uses over 18GB of VRAM — limiting the number of systems that can run it well. By applying quantization to the model, noncritical layers can be removed or run with lower precision. NVIDIA GeForce RTX 40 Series and the Ada Lovelace generation of NVIDIA RTX PRO GPUs support FP8 quantization to help run these quantized models, and the latest-generation NVIDIA Blackwell GPUs also add support for FP4. NVIDIA collaborated with Stability AI to quantize its latest model, Stable Diffusion3.5 Large, to FP8 — reducing VRAM consumption by 40%. Further optimizations to SD3.5 Large and Medium with the NVIDIA TensorRT software development kitdouble performance. In addition, TensorRT has been reimagined for RTX AI PCs, combining its industry-leading performance with just-in-time, on-device engine building and an 8x smaller package size for seamless AI deployment to more than 100 million RTX AI PCs. TensorRT for RTX is now available as a standalone SDK for developers. RTX-Accelerated AI NVIDIA and Stability AI are boosting the performance and reducing the VRAM requirements of Stable Diffusion 3.5, one of the world’s most popular AI image models. With NVIDIA TensorRT acceleration and quantization, users can now generate and edit images faster and more efficiently on NVIDIA RTX GPUs. Stable Diffusion 3.5 quantized FP8generates images in half the time with similar quality as FP16. Prompt: A serene mountain lake at sunrise, crystal clear water reflecting snow-capped peaks, lush pine trees along the shore, soft morning mist, photorealistic, vibrant colors, high resolution. To address the VRAM limitations of SD3.5 Large, the model was quantized with TensorRT to FP8, reducing the VRAM requirement by 40% to 11GB. This means five GeForce RTX 50 Series GPUs can run the model from memory instead of just one. SD3.5 Large and Medium models were also optimized with TensorRT, an AI backend for taking full advantage of Tensor Cores. TensorRT optimizes a model’s weights and graph — the instructions on how to run a model — specifically for RTX GPUs. FP8 TensorRT boosts SD3.5 Large performance by 2.3x vs. BF16 PyTorch, with 40% less memory use. For SD3.5 Medium, BF16 TensorRT delivers a 1.7x speedup. Combined, FP8 TensorRT delivers a 2.3x performance boost on SD3.5 Large compared with running the original models in BF16 PyTorch, while using 40% less memory. And in SD3.5 Medium, BF16 TensorRT provides a 1.7x performance increase compared with BF16 PyTorch. The optimized models are now available on Stability AI’s Hugging Face page. NVIDIA and Stability AI are also collaborating to release SD3.5 as an NVIDIA NIM microservice, making it easier for creators and developers to access and deploy the model for a wide range of applications. The NIM microservice is expected to be released in July. TensorRT for RTX SDK Released Announced at Microsoft Build — and already available as part of the new Windows ML framework in preview — TensorRT for RTX is now available as a standalone SDK for developers. Previously, developers needed to pre-generate and package TensorRT engines for each class of GPU — a process that would yield GPU-specific optimizations but required significant time. With the new version of TensorRT, developers can create a generic TensorRT engine that’s optimized on device in seconds. This JIT compilation approach can be done in the background during installation or when they first use the feature. The easy-to-integrate SDK is now 8x smaller and can be invoked through Windows ML — Microsoft’s new AI inference backend in Windows. Developers can download the new standalone SDK from the NVIDIA Developer page or test it in the Windows ML preview. For more details, read this NVIDIA technical blog and this Microsoft Build recap. Join NVIDIA at GTC Paris At NVIDIA GTC Paris at VivaTech — Europe’s biggest startup and tech event — NVIDIA founder and CEO Jensen Huang yesterday delivered a keynote address on the latest breakthroughs in cloud AI infrastructure, agentic AI and physical AI. Watch a replay. GTC Paris runs through Thursday, June 12, with hands-on demos and sessions led by industry leaders. Whether attending in person or joining online, there’s still plenty to explore at the event. Each week, the RTX AI Garage blog series features community-driven AI innovations and content for those looking to learn more about NVIDIA NIM microservices and AI Blueprints, as well as building AI agents, creative workflows, digital humans, productivity apps and more on AI PCs and workstations.  Plug in to NVIDIA AI PC on Facebook, Instagram, TikTok and X — and stay informed by subscribing to the RTX AI PC newsletter. Follow NVIDIA Workstation on LinkedIn and X.  See notice regarding software product information. #nvidia #tensorrt #boosts #stable #diffusion
    BLOGS.NVIDIA.COM
    NVIDIA TensorRT Boosts Stable Diffusion 3.5 Performance on NVIDIA GeForce RTX and RTX PRO GPUs
    Generative AI has reshaped how people create, imagine and interact with digital content. As AI models continue to grow in capability and complexity, they require more VRAM, or video random access memory. The base Stable Diffusion 3.5 Large model, for example, uses over 18GB of VRAM — limiting the number of systems that can run it well. By applying quantization to the model, noncritical layers can be removed or run with lower precision. NVIDIA GeForce RTX 40 Series and the Ada Lovelace generation of NVIDIA RTX PRO GPUs support FP8 quantization to help run these quantized models, and the latest-generation NVIDIA Blackwell GPUs also add support for FP4. NVIDIA collaborated with Stability AI to quantize its latest model, Stable Diffusion (SD) 3.5 Large, to FP8 — reducing VRAM consumption by 40%. Further optimizations to SD3.5 Large and Medium with the NVIDIA TensorRT software development kit (SDK) double performance. In addition, TensorRT has been reimagined for RTX AI PCs, combining its industry-leading performance with just-in-time (JIT), on-device engine building and an 8x smaller package size for seamless AI deployment to more than 100 million RTX AI PCs. TensorRT for RTX is now available as a standalone SDK for developers. RTX-Accelerated AI NVIDIA and Stability AI are boosting the performance and reducing the VRAM requirements of Stable Diffusion 3.5, one of the world’s most popular AI image models. With NVIDIA TensorRT acceleration and quantization, users can now generate and edit images faster and more efficiently on NVIDIA RTX GPUs. Stable Diffusion 3.5 quantized FP8 (right) generates images in half the time with similar quality as FP16 (left). Prompt: A serene mountain lake at sunrise, crystal clear water reflecting snow-capped peaks, lush pine trees along the shore, soft morning mist, photorealistic, vibrant colors, high resolution. To address the VRAM limitations of SD3.5 Large, the model was quantized with TensorRT to FP8, reducing the VRAM requirement by 40% to 11GB. This means five GeForce RTX 50 Series GPUs can run the model from memory instead of just one. SD3.5 Large and Medium models were also optimized with TensorRT, an AI backend for taking full advantage of Tensor Cores. TensorRT optimizes a model’s weights and graph — the instructions on how to run a model — specifically for RTX GPUs. FP8 TensorRT boosts SD3.5 Large performance by 2.3x vs. BF16 PyTorch, with 40% less memory use. For SD3.5 Medium, BF16 TensorRT delivers a 1.7x speedup. Combined, FP8 TensorRT delivers a 2.3x performance boost on SD3.5 Large compared with running the original models in BF16 PyTorch, while using 40% less memory. And in SD3.5 Medium, BF16 TensorRT provides a 1.7x performance increase compared with BF16 PyTorch. The optimized models are now available on Stability AI’s Hugging Face page. NVIDIA and Stability AI are also collaborating to release SD3.5 as an NVIDIA NIM microservice, making it easier for creators and developers to access and deploy the model for a wide range of applications. The NIM microservice is expected to be released in July. TensorRT for RTX SDK Released Announced at Microsoft Build — and already available as part of the new Windows ML framework in preview — TensorRT for RTX is now available as a standalone SDK for developers. Previously, developers needed to pre-generate and package TensorRT engines for each class of GPU — a process that would yield GPU-specific optimizations but required significant time. With the new version of TensorRT, developers can create a generic TensorRT engine that’s optimized on device in seconds. This JIT compilation approach can be done in the background during installation or when they first use the feature. The easy-to-integrate SDK is now 8x smaller and can be invoked through Windows ML — Microsoft’s new AI inference backend in Windows. Developers can download the new standalone SDK from the NVIDIA Developer page or test it in the Windows ML preview. For more details, read this NVIDIA technical blog and this Microsoft Build recap. Join NVIDIA at GTC Paris At NVIDIA GTC Paris at VivaTech — Europe’s biggest startup and tech event — NVIDIA founder and CEO Jensen Huang yesterday delivered a keynote address on the latest breakthroughs in cloud AI infrastructure, agentic AI and physical AI. Watch a replay. GTC Paris runs through Thursday, June 12, with hands-on demos and sessions led by industry leaders. Whether attending in person or joining online, there’s still plenty to explore at the event. Each week, the RTX AI Garage blog series features community-driven AI innovations and content for those looking to learn more about NVIDIA NIM microservices and AI Blueprints, as well as building AI agents, creative workflows, digital humans, productivity apps and more on AI PCs and workstations.  Plug in to NVIDIA AI PC on Facebook, Instagram, TikTok and X — and stay informed by subscribing to the RTX AI PC newsletter. Follow NVIDIA Workstation on LinkedIn and X.  See notice regarding software product information.
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  • 8 Sage Green Color Palettes You’ve Got to Experience

