• EN.WIKIPEDIA.ORG
    Wikipedia picture of the day for January 13
    The fork-tailed flycatcher (Tyrannus savana) is a bird in the family Tyrannidae, the tyrant flycatchers. Named after their distinguishably long, forked tails, particularly in males, fork-tailed flycatchers are seen in shrubland, savanna, lightly forested and grassland areas, from southern Mexico south to Argentina. They tend to build their cup nests in similar habitats to their hunting grounds (riparian forests and grasslands). Males perform aerial courtship displays to impress females involving swirling somersaults, twists, and flips, all partnered with their buzzing calls. These courtship displays utilise the long tail feathers. This male fork-tailed flycatcher of the subspecies T.s.monachus was photographed in Cayo District, Belize, demonstrating its characteristic forked tail while in flight.Photograph credit: Charles J. SharpRecently featured: John Henry TurpinTocopilla railwayColias croceusArchiveMore featured pictures
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  • EN.WIKIPEDIA.ORG
    On this day: January 13
    January 13: Eugenio Mara de Hostos's birthday in Puerto Rico (2025); Saint Knut's Day in Finland and SwedenWilliam Price1884 Welsh physician William Price (pictured) was arrested for attempting to cremate his deceased infant son; this eventually led to the passing of the Cremation Act 1902 by Parliament.1953 Nine Moscow doctors were accused of a plot to poison members of the Soviet political and military leadership.1968 American singer Johnny Cash recorded his landmark album At Folsom Prison live at Folsom State Prison in California.1972 Ghanaian military officer Ignatius Kutu Acheampong led a coup to overthrow Prime Minister Kofi Abrefa Busia and President Edward Akufo-Addo.2000 Steve Ballmer replaced Bill Gates as the chief executive officer of Microsoft.Edmund Spenser (d.1599)Art Ross (b.1885or1886)Michael Bond (b.1926)Claudia Emerson (b.1957)More anniversaries: January 12January 13January 14ArchiveBy emailList of days of the yearAbout
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  • WWW.MARKTECHPOST.COM
    What are Small Language Models (SLMs)?
    Large language models (LLMs) like GPT-4, PaLM, Bard, and Copilot have made a huge impact in natural language processing (NLP). They can generate text, solve problems, and carry out conversations with remarkable accuracy. However, they also come with significant challenges. These models require vast computational resources, making them expensive to train and deploy. This excludes smaller businesses and individual developers from fully benefiting. Additionally, their energy consumption raises environmental concerns. The dependency on advanced infrastructure further limits their accessibility, creating a gap between well-funded organizations and others trying to innovate.What are Small Language Models (SLMs)?Small Language Models (SLMs) are a more practical and efficient alternative to LLMs. These models are smaller in size, with millions to a few billion parameters, compared to the hundreds of billions found in larger models. SLMs focus on specific tasks, providing a balance between performance and resource consumption. Their design makes them accessible and cost-effective, offering organizations an opportunity to harness NLP without the heavy demands of LLMs. You can explore more details in IBMs analysis.Technical Details and BenefitsSLMs use techniques like model compression, knowledge distillation, and transfer learning to achieve their efficiency. Model compression involves reducing the size of a model by removing less critical components, while knowledge distillation allows smaller models (students) to learn from larger ones (teachers), capturing essential knowledge in a compact form. Transfer learning further enables SLMs to fine-tune pre-trained models for specific tasks, cutting down on resource and data requirements.Why Consider SLMs?Cost Efficiency: Lower computational needs mean reduced operational costs, making SLMs ideal for smaller budgets.Energy Savings: By consuming less energy, SLMs align with the push for environmentally friendly AI.Accessibility: They make advanced NLP capabilities available to smaller organizations and individuals.Focus: Tailored for specific tasks, SLMs often outperform larger models in specialized use cases.Examples of SLMsLlama 3 8B(Meta)Qwen2: 0.5B, 1B, and 7B (Alibaba)Gemma 2 9B(Google)Gemma 2B and 7B(Google)Mistral 7B(Mistral AI)Gemini Nano 1.8B and 3.25B(Google)OpenELM 270M, 450M, 1B, and 3B(Apple)Phi-4 (Microsoft)and many more..Results, Data, and InsightsSLMs have demonstrated their value across a range of applications. In customer service, for instance, platforms powered by SLMslike those from Aiseraare delivering faster, cost-effective responses. According to an DataCamp article, SLMs achieve up to 90% of the performance of LLMs in tasks such as text classification and sentiment analysis while using half the resources.In healthcare, SLMs fine-tuned on