    8 Sage Green Color Palettes You’ve Got to Experience

    In this article:See more ▼Post may contain affiliate links which give us commissions at no cost to you.There’s something undeniably calming about sage green that makes it one of my absolute favorite colors to work with as a designer. This muted, earthy hue has this incredible ability to ground a space while still feeling fresh and contemporary. Whether you’re working on a branding project, designing an interior space, or creating digital content, sage green offers a versatility that few colors can match.
    What I love most about sage green is how it bridges the gap between trendy and timeless. It’s not going anywhere anytime soon, and honestly, I don’t think it ever should. This sophisticated color has been quietly revolutionizing design palettes across every industry, and today I’m excited to share eight of my favorite sage green color combinations that will elevate your next project.
    Psst... Did you know you can get unlimited downloads of 59,000+ fonts and millions of other creative assets for just /mo? Learn more »The 8 Most Inspiring Sage Green Color Palettes
    1. Garden Fresh

    #D2E5C4

    #B2C69E

    #95B07B

    #79955D

    #5A743C

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    This monochromatic sage palette is pure perfection for anyone wanting to create depth without complexity. I use this combination constantly in botanical-themed projects because it captures every shade of green you’d find in a thriving garden. The progression from light to dark creates natural hierarchy, making it incredibly functional for both print and digital work.
    2. Misty Morning

    #BDC9BB

    #ACBAA1

    #B2C1A2

    #A4B1A0

    #ADC3B7

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    When I need something soft and ethereal, this is my go-to palette. These gentle sage tones remind me of early morning fog rolling over hills. It’s perfect for wellness brands, spa environments, or any project that needs to evoke tranquility and peace. The subtle variations create interest without ever feeling overwhelming.
    3. Harvest Moon

    #9AAB89

    #647056

    #D6C388

    #F8C565

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    Get 300+ Fonts for FREEEnter your email to download our 100% free "Font Lover's Bundle". For commercial & personal use. No royalties. No fees. No attribution. 100% free to use anywhere.

    The combination of sage green with warm golds creates magic every single time. This palette captures that perfect autumn moment when the light hits everything just right. I love using this for brands that want to feel both grounded and optimistic – it’s earthy sophistication with a sunny disposition.
    4. Moody Botanical

    #4D5D42

    #6A894B

    #8DA67E

    #9B999A

    #C6B5DF

    Download this color palette

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    For projects that need a bit more drama, this palette delivers beautifully. The deeper sage tones paired with that unexpected lavender create intrigue without losing the calming essence of green. I find this combination works wonderfully for upscale restaurants or luxury lifestyle brands that want to feel approachable yet refined.
    5. Countryside Charm

    #A3AC9A

    #8A9A5B

    #93A395

    #748B74

    #827D67

    Download this color palette

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    This palette feels like a walk through the English countryside – all rolling hills and weathered stone walls. The mix of sage greens with those earthy undertones creates incredible depth. I use this combination for projects that need to feel established and trustworthy, like financial services or heritage brands.
    6. Industrial Farmhouse Zen

    #CED3D2

    #3F5054

    #6F675E

    #9CAB86

    #C8CAB5

    Download this color palette

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    The marriage of sage green with industrial grays might seem unexpected, but it creates this incredibly sophisticated modern aesthetic. This palette is perfect for tech companies or architectural firms that want to feel innovative yet grounded. The sage adds warmth to what could otherwise be cold, sterile colors.
    7. Desert Sage

    #9AAB89

    #B2AC88

    #A06464

    #8C909C

    #C9AD99

    Download this color palette

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    Inspired by the American Southwest, this palette combines sage with dusty terra cottas and warm beiges. There’s something so comforting about these colors together – they feel like sunset in the desert. I love using this for hospitality brands or any project that wants to evoke adventure and warmth.
    8. Forest Floor

    #B2C69E

    #ACB6A6

    #5B7553

    #745000

    #462800

    Download this color palette

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    This rich, earthy combination takes sage green into deeper territory with those gorgeous chocolate browns. It reminds me of walking through an old-growth forest where the light filters through layers of leaves. Perfect for organic brands, outdoor companies, or any project that wants to feel authentic and connected to nature.
    Why Sage Green Is Having Its Moment
    As someone who’s been watching color trends for years, I can tell you that sage green’s popularity isn’t just a passing fad. This color speaks to our collective desire for calm in an increasingly chaotic world. It’s the visual equivalent of taking a deep breath – immediately soothing and centering.
    The rise of biophilic design has also played a huge role in sage green’s dominance. As we spend more time indoors, we’re craving those connections to nature, and sage green delivers that botanical feeling without being overly literal. It’s nature-inspired design at its most sophisticated.
    What makes sage green particularly special is its incredible adaptability. Unlike brighter greens that can feel overwhelming or dated, sage green has this chameleon-like quality that allows it to work in virtually any context. Pair it with warm woods and it feels rustic; combine it with metallics and it becomes luxurious; add some crisp whites and suddenly it’s Scandinavian minimalism.
    Mastering Sage Green in Your Design Work
    The key to working with sage green successfully is understanding its undertones. Some sage greens lean more yellow, others more blue or gray. Recognizing these subtle differences will help you create more cohesive palettes and avoid color clashes that can make your work feel off.
    I always recommend testing your sage green palettes in different lighting conditions. What looks perfect on your computer screen might feel completely different in natural light or under warm artificial lighting. This is especially crucial for interior design projects or any work that will be viewed in physical spaces.
    When building palettes around sage green, I like to think about the mood I’m trying to create. For calm, peaceful vibes, I’ll pair it with other muted tones and plenty of white space. For something more energetic, I might add unexpected pops of coral or sunny yellow. The beauty of sage green is that it’s such a diplomatic color – it plays well with almost everything.

    Sage Green Across Different Design Applications
    Branding and Logo Design In branding work, sage green communicates reliability, growth, and environmental consciousness without hitting people over the head with it. I love using it for wellness companies, sustainable brands, and professional services that want to feel approachable. The key is pairing it with typography that reinforces your brand personality – clean sans serifs for modern feels, or elegant serifs for more traditional approaches.
    Interior Spaces Sage green walls have become incredibly popular, and for good reason. The color creates an instant sense of calm while still feeling current. I particularly love using darker sage greens in dining rooms or bedrooms where you want that cozy, enveloping feeling. Lighter sages work beautifully in kitchens and bathrooms where you want freshness without the sterility of pure white.
    Digital Design For websites and apps, sage green offers a refreshing alternative to the blues and grays that dominate digital design. It’s easy on the eyes, which makes it perfect for apps focused on wellness, meditation, or any platform where users will spend extended time. Just be mindful of accessibility – always test your sage green backgrounds with various text colors to ensure proper contrast ratios.
    Product Design The natural, organic feeling of sage green makes it perfect for product packaging, especially in the beauty, food, and wellness sectors. It communicates quality and naturalness without feeling overly earthy or crunchy. I’ve seen it work beautifully on everything from skincare packaging to high-end kitchen appliances.
    The Psychology Behind Sage Green’s Appeal
    Color psychology tells us that green represents growth, harmony, and balance – all things we desperately need in our modern lives. But sage green takes these positive associations and adds sophistication. It’s green without the intensity, nature without the rawness.
    There’s also something inherently honest about sage green. It doesn’t try too hard or demand attention the way brighter colors do. This authenticity resonates with consumers who are increasingly skeptical of brands that feel forced or overly polished. Sage green whispers where other colors shout, and sometimes that’s exactly what your message needs.
    Looking Forward: Sage Green’s Staying Power
    While I can’t predict the future, I’m confident that sage green will remain relevant for years to come. It hits all the right notes for contemporary design – it’s calming without being boring, natural without being literal, and sophisticated without being pretentious.
    The color also photographs beautifully, which matters more than ever in our Instagram-driven world. Whether it’s a sage green accent wall or a product shot featuring sage packaging, this color translates perfectly to social media, helping brands create that coveted “aesthetic” that drives engagement.
    As we continue to prioritize wellness and sustainability in design, sage green offers the perfect visual shorthand for these values. It’s a color that makes people feel good, and in a world that often doesn’t, that’s incredibly powerful.
    Bringing It All Together
    These eight sage green palettes represent just the beginning of what’s possible with this incredible color. Whether you’re drawn to the monochromatic serenity of Garden Fresh or the unexpected sophistication of Industrial Zen, there’s a sage green palette that can elevate your next project.
    The secret to success with sage green is trusting its natural elegance. Don’t feel like you need to overstyling or complicate things – sage green’s beauty lies in its understated sophistication. Let it be the calm, confident foundation that allows other elements of your design to shine.
    So go ahead and embrace the sage green revolution. Your designswill thank you for it. After all, in a world full of visual noise, sometimes the most powerful statement you can make is a quiet one.

    Riley Morgan

    Riley Morgan is a globe-trotting graphic designer with a sharp eye for color, typography, and intuitive design. They are a color lover and blend creativity with culture, drawing inspiration from cities, landscapes, and stories around the world. When they’re not designing sleek visuals for clients, they’re blogging about trends, tools, and the art of making design feel like home—wherever that may be.

    8 Stunning Sunset Color PalettesThere’s something absolutely magical about watching the sun dip below the horizon, painting the sky in breathtaking hues that seem...10 Warm Color Palettes That’ll Brighten Your DayThere’s nothing quite like the embracing quality of warm colors to make a design feel inviting and alive. As someone...10 Luxurious Jewel Tone Color PalettesAs a designer who’s always searching for color combinations that exude sophistication and richness, I find myself constantly returning to...
    #sage #green #color #palettes #youve
    8 Sage Green Color Palettes You’ve Got to Experience
    8 Sage Green Color Palettes You’ve Got to Experience In this article:See more ▼Post may contain affiliate links which give us commissions at no cost to you.There’s something undeniably calming about sage green that makes it one of my absolute favorite colors to work with as a designer. This muted, earthy hue has this incredible ability to ground a space while still feeling fresh and contemporary. Whether you’re working on a branding project, designing an interior space, or creating digital content, sage green offers a versatility that few colors can match. What I love most about sage green is how it bridges the gap between trendy and timeless. It’s not going anywhere anytime soon, and honestly, I don’t think it ever should. This sophisticated color has been quietly revolutionizing design palettes across every industry, and today I’m excited to share eight of my favorite sage green color combinations that will elevate your next project. 👋 Psst... Did you know you can get unlimited downloads of 59,000+ fonts and millions of other creative assets for just /mo? Learn more »The 8 Most Inspiring Sage Green Color Palettes 1. Garden Fresh #D2E5C4 #B2C69E #95B07B #79955D #5A743C Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper This monochromatic sage palette is pure perfection for anyone wanting to create depth without complexity. I use this combination constantly in botanical-themed projects because it captures every shade of green you’d find in a thriving garden. The progression from light to dark creates natural hierarchy, making it incredibly functional for both print and digital work. 2. Misty Morning #BDC9BB #ACBAA1 #B2C1A2 #A4B1A0 #ADC3B7 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper When I need something soft and ethereal, this is my go-to palette. These gentle sage tones remind me of early morning fog rolling over hills. It’s perfect for wellness brands, spa environments, or any project that needs to evoke tranquility and peace. The subtle variations create interest without ever feeling overwhelming. 3. Harvest Moon #9AAB89 #647056 #D6C388 #F8C565 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper Get 300+ Fonts for FREEEnter your email to download our 100% free "Font Lover's Bundle". For commercial & personal use. No royalties. No fees. No attribution. 100% free to use anywhere. The combination of sage green with warm golds creates magic every single time. This palette captures that perfect autumn moment when the light hits everything just right. I love using this for brands that want to feel both grounded and optimistic – it’s earthy sophistication with a sunny disposition. 4. Moody Botanical #4D5D42 #6A894B #8DA67E #9B999A #C6B5DF Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper For projects that need a bit more drama, this palette delivers beautifully. The deeper sage tones paired with that unexpected lavender create intrigue without losing the calming essence of green. I find this combination works wonderfully for upscale restaurants or luxury lifestyle brands that want to feel approachable yet refined. 5. Countryside Charm #A3AC9A #8A9A5B #93A395 #748B74 #827D67 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper This palette feels like a walk through the English countryside – all rolling hills and weathered stone walls. The mix of sage greens with those earthy undertones creates incredible depth. I use this combination for projects that need to feel established and trustworthy, like financial services or heritage brands. 6. Industrial Farmhouse Zen #CED3D2 #3F5054 #6F675E #9CAB86 #C8CAB5 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper The marriage of sage green with industrial grays might seem unexpected, but it creates this incredibly sophisticated modern aesthetic. This palette is perfect for tech companies or architectural firms that want to feel innovative yet grounded. The sage adds warmth to what could otherwise be cold, sterile colors. 7. Desert Sage #9AAB89 #B2AC88 #A06464 #8C909C #C9AD99 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper Inspired by the American Southwest, this palette combines sage with dusty terra cottas and warm beiges. There’s something so comforting about these colors together – they feel like sunset in the desert. I love using this for hospitality brands or any project that wants to evoke adventure and warmth. 8. Forest Floor #B2C69E #ACB6A6 #5B7553 #745000 #462800 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper This rich, earthy combination takes sage green into deeper territory with those gorgeous chocolate browns. It reminds me of walking through an old-growth forest where the light filters through layers of leaves. Perfect for organic brands, outdoor companies, or any project that wants to feel authentic and connected to nature. Why Sage Green Is Having Its Moment As someone who’s been watching color trends for years, I can tell you that sage green’s popularity isn’t just a passing fad. This color speaks to our collective desire for calm in an increasingly chaotic world. It’s the visual equivalent of taking a deep breath – immediately soothing and centering. The rise of biophilic design has also played a huge role in sage green’s dominance. As we spend more time indoors, we’re craving those connections to nature, and sage green delivers that botanical feeling without being overly literal. It’s nature-inspired design at its most sophisticated. What makes sage green particularly special is its incredible adaptability. Unlike brighter greens that can feel overwhelming or dated, sage green has this chameleon-like quality that allows it to work in virtually any context. Pair it with warm woods and it feels rustic; combine it with metallics and it becomes luxurious; add some crisp whites and suddenly it’s Scandinavian minimalism. Mastering Sage Green in Your Design Work The key to working with sage green successfully is understanding its undertones. Some sage greens lean more yellow, others more blue or gray. Recognizing these subtle differences will help you create more cohesive palettes and avoid color clashes that can make your work feel off. I always recommend testing your sage green palettes in different lighting conditions. What looks perfect on your computer screen might feel completely different in natural light or under warm artificial lighting. This is especially crucial for interior design projects or any work that will be viewed in physical spaces. When building palettes around sage green, I like to think about the mood I’m trying to create. For calm, peaceful vibes, I’ll pair it with other muted tones and plenty of white space. For something more energetic, I might add unexpected pops of coral or sunny yellow. The beauty of sage green is that it’s such a diplomatic color – it plays well with almost everything. Sage Green Across Different Design Applications Branding and Logo Design In branding work, sage green communicates reliability, growth, and environmental consciousness without hitting people over the head with it. I love using it for wellness companies, sustainable brands, and professional services that want to feel approachable. The key is pairing it with typography that reinforces your brand personality – clean sans serifs for modern feels, or elegant serifs for more traditional approaches. Interior Spaces Sage green walls have become incredibly popular, and for good reason. The color creates an instant sense of calm while still feeling current. I particularly love using darker sage greens in dining rooms or bedrooms where you want that cozy, enveloping feeling. Lighter sages work beautifully in kitchens and bathrooms where you want freshness without the sterility of pure white. Digital Design For websites and apps, sage green offers a refreshing alternative to the blues and grays that dominate digital design. It’s easy on the eyes, which makes it perfect for apps focused on wellness, meditation, or any platform where users will spend extended time. Just be mindful of accessibility – always test your sage green backgrounds with various text colors to ensure proper contrast ratios. Product Design The natural, organic feeling of sage green makes it perfect for product packaging, especially in the beauty, food, and wellness sectors. It communicates quality and naturalness without feeling overly earthy or crunchy. I’ve seen it work beautifully on everything from skincare packaging to high-end kitchen appliances. The Psychology Behind Sage Green’s Appeal Color psychology tells us that green represents growth, harmony, and balance – all things we desperately need in our modern lives. But sage green takes these positive associations and adds sophistication. It’s green without the intensity, nature without the rawness. There’s also something inherently honest about sage green. It doesn’t try too hard or demand attention the way brighter colors do. This authenticity resonates with consumers who are increasingly skeptical of brands that feel forced or overly polished. Sage green whispers where other colors shout, and sometimes that’s exactly what your message needs. Looking Forward: Sage Green’s Staying Power While I can’t predict the future, I’m confident that sage green will remain relevant for years to come. It hits all the right notes for contemporary design – it’s calming without being boring, natural without being literal, and sophisticated without being pretentious. The color also photographs beautifully, which matters more than ever in our Instagram-driven world. Whether it’s a sage green accent wall or a product shot featuring sage packaging, this color translates perfectly to social media, helping brands create that coveted “aesthetic” that drives engagement. As we continue to prioritize wellness and sustainability in design, sage green offers the perfect visual shorthand for these values. It’s a color that makes people feel good, and in a world that often doesn’t, that’s incredibly powerful. Bringing It All Together These eight sage green palettes represent just the beginning of what’s possible with this incredible color. Whether you’re drawn to the monochromatic serenity of Garden Fresh or the unexpected sophistication of Industrial Zen, there’s a sage green palette that can elevate your next project. The secret to success with sage green is trusting its natural elegance. Don’t feel like you need to overstyling or complicate things – sage green’s beauty lies in its understated sophistication. Let it be the calm, confident foundation that allows other elements of your design to shine. So go ahead and embrace the sage green revolution. Your designswill thank you for it. After all, in a world full of visual noise, sometimes the most powerful statement you can make is a quiet one. Riley Morgan Riley Morgan is a globe-trotting graphic designer with a sharp eye for color, typography, and intuitive design. They are a color lover and blend creativity with culture, drawing inspiration from cities, landscapes, and stories around the world. When they’re not designing sleek visuals for clients, they’re blogging about trends, tools, and the art of making design feel like home—wherever that may be. 8 Stunning Sunset Color PalettesThere’s something absolutely magical about watching the sun dip below the horizon, painting the sky in breathtaking hues that seem...10 Warm Color Palettes That’ll Brighten Your DayThere’s nothing quite like the embracing quality of warm colors to make a design feel inviting and alive. As someone...10 Luxurious Jewel Tone Color PalettesAs a designer who’s always searching for color combinations that exude sophistication and richness, I find myself constantly returning to... #sage #green #color #palettes #youve