medical datasets have been particularly effective in identifying conditions from patient records. A Medium article by Nagesh Mashette highlights their ability to streamline document summarization in industries like law and finance, cutting down processing times significantly.SLMs also excel in cybersecurity. According to Splunks case studies, theyve been used for log analysis, providing real-time insights with minimal latency. ConclusionSmall Language Models are proving to be an efficient and accessible alternative to their larger counterparts. They address many challenges posed by LLMs by being resource-efficient, environmentally sustainable, and task-focused. Techniques like model compression and transfer learning ensure that these smaller models retain their effectiveness across a range of applications, from customer support to healthcare and cybersecurity. As Zapiers blog suggests, the future of AI may well lie in optimizing smaller models rather than always aiming for bigger ones. SLMs show that innovation doesnt have to come with massive infrastructureit can come from doing more with less.Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our65k+ ML SubReddit. FREE UPCOMING AI WEBINAR (JAN 15, 2025): Boost LLM Accuracy with Synthetic Data and Evaluation IntelligenceJoin this webinar to gain actionable insights into boosting LLM model performance and accuracy while safeguarding data privacy.The post What are Small Language Models (SLMs)? appeared first on MarkTechPost.
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  • WWW.MARKTECHPOST.COM
    Sa2VA: A Unified AI Framework for Dense Grounded Video and Image Understanding through SAM-2 and LLaVA Integration
    Multi-modal Large Language Models (MLLMs) have revolutionized various image and video-related tasks, including visual question answering, narrative generation, and interactive editing. A critical challenge in this field is achieving fine-grained video content understanding, which involves pixel-level segmentation, tracking with language descriptions, and performing visual question answering on specific video prompts. While state-of-the-art video perception models excel at tasks like segmentation and tracking, they lack open-ended language understanding and conversation capabilities. Moreover, video MLLMs demonstrate strong performance in video comprehension, and question answering but fall short in handling perception tasks and visual prompts.Existing attempts to address video understanding challenges have followed two main approaches: MLLMs and Referring Segmentation systems. MLLMs initially focused on developing improved multi-modal fusion methods and feature extractors, eventually evolving towards instruction tuning on LLMs with frameworks like LLaVA. Recent developments have attempted to unify image, video, and multi-image analysis in single frameworks, such as LLaVA-OneVision. In parallel, Referring Segmentation systems have progressed from basic fusion modules to transformer-based methods, that integrate segmentation and tracking inside videos. However, these solutions lack comprehensive integration of perception and language understanding capabilities.Researchers from UC Merced, Bytedance Seed, Wuhan University, and Peking University have proposed Sa2VA, a groundbreaking unified model designed for a dense grounded understanding of images and videos. The model differentiates itself by supporting a comprehensive range of image and video tasks through minimal one-shot instruction tuning, overcoming the limitations of existing multi-modal large language models. Sa2VAs innovative approach integrates SAM-2, with LLaVA, unifying text, image, and video into a shared LLM token space. The researchers have also introduced Ref-SAV, an extensive auto-labeled dataset containing over 72K object expressions in complex video scenes, with 2K manually validated video objects to ensure robust benchmarking capabilities.Sa2VAs architecture integrates two main components: a LLaVA-like model and SAM-2, connected through a novel decoupled design. The LLaVA-like component consists of a visual encoder processing images and videos, a visual projection layer, and an LLM for text token prediction. The system employs a unique decoupled approach where SAM-2 operates alongside the pre-trained LLaVA model without direct token exchange, maintaining computational efficiency and enabling plug-and-play functionality with various pre-trained MLLMs. The key innovation lies in the connection mechanism using a special [SEG] token, allowing SAM-2 to generate segmentation masks while enabling gradient backpropagation through the [SEG] token to optimize the MLLMs prompt generation capabilities.The Sa2VA model achieves state-of-the-art results on referring segmentation tasks, with Sa2VA-8B scoring 81.6, 76.2, and 78.9 cIoU on RefCOCO, RefCOCO+, and RefCOCOg respectively, outperforming previous systems like GLaMM-7B. In conversational capabilities, Sa2VA shows strong performance with scores of 2128 on MME, 81.6 on MMbench, and 75.1 on SEED-Bench. The model excels in video benchmarks, surpassing previous state-of-the-art VISA-13B by substantial margins on MeVIS, RefDAVIS17, and ReVOS. Moreover, Sa2VAs performance is noteworthy considering its smaller model size compared to competitors, showing its efficiency and effectiveness across both image and video understanding tasks.In this paper, researchers introduced Sa2VA which represents a significant advancement in multi-modal understanding by successfully integrating SAM-2s video segmentation capabilities with LLaVAs language processing abilities. The frameworks versatility is shown through its ability to handle diverse image and video understanding tasks with minimal one-shot instruction tuning, addressing the long-standing challenge of combining perception and language understanding. Sa2VAs strong performance across multiple benchmarks, from referring segmentation to conversational tasks, validates its effectiveness as a unified solution for a dense, grounded understanding of visual content marking a significant step forward in the multi-modal AI systems field.Check out Twitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our65k+ ML SubReddit. Sajjad Ansari+ postsSajjad Ansari is a final year undergraduate from IIT Kharagpur. As a Tech enthusiast, he delves into the practical applications of AI with a focus on understanding the impact of AI technologies and their real-world implications. He aims to articulate complex AI concepts in a clear and accessible manner. [Recommended Read] Nebius AI Studio expands with vision models, new language models, embeddings and LoRA (Promoted)
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  • WWW.IGN.COM
    Daily Deals: Like a Dragon: Infinite Wealth, Xbox Elite Series 2 Core Controller, Forza Motorsport, and More
    The weekend is officially here, and we've rounded up the best deals you can find! Discover the best deals for Sunday, January 12, below:Save $44 Off This Xbox Elite Series 2 Core Wireless ControllerXbox Elite Core Wireless Controller - RedThis deal from Target on the Xbox Elite Series 2 Core controller is one you can't miss. Widely regarded as one of the best controllers on the market, the Elite Series 2 has so many great features you can use to your advantage. This includes modifying the tension of the thumbsticks, creating custom button profiles, and so much more. The Core version of the Elite Series 2 controller allows for a cheaper price point with less premium outer materials and textures. Additionally, you won't get the paddles or charging dock in the box, so you'll need to buy those separately if you'd like them.Like a Dragon: Infinite Wealth for $24.99Like a Dragon: Infinite Wealth - PlayStation 4Like a Dragon: Infinite Wealth is the latest title in the long-running RPG series. Kiryu Kazama returns following the events of Yakuza: Like a Dragon, uniting with Ichiban Kasuga in a wild adventure you won't forget anytime soon. While you should absolutely try to play through the series in order, Like a Dragon: Infinite Wealth can be played and enjoyed standalone.Anker Zolo Power Bank for $15.99Anker Zolo Portable Charger, 10,000mAh 30W Power Bank with Built-in Lanyard USB-C CableIf you're looking for a compact portable power bank that you can take with you anywhere, this Anker Zolo Power Bank is perfect for you. Holding 10,000mAh, this power bank can charge an iPhone 15 twice all the way through, with up to 30W of power for fast and efficient charging. A USB-C cable is included, built into the device as a lanyard, so you won't need to bring a cord with you to charge up. Forza Motorsport for $30Forza Motorsport Standard Edition Xbox Series X$30.00 at AmazonForza Motorsport offers over 500 cars to choose from, with an incredible attention to detail placed on each. There's no better racing game for Series X, especially for $30. The game has dozens of environments to race through that all offer day & night cycles, with weather even possible as well! Builders Cup, the new career mode, makes for a fun single player experience that can keep you busy for hundreds of hours.Avatar: Frontiers of Pandora for $19.97Avatar: Frontiers of PandoraAvatar: Frontiers of Pandora has hit $19.97 on Amazon, marking a new low. If you've been searching for a new open world adventure, this is a great option. You'll get to experience a full open world with Frontiers of Pandora, exploring and fighting enemies with plenty of Na'vi weapons at your disposal. Metaphor: ReFantazio for $49.99Cyber MondayMetaphor: ReFantazioPS5 and Xbox.Metaphor: ReFantazio is the latest game from Persona 3, 4, and 5 Director Katsura Hashino and the team at Atlus' Studio Zero. In our 9/10 review, we stated, "Refining the Atlus RPG formula of weaving tough turn-based combat into compelling social sim mechanics, Metaphor: ReFantazio doesnt just send a powerful message across its political drama, it becomes a beautiful expression of the real impact storytelling can have on all of us."M2 MacBook Air for $799Apple 2022 