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    8 Sage Green Color Palettes You’ve Got to Experience
    8 Sage Green Color Palettes You’ve Got to Experience In this article:See more ▼Post may contain affiliate links which give us commissions at no cost to you.There’s something undeniably calming about sage green that makes it one of my absolute favorite colors to work with as a designer. This muted, earthy hue has this incredible ability to ground a space while still feeling fresh and contemporary. Whether you’re working on a branding project, designing an interior space, or creating digital content, sage green offers a versatility that few colors can match. What I love most about sage green is how it bridges the gap between trendy and timeless. It’s not going anywhere anytime soon, and honestly, I don’t think it ever should. This sophisticated color has been quietly revolutionizing design palettes across every industry, and today I’m excited to share eight of my favorite sage green color combinations that will elevate your next project. 👋 Psst... Did you know you can get unlimited downloads of 59,000+ fonts and millions of other creative assets for just $16.95/mo? Learn more »The 8 Most Inspiring Sage Green Color Palettes 1. Garden Fresh #D2E5C4 #B2C69E #95B07B #79955D #5A743C Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper This monochromatic sage palette is pure perfection for anyone wanting to create depth without complexity. I use this combination constantly in botanical-themed projects because it captures every shade of green you’d find in a thriving garden. The progression from light to dark creates natural hierarchy, making it incredibly functional for both print and digital work. 2. Misty Morning #BDC9BB #ACBAA1 #B2C1A2 #A4B1A0 #ADC3B7 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper When I need something soft and ethereal, this is my go-to palette. These gentle sage tones remind me of early morning fog rolling over hills. It’s perfect for wellness brands, spa environments, or any project that needs to evoke tranquility and peace. The subtle variations create interest without ever feeling overwhelming. 3. Harvest Moon #9AAB89 #647056 #D6C388 #F8C565 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper Get 300+ Fonts for FREEEnter your email to download our 100% free "Font Lover's Bundle". For commercial & personal use. No royalties. No fees. No attribution. 100% free to use anywhere. The combination of sage green with warm golds creates magic every single time. This palette captures that perfect autumn moment when the light hits everything just right. I love using this for brands that want to feel both grounded and optimistic – it’s earthy sophistication with a sunny disposition. 4. Moody Botanical #4D5D42 #6A894B #8DA67E #9B999A #C6B5DF Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper For projects that need a bit more drama, this palette delivers beautifully. The deeper sage tones paired with that unexpected lavender create intrigue without losing the calming essence of green. I find this combination works wonderfully for upscale restaurants or luxury lifestyle brands that want to feel approachable yet refined. 5. Countryside Charm #A3AC9A #8A9A5B #93A395 #748B74 #827D67 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper This palette feels like a walk through the English countryside – all rolling hills and weathered stone walls. The mix of sage greens with those earthy undertones creates incredible depth. I use this combination for projects that need to feel established and trustworthy, like financial services or heritage brands. 6. Industrial Farmhouse Zen #CED3D2 #3F5054 #6F675E #9CAB86 #C8CAB5 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper The marriage of sage green with industrial grays might seem unexpected, but it creates this incredibly sophisticated modern aesthetic. This palette is perfect for tech companies or architectural firms that want to feel innovative yet grounded. The sage adds warmth to what could otherwise be cold, sterile colors. 7. Desert Sage #9AAB89 #B2AC88 #A06464 #8C909C #C9AD99 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper Inspired by the American Southwest, this palette combines sage with dusty terra cottas and warm beiges. There’s something so comforting about these colors together – they feel like sunset in the desert. I love using this for hospitality brands or any project that wants to evoke adventure and warmth. 8. Forest Floor #B2C69E #ACB6A6 #5B7553 #745000 #462800 Download this color palette 735×1102 Pinterest image 2160×3840 Vertical wallpaper 900×900 Square 3840×2160 4K Wallpaper This rich, earthy combination takes sage green into deeper territory with those gorgeous chocolate browns. It reminds me of walking through an old-growth forest where the light filters through layers of leaves. Perfect for organic brands, outdoor companies, or any project that wants to feel authentic and connected to nature. Why Sage Green Is Having Its Moment As someone who’s been watching color trends for years, I can tell you that sage green’s popularity isn’t just a passing fad. This color speaks to our collective desire for calm in an increasingly chaotic world. It’s the visual equivalent of taking a deep breath – immediately soothing and centering. The rise of biophilic design has also played a huge role in sage green’s dominance. As we spend more time indoors, we’re craving those connections to nature, and sage green delivers that botanical feeling without being overly literal. It’s nature-inspired design at its most sophisticated. What makes sage green particularly special is its incredible adaptability. Unlike brighter greens that can feel overwhelming or dated, sage green has this chameleon-like quality that allows it to work in virtually any context. Pair it with warm woods and it feels rustic; combine it with metallics and it becomes luxurious; add some crisp whites and suddenly it’s Scandinavian minimalism. Mastering Sage Green in Your Design Work The key to working with sage green successfully is understanding its undertones. Some sage greens lean more yellow, others more blue or gray. Recognizing these subtle differences will help you create more cohesive palettes and avoid color clashes that can make your work feel off. I always recommend testing your sage green palettes in different lighting conditions. What looks perfect on your computer screen might feel completely different in natural light or under warm artificial lighting. This is especially crucial for interior design projects or any work that will be viewed in physical spaces. When building palettes around sage green, I like to think about the mood I’m trying to create. For calm, peaceful vibes, I’ll pair it with other muted tones and plenty of white space. For something more energetic, I might add unexpected pops of coral or sunny yellow. The beauty of sage green is that it’s such a diplomatic color – it plays well with almost everything. Sage Green Across Different Design Applications Branding and Logo Design In branding work, sage green communicates reliability, growth, and environmental consciousness without hitting people over the head with it. I love using it for wellness companies, sustainable brands, and professional services that want to feel approachable. The key is pairing it with typography that reinforces your brand personality – clean sans serifs for modern feels, or elegant serifs for more traditional approaches. Interior Spaces Sage green walls have become incredibly popular, and for good reason. The color creates an instant sense of calm while still feeling current. I particularly love using darker sage greens in dining rooms or bedrooms where you want that cozy, enveloping feeling. Lighter sages work beautifully in kitchens and bathrooms where you want freshness without the sterility of pure white. Digital Design For websites and apps, sage green offers a refreshing alternative to the blues and grays that dominate digital design. It’s easy on the eyes, which makes it perfect for apps focused on wellness, meditation, or any platform where users will spend extended time. Just be mindful of accessibility – always test your sage green backgrounds with various text colors to ensure proper contrast ratios. Product Design The natural, organic feeling of sage green makes it perfect for product packaging, especially in the beauty, food, and wellness sectors. It communicates quality and naturalness without feeling overly earthy or crunchy. I’ve seen it work beautifully on everything from skincare packaging to high-end kitchen appliances. The Psychology Behind Sage Green’s Appeal Color psychology tells us that green represents growth, harmony, and balance – all things we desperately need in our modern lives. But sage green takes these positive associations and adds sophistication. It’s green without the intensity, nature without the rawness. There’s also something inherently honest about sage green. It doesn’t try too hard or demand attention the way brighter colors do. This authenticity resonates with consumers who are increasingly skeptical of brands that feel forced or overly polished. Sage green whispers where other colors shout, and sometimes that’s exactly what your message needs. Looking Forward: Sage Green’s Staying Power While I can’t predict the future, I’m confident that sage green will remain relevant for years to come. It hits all the right notes for contemporary design – it’s calming without being boring, natural without being literal, and sophisticated without being pretentious. The color also photographs beautifully, which matters more than ever in our Instagram-driven world. Whether it’s a sage green accent wall or a product shot featuring sage packaging, this color translates perfectly to social media, helping brands create that coveted “aesthetic” that drives engagement. As we continue to prioritize wellness and sustainability in design, sage green offers the perfect visual shorthand for these values. It’s a color that makes people feel good, and in a world that often doesn’t, that’s incredibly powerful. Bringing It All Together These eight sage green palettes represent just the beginning of what’s possible with this incredible color. Whether you’re drawn to the monochromatic serenity of Garden Fresh or the unexpected sophistication of Industrial Zen, there’s a sage green palette that can elevate your next project. The secret to success with sage green is trusting its natural elegance. Don’t feel like you need to overstyling or complicate things – sage green’s beauty lies in its understated sophistication. Let it be the calm, confident foundation that allows other elements of your design to shine. So go ahead and embrace the sage green revolution. Your designs (and your stress levels) will thank you for it. After all, in a world full of visual noise, sometimes the most powerful statement you can make is a quiet one. Riley Morgan Riley Morgan is a globe-trotting graphic designer with a sharp eye for color, typography, and intuitive design. They are a color lover and blend creativity with culture, drawing inspiration from cities, landscapes, and stories around the world. When they’re not designing sleek visuals for clients, they’re blogging about trends, tools, and the art of making design feel like home—wherever that may be. 8 Stunning Sunset Color PalettesThere’s something absolutely magical about watching the sun dip below the horizon, painting the sky in breathtaking hues that seem...10 Warm Color Palettes That’ll Brighten Your DayThere’s nothing quite like the embracing quality of warm colors to make a design feel inviting and alive. As someone...10 Luxurious Jewel Tone Color PalettesAs a designer who’s always searching for color combinations that exude sophistication and richness, I find myself constantly returning to...
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  • Mirela Cialai Q&A: Customer Engagement Book Interview