MacBook Air Laptop with M2 chipAmazon has this 2022 Apple MacBook Air on sale for $799 this weekend. This model includes the M2 chip, which supports Apple Intelligence, as well as 16GB of RAM, 256GB of SSD storage, and a 13.6-inch display. If you've been holding out on upgrading your MacBook this can be an excellent option. Anker 60,000mAh 192Wh Power Bank for $89.99Anker PowerCore Reserve 60,000mAh Power BankThis massive Anker power bank is a solid option if you need some extra juice on your next road trip or getaway. With a 60,000mAh capacity, you can charge an iPhone 14 Pro Max up to 7.4 times or a MacBook Air 2.9 times. This power bank is made for activities like camping, as it has a built-in light at the top that you can retract up and down. Additionally, you can recharge the device with onboard solar panels, so you can continue to power your devices regardless of how long your trip is.
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  • WWW.CNET.COM
    Best Teeth Whitening Kits in 2025
    Our Picks Best custom fitted whitening kit Smile Brilliant Custom Teeth Whitening Trays View details $149 at Smile Brilliant View details Best whitening kit for sensitive teeth Lumineux Whitening Kit View details $25 at Target View details Best gel and LED whitening kit Auraglow Deluxe Home Teeth Whitening Kit View details $48 at Amazon View details Table of Contents Whether you have discolored teeth or surface stains, there are a variety of products that make it easy to whiten teeth at home -- no dentist appointment needed. If you want to DIY a brighter smile, we've discovered the best comprehensive teeth whitening kits, from strips to mouthwashes. Plus, they're budget-friendly and safe for those with tooth sensitivity.Read more: Best Gifts Available on Amazon: From $10 to $250These kits come packed with strong whitening agents, usually featuring hydrogen peroxide or carbamide peroxide. If that doesn't sound like something you're interested in, there are also gentler options available. With so many choices available, we've found some of the top kits for getting rid of stains and brightening your smile.What is the best teeth whitening kit overall?Teeth whitening strips have been around for a long time, but there are some kits out now that do it a little bit better. From sensitive teeth to longterm whitening, the best teeth whitening kit overall for you will largely depend on your oral health and your needs.Best teeth whitening kits for 2025 Photo Gallery 1/1 $149 at Smile Brilliant Pros Offers a custom fit Good customer service Cons Making your own impressions at home can be tricky Need to be careful not to use too much gel Type Trays and gelRecommended frequency of use When teeth are sensitive, 1-2 hours every other day is recommended. When little to no sensitivity is experienced, as long as 3 hours once daily is recommended.Recommended duration of use A person with average stained teeth and no natural sensitivity will see results in 7-14 applications. For those with sensitivity (who require shorter whitening sessions), it may take more than 14 applications. Ingredients Glycerin, Carbamide Peroxide, Carbomer, Menthol, EDTAPrice $119 $149 at Smile Brilliant Teeth whitening kits aren't exactly what most people would call riveting. I must say I was blown away by the entire Smile Brilliant process and package. I wasn't aware you could get custom-fitted whitening trays anywhere other than a dentist's office, but you can with Smile Brilliant.Wearing these whitening trays is just like wearing a retainer. They fit perfectly to your teeth because they're designed using putty impressions you make of your teeth. The process works like this: You order a kit, Smile Brilliant sends you a putty impression kit, you return the impressions via prepaid packaging and then Smile Brilliant sends your custom-fitted whitening trays within a matter of days.If you mess up during the impression process (which I did; my impressions were evidently a bit shallow), Smile Brilliant will either send you a new impression kit or go ahead with the trays if they think they can make it work. In the latter case, the company will still send an impression kit along with your whitening trays just in case.To use the trays, simply squeeze the carbamide peroxide whitening gel into your upper and lower trays and slip them on. Be careful not to squeeze too much gel, or it may spill over the tops of your trays and get on your gums and tongue. I did this the first time I wore my Smile Brilliant trays and the gel felt pretty tingly. Other than that, I had no problems with these trays, despite my shallow impressions. $25 at Target The whitening kit from Lumineux is not a typical teeth-whitening kit. Instead of hydrogen peroxide gel and an LED mouthpiece, this whitening kit simply includes daily essentials for teeth whitening, which is why it's the best for sensitive teeth -- most people with sensitive teeth can't handle something like hydrogen peroxide and LED lights.This whitening kit includes Lumineux whitening strips, whitening toothpaste and mouthwash, all of which use Lumineux's patented formula containing coconut oil, dead sea salt and citrus oil. For extra white teeth, don't just use these products separately like you normally might. The instructions are explicit: Wear the strips for 30 minutes, brush immediately after for at least one minute and then rinse with the mouthwash for at least one minute.I love this kit because I have sensitive teeth and struggle to get through whitening treatments that involve bleach or hydrogen peroxide.
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  • WWW.CNET.COM
    Best Dog Toys, According to the Experts: Our Dogs
    Our Picks Best ball launcher ChuckIt View details $10 at Amazon View details Best interactive dog toy Outward Hound Dog Tornado Puzzle View details $19 at Amazon View details Best plush toy Wild Knots Bears Durable Dog Toy View details $15 at Chewy View details For the aggressive chewer Kong Extreme Dog Toy View details $15 at Chewy View details Best soft toy Fluff and Tuff Ball View details $14 at Amazon View details Best for mental stimulation Outward Hound Dog Hide N' Slide Puzzle View details $24 at Chewy View details Best fetch toy Aerobie Dogobie Disc View details $17 at Amazon View details Table of Contents With the seemingly endless amount of dog toys available on the internet, it can be difficult to find one that your dog will like. From teething puppies to large dogs, we found the dog toys that will survive rough play while ensuring safety, and we put them to the test with our very own pups.To help parents of pooches, we surveyed current and former CNET staffers who own doggies and compiled a list of the pups' all-time favorite toys. Finding durable toys that can handle endless chewing sessions and spirited play isn't easy, but these selections have proved their worth. The Chuckit is the most popular plaything on the list.Since every dog has unique quirks and preferences, we've included a diverse set of toys. Whether your four-legged friend is a large chewer, a small tugger or anything in between, you're sure to find the perfect toy to keep them busy. Check out our top picks for the best dog toys -- they'll have your pups wagging their tails in delight.Read more: Best Dog Food Delivery for 2024 Best dog toys To be honest, we get a lot of mileage out of gross old tennis balls that Molly finds in the gutter, but the ChuckIt Ultra Balls do much better at withstanding her efforts to rip them to shreds. They also are slobberproof, don't pick up as much mud in the first place and are easy to wash. The only downside is they tend to disappear at dog parks.--Stephen ShanklandIf you have an active dog who likes to chase balls (like my Lab), then the ChuckIt is a must have for your games of fetch. You never have to bend down to pick up or touch a slobbery ball. This piece of inexpensive molded plastic picks up the ball for you and allows you to "throw" it over and over again with a flick of your wrist. --Connie GuglielmoMy pup will play fetch until the cows come home, so this launcher makes it much easier to tolerate long sessions. Not only is it great for those of us with below average throwing skills, but it also means less bending down to grab the ball. Every time I reach for the Chuckit Launcher, my puppy is beyond excited! --Lexy Savvides $19 at Amazon When you have a dog that demands near-constant attention, you'll do anything to keep them busy for a few minutes. I use this puzzle toy for just that. There are three swiveling trays where you can conceal treats, making your dog work for their reward. My pup has to use his snout to spin the trays to reveal the compartments, and I have to hope it keeps his brain sharp because he has to problem-solve to get all of the treats. I have the level two (intermediate) version and I would buy it again in a heartbeat. --Sarah Mitroff $15 at Chewy This toy is durable and covers all of the things that can keep a dog entertained forever. Inside is a rope and a few squeakers to gain and keep their attention, and it usually ends up being the toy my dog cuddles with. --Theodore Liggians
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    Best Resume Writing Services for 2025
    Our Picks Best free resume builder Resume.com View details See at Resume.com View details Best option for your first resume Resume Genius View details See at Resume Genius View details Easiest resume builder to use Indeed Resume Builder View details See at Indeed View details Most affordable paid resume builder CV Engineer View details See at CV Engineer View details Best free iOS resume builder Resume Star 2: Pro CV Designer View details See at Resume Star 2: Pro CV Designer View details Best free Android resume writing service Intelligent CV Resume Builder App View details See at Intelligent CV View details Best range of professional tools VisualCV View details See at VisualCV View details A premium option for a tailored resume Resume Spice View details See at ResumeSpice