    Reading Time: 9 minutes
    In the ever-evolving landscape of customer engagement, staying ahead of the curve is not just advantageous, it’s essential.
    That’s why, for Chapter 7 of “The Customer Engagement Book: Adapt or Die,” we sat down with Mirela Cialai, a seasoned expert in CRM and Martech strategies at brands like Equinox. Mirela brings a wealth of knowledge in aligning technology roadmaps with business goals, shifting organizational focuses from acquisition to retention, and leveraging hyper-personalization to drive success.
    In this interview, Mirela dives deep into building robust customer engagement technology roadmaps. She unveils the “PAPER” framework—Plan, Audit, Prioritize, Execute, Refine—a simple yet effective strategy for marketers.
    You’ll gain insights into identifying gaps in your Martech stack, ensuring data accuracy, and prioritizing initiatives that deliver the greatest impact and ROI.
    Whether you’re navigating data silos, striving for cross-functional alignment, or aiming for seamless tech integration, Mirela’s expertise provides practical solutions and actionable takeaways.

     
    Mirela Cialai Q&A Interview
    1. How do you define the vision for a customer engagement platform roadmap in alignment with the broader business goals? Can you share any examples of successful visions from your experience?

    Defining the vision for the roadmap in alignment with the broader business goals involves creating a strategic framework that connects the team’s objectives with the organization’s overarching mission or primary objectives.

    This could be revenue growth, customer retention, market expansion, or operational efficiency.
    We then break down these goals into actionable areas where the team can contribute, such as improving engagement, increasing lifetime value, or driving acquisition.
    We articulate how the team will support business goals by defining the KPIs that link CRM outcomes — the team’s outcomes — to business goals.
    In a previous role, the CRM team I was leading faced significant challenges due to the lack of attribution capabilities and a reliance on surface-level metrics such as open rates and click-through rates to measure performance.
    This approach made it difficult to quantify the impact of our efforts on broader business objectives such as revenue growth.
    Recognizing this gap, I worked on defining a vision for the CRM team to address these shortcomings.
    Our vision was to drive measurable growth through enhanced data accuracy and improved attribution capabilities, which allowed us to deliver targeted, data-driven, and personalized customer experiences.
    To bring this vision to life, I developed a roadmap that focused on first improving data accuracy, building our attribution capabilities, and delivering personalization at scale.

    By aligning the vision with these strategic priorities, we were able to demonstrate the tangible impact of our efforts on the key business goals.

    2. What steps did you take to ensure data accuracy?
    The data team was very diligent in ensuring that our data warehouse had accurate data.
    So taking that as the source of truth, we started cleaning the data in all the other platforms that were integrated with our data warehouse — our CRM platform, our attribution analytics platform, etc.

    That’s where we started, looking at all the different integrations and ensuring that the data flows were correct and that we had all the right flows in place. And also validating and cleaning our email database — that helped, having more accurate data.

    3. How do you recommend shifting organizational focus from acquisition to retention within a customer engagement strategy?
    Shifting an organization’s focus from acquisition to retention requires a cultural and strategic shift, emphasizing the immense value that existing customers bring to long-term growth and profitability.
    I would start by quantifying the value of retention, showcasing how retaining customers is significantly more cost-effective than acquiring new ones. Research consistently shows that increasing retention rates by just 5% can boost profits by at least 25 to 95%.
    This data helps make a compelling case to stakeholders about the importance of prioritizing retention.
    Next, I would link retention to core business goals by demonstrating how enhancing customer lifetime value and loyalty can directly drive revenue growth.
    This involves shifting the organization’s focus to retention-specific metrics such as churn rate, repeat purchase rate, and customer LTV. These metrics provide actionable insights into customer behaviors and highlight the financial impact of retention initiatives, ensuring alignment with the broader company objectives.

    By framing retention as a driver of sustainable growth, the organization can see it not as a competing priority, but as a complementary strategy to acquisition, ultimately leading to a more balanced and effective customer engagement strategy.

    4. What are the key steps in analyzing a brand’s current Martech stack capabilities to identify gaps and opportunities for improvement?
    Developing a clear understanding of the Martech stack’s current state and ensuring it aligns with a brand’s strategic needs and future goals requires a structured and strategic approach.
    The process begins with defining what success looks like in terms of technology capabilities such as scalability, integration, automation, and data accessibility, and linking these capabilities directly to the brand’s broader business objectives.
    I start by doing an inventory of all tools currently in use, including their purpose, owner, and key functionalities, assessing if these tools are being used to their full potential or if there are features that remain unused, and reviewing how well tools integrate with one another and with our core systems, the data warehouse.
    Also, comparing the capabilities of each tool and results against industry standards and competitor practices and looking for missing functionalities such as personalization, omnichannel orchestration, or advanced analytics, and identifying overlapping tools that could be consolidated to save costs and streamline workflows.
    Finally, review the costs of the current tools against their impact on business outcomes and identify technologies that could reduce costs, increase efficiency, or deliver higher ROI through enhanced capabilities.

    Establish a regular review cycle for the Martech stack to ensure it evolves alongside the business and the technological landscape.

    5. How do you evaluate whether a company’s tech stack can support innovative customer-focused campaigns, and what red flags should marketers look out for?
    I recommend taking a structured approach and first ensure there is seamless integration across all tools to support a unified customer view and data sharing across the different channels.
    Determine if the stack can handle increasing data volumes, larger audiences, and additional channels as the campaigns grow, and check if it supports dynamic content, behavior-based triggers, and advanced segmentation and can process and act on data in real time through emerging technologies like AI/ML predictive analytics to enable marketers to launch responsive and timely campaigns.
    Most importantly, we need to ensure that the stack offers robust reporting tools that provide actionable insights, allowing teams to track performance and optimize campaigns.
    Some of the red flags are: data silos where customer data is fragmented across platforms and not easily accessible or integrated, inability to process or respond to customer behavior in real time, a reliance on manual intervention for tasks like segmentation, data extraction, campaign deployment, and poor scalability.

    If the stack struggles with growing data volumes or expanding to new channels, it won’t support the company’s evolving needs.

    6. What role do hyper-personalization and timely communication play in a successful customer engagement strategy? How do you ensure they’re built into the technology roadmap?
    Hyper-personalization and timely communication are essential components of a successful customer engagement strategy because they create meaningful, relevant, and impactful experiences that deepen the relationship with customers, enhance loyalty, and drive business outcomes.
    Hyper-personalization leverages data to deliver tailored content that resonates with each individual based on their preferences, behavior, or past interactions, and timely communication ensures these personalized interactions occur at the most relevant moments, which ultimately increases their impact.
    Customers are more likely to engage with messages that feel relevant and align with their needs, and real-time triggers such as cart abandonment or post-purchase upsells capitalize on moments when customers are most likely to convert.

    By embedding these capabilities into the roadmap through data integration, AI-driven insights, automation, and continuous optimization, we can deliver impactful, relevant, and timely experiences that foster deeper customer relationships and drive long-term success.

    7. What’s your approach to breaking down the customer engagement technology roadmap into manageable phases? How do you prioritize the initiatives?
    To create a manageable roadmap, we need to divide it into distinct phases, starting with building the foundation by addressing data cleanup, system integrations, and establishing metrics, which lays the groundwork for success.
    Next, we can focus on early wins and quick impact by launching behavior-based campaigns, automating workflows, and improving personalization to drive immediate value.
    Then we can move to optimization and expansion, incorporating predictive analytics, cross-channel orchestration, and refined attribution models to enhance our capabilities.
    Finally, prioritize innovation and scalability, leveraging AI/ML for hyper-personalization, scaling campaigns to new markets, and ensuring the system is equipped for future growth.
    By starting with foundational projects, delivering quick wins, and building towards scalable innovation, we can drive measurable outcomes while maintaining our agility to adapt to evolving needs.

    In terms of prioritizing initiatives effectively, I would focus on projects that deliver the greatest impact on business goals, on customer experience and ROI, while we consider feasibility, urgency, and resource availability.

    In the past, I’ve used frameworks like Impact Effort Matrix to identify the high-impact, low-effort initiatives and ensure that the most critical projects are addressed first.
    8. How do you ensure cross-functional alignment around this roadmap? What processes have worked best for you?
    Ensuring cross-functional alignment requires clear communication, collaborative planning, and shared accountability.
    We need to establish a shared understanding of the roadmap’s purpose and how it ties to the company’s overall goals by clearly articulating the “why” behind the roadmap and how each team can contribute to its success.
    To foster buy-in and ensure the roadmap reflects diverse perspectives and needs, we need to involve all stakeholders early on during the roadmap development and clearly outline each team’s role in executing the roadmap to ensure accountability across the different teams.