View details A 60-day interview guarantee ResumeWriters.com View details See at ResumeWriters.com View details A fast pass through HR screening software ZipJob View details See at Zipjob View details An executive resume solution Find My Profession View details See at Find My Profession View details Table of Contents We've written resumes before, but that doesn't mean we're prepared or that we like writing them. Resumes have a way of expanding as you progress throughout your career. Even worse, when you do have the time to sit down and write a new one, excited to go into more detail about your career, your mind goes completely blank. It doesn't help that expectations of what to put on your resume can differ depending on what you're looking for as a career. From choosing the proper format to making your skills and experience stand out, each choice must be carefully considered. And since most of us aren't trained in HR, it's challenging to know what to select for your resume, and what to leave behind.There's also one other hurdle: the rise of AI. The current job market is already unforgiving, and with you having to meet the standards of AI, it's better to look to resume writing services to give yourself an edge and craft something tailored to your industry. More importantly, it'll land you that all important interview.We have researched many resume services to find the best ones for different needs. We focused on the number of customizable templates, the level of support offered, how easy the site is to use, the strength of the privacy policy and pricing. No matter your industry, writing skills or budget, there is a service that can help you create a quality resume without frustration.What's the best resume builder website?The best resume template and builder should give you plenty of options to make your resume just the way you want it. Resume.com is great for this, as it has lots of customization features that work for just about anyone looking for a job. You can upload and tweak an existing resume, choose a template from their collection or let it guide you in creating one from scratch. Plus, Resume.com offers helpful tips throughout the process to make sure you include and optimize everything you need. Once you're happy with how it looks, you can download your resume for free in several formats.Depending on where you are in the job application process, you might find that you need more than just a template. Professional writing services can hook you up with experienced writers and coaches who can help you create and polish your resume, LinkedIn profile, cover letter and more. These services provide personalized coaching and extra features, but they can be a bit pricier. We've gathered a variety of options to fit different budgets and needs. Since your resume usually includes your contact info and some personal details, weve also shared what each services privacy policy looks like.Best resume templates and builders of 2025 A well-constructed resume can help you stand out during a job search. Nitchakul Sangpetch/Eye Em/Getty Images Photo Gallery 1/1 See at Resume.com Pros Can create new resume or customize templates Many free features, guidance while writing Integrated with Indeed job search site Cons Difficulty unsubscribing from paid services See at Resume.com Resume.com is a free resume writer offering dozens of templates for creating your resume or cover letter, as well as job boards and career advice. You have the option to upload and edit an existing resume, create a new one or customize one of the sample resumes offered on the site. It's intuitive and easy to use, and it creates a professional-looking final product.When starting from scratch, you'll go section by section, entering your education, employment history, hobbies and interests, professional skills, languages and references. Resume.com provides question prompts and tips for guidance, as well as career-specific examples you can add if you're struggling to find the right words. You can also choose to forgo any of these sections, rearrange sections and add custom ones depending on what you need. As you update and save each section, you can see how it will appear on the page on your resume preview to the right. You can also change the template, font style and size, or spacing at any time and see it update in real-time in the preview.Once you're done, you can download your new resume (in PDF, DocX, RTF or TXT format), create a custom URL or print it out. You also have the option to upload it to Indeed, a job search site that partners with Resume.com. The account you make will work with both Indeed and Resume.com. On the privacy side, the site does collect user information. If you want to delete your account, simply click your profile icon and then Account. Clicking Close My Account deletes your account and your data. If you didn't make an account, you can still choose Delete Guest Data. You can also request your data, and the company will send you an email with what it has collected.