    To keep teams informed and aligned, we use meetings such as roadmap kickoff sessions and regular check-ins to share updates, address challenges collaboratively, and celebrate milestones together.

    9. If you were to outline a simple framework for marketers to follow when building a customer engagement technology roadmap, what would it look like?
    A simple framework for marketers to follow when building the roadmap can be summarized in five clear steps: Plan, Audit, Prioritize, Execute, and Refine.
    In one word: PAPER. Here’s how it breaks down.

    Plan: We lay the groundwork for the roadmap by defining the CRM strategy and aligning it with the business goals.
    Audit: We evaluate the current state of our CRM capabilities. We conduct a comprehensive assessment of our tools, our data, the processes, and team workflows to identify any potential gaps.
    Prioritize: initiatives based on impact, feasibility, and ROI potential.
    Execute: by implementing the roadmap in manageable phases.
    Refine: by continuously improving CRM performance and refining the roadmap.

    So the PAPER framework — Plan, Audit, Prioritize, Execute, and Refine — provides a structured, iterative approach allowing marketers to create a scalable and impactful customer engagement strategy.

    10. What are the most common challenges marketers face in creating or executing a customer engagement strategy, and how can they address these effectively?
    The most critical is when the customer data is siloed across different tools and platforms, making it very difficult to get a unified view of the customer. This limits the ability to deliver personalized and consistent experiences.

    The solution is to invest in tools that can centralize data from all touchpoints and ensure seamless integration between different platforms to create a single source of truth.

    Another challenge is the lack of clear metrics and ROI measurement and the inability to connect engagement efforts to tangible business outcomes, making it very hard to justify investment or optimize strategies.
    The solution for that is to define clear KPIs at the outset and use attribution models to link customer interactions to revenue and other key outcomes.
    Overcoming internal silos is another challenge where there is misalignment between teams, which can lead to inconsistent messaging and delayed execution.
    A solution to this is to foster cross-functional collaboration through shared goals, regular communication, and joint planning sessions.
    Besides these, other challenges marketers can face are delivering personalization at scale, keeping up with changing customer expectations, resource and budget constraints, resistance to change, and others.
    While creating and executing a customer engagement strategy can be challenging, these obstacles can be addressed through strategic planning, leveraging the right tools, fostering collaboration, and staying adaptable to customer needs and industry trends.

    By tackling these challenges proactively, marketers can deliver impactful customer-centric strategies that drive long-term success.

    11. What are the top takeaways or lessons that you’ve learned from building customer engagement technology roadmaps that others should keep in mind?
    I would say one of the most important takeaways is to ensure that the roadmap directly supports the company’s broader objectives.
    Whether the focus is on retention, customer lifetime value, or revenue growth, the roadmap must bridge the gap between high-level business goals and actionable initiatives.

    Another important lesson: The roadmap is only as effective as the data and systems it’s built upon.

    I’ve learned the importance of prioritizing foundational elements like data cleanup, integrations, and governance before tackling advanced initiatives like personalization or predictive analytics. Skipping this step can lead to inefficiencies or missed opportunities later on.
    A Customer Engagement Roadmap is a strategic tool that evolves alongside the business and its customers.

    So by aligning with business goals, building a solid foundation, focusing on impact, fostering collaboration, and remaining adaptable, you can create a roadmap that delivers measurable results and meaningful customer experiences.

     

     
    This interview Q&A was hosted with Mirela Cialai, Director of CRM & MarTech at Equinox, for Chapter 7 of The Customer Engagement Book: Adapt or Die.
    Download the PDF or request a physical copy of the book here.
    The post Mirela Cialai Q&A: Customer Engagement Book Interview appeared first on MoEngage.
    #mirela #cialai #qampampa #customer #engagement
    Mirela Cialai Q&A: Customer Engagement Book Interview
    Reading Time: 9 minutes In the ever-evolving landscape of customer engagement, staying ahead of the curve is not just advantageous, it’s essential. That’s why, for Chapter 7 of “The Customer Engagement Book: Adapt or Die,” we sat down with Mirela Cialai, a seasoned expert in CRM and Martech strategies at brands like Equinox. Mirela brings a wealth of knowledge in aligning technology roadmaps with business goals, shifting organizational focuses from acquisition to retention, and leveraging hyper-personalization to drive success. In this interview, Mirela dives deep into building robust customer engagement technology roadmaps. She unveils the “PAPER” framework—Plan, Audit, Prioritize, Execute, Refine—a simple yet effective strategy for marketers. You’ll gain insights into identifying gaps in your Martech stack, ensuring data accuracy, and prioritizing initiatives that deliver the greatest impact and ROI. Whether you’re navigating data silos, striving for cross-functional alignment, or aiming for seamless tech integration, Mirela’s expertise provides practical solutions and actionable takeaways.   Mirela Cialai Q&A Interview 1. How do you define the vision for a customer engagement platform roadmap in alignment with the broader business goals? Can you share any examples of successful visions from your experience? Defining the vision for the roadmap in alignment with the broader business goals involves creating a strategic framework that connects the team’s objectives with the organization’s overarching mission or primary objectives. This could be revenue growth, customer retention, market expansion, or operational efficiency. We then break down these goals into actionable areas where the team can contribute, such as improving engagement, increasing lifetime value, or driving acquisition. We articulate how the team will support business goals by defining the KPIs that link CRM outcomes — the team’s outcomes — to business goals. In a previous role, the CRM team I was leading faced significant challenges due to the lack of attribution capabilities and a reliance on surface-level metrics such as open rates and click-through rates to measure performance. This approach made it difficult to quantify the impact of our efforts on broader business objectives such as revenue growth. Recognizing this gap, I worked on defining a vision for the CRM team to address these shortcomings. Our vision was to drive measurable growth through enhanced data accuracy and improved attribution capabilities, which allowed us to deliver targeted, data-driven, and personalized customer experiences. To bring this vision to life, I developed a roadmap that focused on first improving data accuracy, building our attribution capabilities, and delivering personalization at scale. By aligning the vision with these strategic priorities, we were able to demonstrate the tangible impact of our efforts on the key business goals. 2. What steps did you take to ensure data accuracy? The data team was very diligent in ensuring that our data warehouse had accurate data. So taking that as the source of truth, we started cleaning the data in all the other platforms that were integrated with our data warehouse — our CRM platform, our attribution analytics platform, etc. That’s where we started, looking at all the different integrations and ensuring that the data flows were correct and that we had all the right flows in place. And also validating and cleaning our email database — that helped, having more accurate data. 3. How do you recommend shifting organizational focus from acquisition to retention within a customer engagement strategy? Shifting an organization’s focus from acquisition to retention requires a cultural and strategic shift, emphasizing the immense value that existing customers bring to long-term growth and profitability. I would start by quantifying the value of retention, showcasing how retaining customers is significantly more cost-effective than acquiring new ones. Research consistently shows that increasing retention rates by just 5% can boost profits by at least 25 to 95%. This data helps make a compelling case to stakeholders about the importance of prioritizing retention. Next, I would link retention to core business goals by demonstrating how enhancing customer lifetime value and loyalty can directly drive revenue growth. This involves shifting the organization’s focus to retention-specific metrics such as churn rate, repeat purchase rate, and customer LTV. These metrics provide actionable insights into customer behaviors and highlight the financial impact of retention initiatives, ensuring alignment with the broader company objectives. By framing retention as a driver of sustainable growth, the organization can see it not as a competing priority, but as a complementary strategy to acquisition, ultimately leading to a more balanced and effective customer engagement strategy. 4. What are the key steps in analyzing a brand’s current Martech stack capabilities to identify gaps and opportunities for improvement? Developing a clear understanding of the Martech stack’s current state and ensuring it aligns with a brand’s strategic needs and future goals requires a structured and strategic approach. The process begins with defining what success looks like in terms of technology capabilities such as scalability, integration, automation, and data accessibility, and linking these capabilities directly to the brand’s broader business objectives. I start by doing an inventory of all tools currently in use, including their purpose, owner, and key functionalities, assessing if these tools are being used to their full potential or if there are features that remain unused, and reviewing how well tools integrate with one another and with our core systems, the data warehouse. Also, comparing the capabilities of each tool and results against industry standards and competitor practices and looking for missing functionalities such as personalization, omnichannel orchestration, or advanced analytics, and identifying overlapping tools that could be consolidated to save costs and streamline workflows. Finally, review the costs of the current tools against their impact on business outcomes and identify technologies that could reduce costs, increase efficiency, or deliver higher ROI through enhanced capabilities. Establish a regular review cycle for the Martech stack to ensure it evolves alongside the business and the technological landscape. 5. How do you evaluate whether a company’s tech stack can support innovative customer-focused campaigns, and what red flags should marketers look out for? I recommend taking a structured approach and first ensure there is seamless integration across all tools to support a unified customer view and data sharing across the different channels. Determine if the stack can handle increasing data volumes, larger audiences, and additional channels as the campaigns grow, and check if it supports dynamic content, behavior-based triggers, and advanced segmentation and can process and act on data in real time through emerging technologies like AI/ML predictive analytics to enable marketers to launch responsive and timely campaigns. Most importantly, we need to ensure that the stack offers robust reporting tools that provide actionable insights, allowing teams to track performance and optimize campaigns. Some of the red flags are: data silos where customer data is fragmented across platforms and not easily accessible or integrated, inability to process or respond to customer behavior in real time, a reliance on manual intervention for tasks like segmentation, data extraction, campaign deployment, and poor scalability. If the stack struggles with growing data volumes or expanding to new channels, it won’t support the company’s evolving needs. 6. What role do hyper-personalization and timely communication play in a successful customer engagement strategy? How do you ensure they’re built into the technology roadmap? Hyper-personalization and timely communication are essential components of a successful customer engagement strategy because they create meaningful, relevant, and impactful experiences that deepen the relationship with customers, enhance loyalty, and drive business outcomes. Hyper-personalization leverages data to deliver tailored content that resonates with each individual based on their preferences, behavior, or past interactions, and timely communication ensures these personalized interactions occur at the most relevant moments, which ultimately increases their impact. Customers are more likely to engage with messages that feel relevant and align with their needs, and real-time triggers such as cart abandonment or post-purchase upsells capitalize on moments when customers are most likely to convert. By embedding these capabilities into the roadmap through data integration, AI-driven insights, automation, and continuous optimization, we can deliver impactful, relevant, and timely experiences that foster deeper customer relationships and drive long-term success. 7. What’s your approach to breaking down the customer engagement technology roadmap into manageable phases? How do you prioritize the initiatives? To create a manageable roadmap, we need to divide it into distinct phases, starting with building the foundation by addressing data cleanup, system integrations, and establishing metrics, which lays the groundwork for success. Next, we can focus on early wins and quick impact by launching behavior-based campaigns, automating workflows, and improving personalization to drive immediate value. Then we can move to optimization and expansion, incorporating predictive analytics, cross-channel orchestration, and refined attribution models to enhance our capabilities. Finally, prioritize innovation and scalability, leveraging AI/ML for hyper-personalization, scaling campaigns to new markets, and ensuring the system is equipped for future growth. By starting with foundational projects, delivering quick wins, and building towards scalable innovation, we can drive measurable outcomes while maintaining our agility to adapt to evolving needs. In terms of prioritizing initiatives effectively, I would focus on projects that deliver the greatest impact on business goals, on customer experience and ROI, while we consider feasibility, urgency, and resource availability. In the past, I’ve used frameworks like Impact Effort Matrix to identify the high-impact, low-effort initiatives and ensure that the most critical projects are addressed first. 8. How do you ensure cross-functional alignment around this roadmap? What processes have worked best for you? Ensuring cross-functional alignment requires clear communication, collaborative planning, and shared accountability. We need to establish a shared understanding of the roadmap’s purpose and how it ties to the company’s overall goals by clearly articulating the “why” behind the roadmap and how each team can contribute to its success. To foster buy-in and ensure the roadmap reflects diverse perspectives and needs, we need to involve all stakeholders early on during the roadmap development and clearly outline each team’s role in executing the roadmap to ensure accountability across the different teams. To keep teams informed and aligned, we use meetings such as roadmap kickoff sessions and regular check-ins to share updates, address challenges collaboratively, and celebrate milestones together. 9. If you were to outline a simple framework for marketers to follow when building a customer engagement technology roadmap, what would it look like? A simple framework for marketers to follow when building the roadmap can be summarized in five clear steps: Plan, Audit, Prioritize, Execute, and Refine. In one word: PAPER. Here’s how it breaks down. Plan: We lay the groundwork for the roadmap by defining the CRM strategy and aligning it with the business goals. Audit: We evaluate the current state of our CRM capabilities. We conduct a comprehensive assessment of our tools, our data, the processes, and team workflows to identify any potential gaps. Prioritize: initiatives based on impact, feasibility, and ROI potential. Execute: by implementing the roadmap in manageable phases. Refine: by continuously improving CRM performance and refining the roadmap. So the PAPER framework — Plan, Audit, Prioritize, Execute, and Refine — provides a structured, iterative approach allowing marketers to create a scalable and impactful customer engagement strategy. 10. What are the most common challenges marketers face in creating or executing a customer engagement strategy, and how can they address these effectively? The most critical is when the customer data is siloed across different tools and platforms, making it very difficult to get a unified view of the customer. This limits the ability to deliver personalized and consistent experiences. The solution is to invest in tools that can centralize data from all touchpoints and ensure seamless integration between different platforms to create a single source of truth. Another challenge is the lack of clear metrics and ROI measurement and the inability to connect engagement efforts to tangible business outcomes, making it very hard to justify investment or optimize strategies. The solution for that is to define clear KPIs at the outset and use attribution models to link customer interactions to revenue and other key outcomes. Overcoming internal silos is another challenge where there is misalignment between teams, which can lead to inconsistent messaging and delayed execution. A solution to this is to foster cross-functional collaboration through shared goals, regular communication, and joint planning sessions. Besides these, other challenges marketers can face are delivering personalization at scale, keeping up with changing customer expectations, resource and budget constraints, resistance to change, and others. While creating and executing a customer engagement strategy can be challenging, these obstacles can be addressed through strategic planning, leveraging the right tools, fostering collaboration, and staying adaptable to customer needs and industry trends. By tackling these challenges proactively, marketers can deliver impactful customer-centric strategies that drive long-term success. 11. What are the top takeaways or lessons that you’ve learned from building customer engagement technology roadmaps that others should keep in mind? I would say one of the most important takeaways is to ensure that the roadmap directly supports the company’s broader objectives. Whether the focus is on retention, customer lifetime value, or revenue growth, the roadmap must bridge the gap between high-level business goals and actionable initiatives. Another important lesson: The roadmap is only as effective as the data and systems it’s built upon. I’ve learned the importance of prioritizing foundational elements like data cleanup, integrations, and governance before tackling advanced initiatives like personalization or predictive analytics. Skipping this step can lead to inefficiencies or missed opportunities later on. A Customer Engagement Roadmap is a strategic tool that evolves alongside the business and its customers. So by aligning with business goals, building a solid foundation, focusing on impact, fostering collaboration, and remaining adaptable, you can create a roadmap that delivers measurable results and meaningful customer experiences.     This interview Q&A was hosted with Mirela Cialai, Director of CRM & MarTech at Equinox, for Chapter 7 of The Customer Engagement Book: Adapt or Die. Download the PDF or request a physical copy of the book here. The post Mirela Cialai Q&A: Customer Engagement Book Interview appeared first on MoEngage. #mirela #cialai #qampampa #customer #engagement
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    Mirela Cialai Q&A: Customer Engagement Book Interview
    Reading Time: 9 minutes In the ever-evolving landscape of customer engagement, staying ahead of the curve is not just advantageous, it’s essential. That’s why, for Chapter 7 of “The Customer Engagement Book: Adapt or Die,” we sat down with Mirela Cialai, a seasoned expert in CRM and Martech strategies at brands like Equinox. Mirela brings a wealth of knowledge in aligning technology roadmaps with business goals, shifting organizational focuses from acquisition to retention, and leveraging hyper-personalization to drive success. In this interview, Mirela dives deep into building robust customer engagement technology roadmaps. She unveils the “PAPER” framework—Plan, Audit, Prioritize, Execute, Refine—a simple yet effective strategy for marketers. You’ll gain insights into identifying gaps in your Martech stack, ensuring data accuracy, and prioritizing initiatives that deliver the greatest impact and ROI. Whether you’re navigating data silos, striving for cross-functional alignment, or aiming for seamless tech integration, Mirela’s expertise provides practical solutions and actionable takeaways.   Mirela Cialai Q&A Interview 1. How do you define the vision for a customer engagement platform roadmap in alignment with the broader business goals? Can you share any examples of successful visions from your experience? Defining the vision for the roadmap in alignment with the broader business goals involves creating a strategic framework that connects the team’s objectives with the organization’s overarching mission or primary objectives. This could be revenue growth, customer retention, market expansion, or operational efficiency. We then break down these goals into actionable areas where the team can contribute, such as improving engagement, increasing lifetime value, or driving acquisition. We articulate how the team will support business goals by defining the KPIs that link CRM outcomes — the team’s outcomes — to business goals. In a previous role, the CRM team I was leading faced significant challenges due to the lack of attribution capabilities and a reliance on surface-level metrics such as open rates and click-through rates to measure performance. This approach made it difficult to quantify the impact of our efforts on broader business objectives such as revenue growth. Recognizing this gap, I worked on defining a vision for the CRM team to address these shortcomings. Our vision was to drive measurable growth through enhanced data accuracy and improved attribution capabilities, which allowed us to deliver targeted, data-driven, and personalized customer experiences. To bring this vision to life, I developed a roadmap that focused on first improving data accuracy, building our attribution capabilities, and delivering personalization at scale. By aligning the vision with these strategic priorities, we were able to demonstrate the tangible impact of our efforts on the key business goals. 2. What steps did you take to ensure data accuracy? The data team was very diligent in ensuring that our data warehouse had accurate data. So taking that as the source of truth, we started cleaning the data in all the other platforms that were integrated with our data warehouse — our CRM platform, our attribution analytics platform, etc. That’s where we started, looking at all the different integrations and ensuring that the data flows were correct and that we had all the right flows in place. And also validating and cleaning our email database — that helped, having more accurate data. 3. How do you recommend shifting organizational focus from acquisition to retention within a customer engagement strategy? Shifting an organization’s focus from acquisition to retention requires a cultural and strategic shift, emphasizing the immense value that existing customers bring to long-term growth and profitability. I would start by quantifying the value of retention, showcasing how retaining customers is significantly more cost-effective than acquiring new ones. Research consistently shows that increasing retention rates by just 5% can boost profits by at least 25 to 95%. This data helps make a compelling case to stakeholders about the importance of prioritizing retention. Next, I would link retention to core business goals by demonstrating how enhancing customer lifetime value and loyalty can directly drive revenue growth. This involves shifting the organization’s focus to retention-specific metrics such as churn rate, repeat purchase rate, and customer LTV. These metrics provide actionable insights into customer behaviors and highlight the financial impact of retention initiatives, ensuring alignment with the broader company objectives. By framing retention as a driver of sustainable growth, the organization can see it not as a competing priority, but as a complementary strategy to acquisition, ultimately leading to a more balanced and effective customer engagement strategy. 4. What are the key steps in analyzing a brand’s current Martech stack capabilities to identify gaps and opportunities for improvement? Developing a clear understanding of the Martech stack’s current state and ensuring it aligns with a brand’s strategic needs and future goals requires a structured and strategic approach. The process begins with defining what success looks like in terms of technology capabilities such as scalability, integration, automation, and data accessibility, and linking these capabilities directly to the brand’s broader business objectives. I start by doing an inventory of all tools currently in use, including their purpose, owner, and key functionalities, assessing if these tools are being used to their full potential or if there are features that remain unused, and reviewing how well tools integrate with one another and with our core systems, the data warehouse. Also, comparing the capabilities of each tool and results against industry standards and competitor practices and looking for missing functionalities such as personalization, omnichannel orchestration, or advanced analytics, and identifying overlapping tools that could be consolidated to save costs and streamline workflows. Finally, review the costs of the current tools against their impact on business outcomes and identify technologies that could reduce costs, increase efficiency, or deliver higher ROI through enhanced capabilities. Establish a regular review cycle for the Martech stack to ensure it evolves alongside the business and the technological landscape. 5. How do you evaluate whether a company’s tech stack can support innovative customer-focused campaigns, and what red flags should marketers look out for? I recommend taking a structured approach and first ensure there is seamless integration across all tools to support a unified customer view and data sharing across the different channels. Determine if the stack can handle increasing data volumes, larger audiences, and additional channels as the campaigns grow, and check if it supports dynamic content, behavior-based triggers, and advanced segmentation and can process and act on data in real time through emerging technologies like AI/ML predictive analytics to enable marketers to launch responsive and timely campaigns. Most importantly, we need to ensure that the stack offers robust reporting tools that provide actionable insights, allowing teams to track performance and optimize campaigns. Some of the red flags are: data silos where customer data is fragmented across platforms and not easily accessible or integrated, inability to process or respond to customer behavior in real time, a reliance on manual intervention for tasks like segmentation, data extraction, campaign deployment, and poor scalability. If the stack struggles with growing data volumes or expanding to new channels, it won’t support the company’s evolving needs. 6. What role do hyper-personalization and timely communication play in a successful customer engagement strategy? How do you ensure they’re built into the technology roadmap? Hyper-personalization and timely communication are essential components of a successful customer engagement strategy because they create meaningful, relevant, and impactful experiences that deepen the relationship with customers, enhance loyalty, and drive business outcomes. Hyper-personalization leverages data to deliver tailored content that resonates with each individual based on their preferences, behavior, or past interactions, and timely communication ensures these personalized interactions occur at the most relevant moments, which ultimately increases their impact. Customers are more likely to engage with messages that feel relevant and align with their needs, and real-time triggers such as cart abandonment or post-purchase upsells capitalize on moments when customers are most likely to convert. By embedding these capabilities into the roadmap through data integration, AI-driven insights, automation, and continuous optimization, we can deliver impactful, relevant, and timely experiences that foster deeper customer relationships and drive long-term success. 7. What’s your approach to breaking down the customer engagement technology roadmap into manageable phases? How do you prioritize the initiatives? To create a manageable roadmap, we need to divide it into distinct phases, starting with building the foundation by addressing data cleanup, system integrations, and establishing metrics, which lays the groundwork for success. Next, we can focus on early wins and quick impact by launching behavior-based campaigns, automating workflows, and improving personalization to drive immediate value. Then we can move to optimization and expansion, incorporating predictive analytics, cross-channel orchestration, and refined attribution models to enhance our capabilities. Finally, prioritize innovation and scalability, leveraging AI/ML for hyper-personalization, scaling campaigns to new markets, and ensuring the system is equipped for future growth. By starting with foundational projects, delivering quick wins, and building towards scalable innovation, we can drive measurable outcomes while maintaining our agility to adapt to evolving needs. In terms of prioritizing initiatives effectively, I would focus on projects that deliver the greatest impact on business goals, on customer experience and ROI, while we consider feasibility, urgency, and resource availability. In the past, I’ve used frameworks like Impact Effort Matrix to identify the high-impact, low-effort initiatives and ensure that the most critical projects are addressed first. 8. How do you ensure cross-functional alignment around this roadmap? What processes have worked best for you? Ensuring cross-functional alignment requires clear communication, collaborative planning, and shared accountability. We need to establish a shared understanding of the roadmap’s purpose and how it ties to the company’s overall goals by clearly articulating the “why” behind the roadmap and how each team can contribute to its success. To foster buy-in and ensure the roadmap reflects diverse perspectives and needs, we need to involve all stakeholders early on during the roadmap development and clearly outline each team’s role in executing the roadmap to ensure accountability across the different teams. To keep teams informed and aligned, we use meetings such as roadmap kickoff sessions and regular check-ins to share updates, address challenges collaboratively, and celebrate milestones together. 9. If you were to outline a simple framework for marketers to follow when building a customer engagement technology roadmap, what would it look like? A simple framework for marketers to follow when building the roadmap can be summarized in five clear steps: Plan, Audit, Prioritize, Execute, and Refine. In one word: PAPER. Here’s how it breaks down. Plan: We lay the groundwork for the roadmap by defining the CRM strategy and aligning it with the business goals. Audit: We evaluate the current state of our CRM capabilities. We conduct a comprehensive assessment of our tools, our data, the processes, and team workflows to identify any potential gaps. Prioritize: initiatives based on impact, feasibility, and ROI potential. Execute: by implementing the roadmap in manageable phases. Refine: by continuously improving CRM performance and refining the roadmap. So the PAPER framework — Plan, Audit, Prioritize, Execute, and Refine — provides a structured, iterative approach allowing marketers to create a scalable and impactful customer engagement strategy. 10. What are the most common challenges marketers face in creating or executing a customer engagement strategy, and how can they address these effectively? The most critical is when the customer data is siloed across different tools and platforms, making it very difficult to get a unified view of the customer. This limits the ability to deliver personalized and consistent experiences. The solution is to invest in tools that can centralize data from all touchpoints and ensure seamless integration between different platforms to create a single source of truth. Another challenge is the lack of clear metrics and ROI measurement and the inability to connect engagement efforts to tangible business outcomes, making it very hard to justify investment or optimize strategies. The solution for that is to define clear KPIs at the outset and use attribution models to link customer interactions to revenue and other key outcomes. Overcoming internal silos is another challenge where there is misalignment between teams, which can lead to inconsistent messaging and delayed execution. A solution to this is to foster cross-functional collaboration through shared goals, regular communication, and joint planning sessions. Besides these, other challenges marketers can face are delivering personalization at scale, keeping up with changing customer expectations, resource and budget constraints, resistance to change, and others. While creating and executing a customer engagement strategy can be challenging, these obstacles can be addressed through strategic planning, leveraging the right tools, fostering collaboration, and staying adaptable to customer needs and industry trends. By tackling these challenges proactively, marketers can deliver impactful customer-centric strategies that drive long-term success. 11. What are the top takeaways or lessons that you’ve learned from building customer engagement technology roadmaps that others should keep in mind? I would say one of the most important takeaways is to ensure that the roadmap directly supports the company’s broader objectives. Whether the focus is on retention, customer lifetime value, or revenue growth, the roadmap must bridge the gap between high-level business goals and actionable initiatives. Another important lesson: The roadmap is only as effective as the data and systems it’s built upon. I’ve learned the importance of prioritizing foundational elements like data cleanup, integrations, and governance before tackling advanced initiatives like personalization or predictive analytics. Skipping this step can lead to inefficiencies or missed opportunities later on. A Customer Engagement Roadmap is a strategic tool that evolves alongside the business and its customers. So by aligning with business goals, building a solid foundation, focusing on impact, fostering collaboration, and remaining adaptable, you can create a roadmap that delivers measurable results and meaningful customer experiences.     This interview Q&A was hosted with Mirela Cialai, Director of CRM & MarTech at Equinox, for Chapter 7 of The Customer Engagement Book: Adapt or Die. Download the PDF or request a physical copy of the book here. The post Mirela Cialai Q&A: Customer Engagement Book Interview appeared first on MoEngage.
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