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  • WWW.THEATLANTIC.COM
    The Walmart Effect. New research suggests that the company makes the communities it operates in poorereven taking into account its famous low prices.
    IdeasThe Walmart EffectNew research suggests that the company makes the communities it operates in poorereven taking into account its famous low prices.By Rog KarmaIllustration by Carl GodfreyDecember 24, 2024 Listen1.0x0:0010:42Produced by ElevenLabs and News Over Audio (Noa) using AI narration. Listen to more stories on the Noa app.This article was featured in the One Story to Read Today newsletter. Sign up for it here.No corporation looms as large over the American economy as Walmart. It is both the countrys biggest private employer, known for low pay, and its biggest retailer, known for low prices. In that sense, its dominance represents the triumph of an idea that has guided much of American policy making over the past half century: that cheap consumer prices are the paramount metric of economic health, more important even than low unemployment and high wages. Indeed, Walmarts many defenders argue that the company is a boon to poor and middle-class families, who save thousands of dollars every year shopping there.Two new research papers challenge that view. Using creative new methods, they find that the costs Walmart imposes in the form of not only lower earnings but also higher unemployment in the wider community outweigh the savings it provides for shoppers. On net, they conclude, Walmart makes the places it operates in poorer than they would be if it had never shown up at all. Sometimes consumer prices are an incomplete, even misleading, signal of economic well-being.In the 1990s and early 2000s, before tech giants came to dominate the discourse about corporate power, Walmart was a hot political topic. Documentaries and books proliferated with such titles as Wal-Mart: The High Cost of Low Price and How Walmart Is Destroying America (And the World). The publicity got so bad that Walmart created a war room in 2005 dedicated to improving its image.When the cavalry came, it came from the elite economics profession. In 2005, Jason Furman, who would go on to chair Barack Obamas Council of Economic Advisers, published a paper titled Wal-Mart: A Progressive Success Story. In it, he argued that although Walmart pays its workers relatively low wages, the magnitude of any potential harm is small in comparison with how much it saved them at the grocery store. This became the prevailing view among many economists and policy makers over the next two decades.Fully assessing the impact of an entity as dominant as Walmart, however, is a complicated task. The cost savings for consumers are simple to calculate but dont capture the companys total effect on a community. The arrival of a Walmart ripples through a local economy, causing consumers to change their shopping habits, workers to switch jobs, competitors to shift their strategies, and suppliers to alter their output.Annie Lowrey: How the low minimum wage helps big companiesThe two new working papers use novel methods to isolate Walmarts economic impactand what they find does not look like a progressive success story after all. The first, posted in September by the social scientists Lukas Lehner and Zachary Parolin and the economists Clemente Pignatti and Rafael Pintro Schmitt, draws on a uniquely detailed dataset that tracks a wide range of outcomes for more than 18,000 individuals across the U.S. going back to 1968. These rich data allowed Parolin and his co-authors to create the economics equivalent of a clinical trial for medicine: They matched up two demographically comparable groups of individuals within the dataset and observed what happened when one of those groups was exposed to the treatment (the opening of the Walmart) and the other was not.Their conclusion: In the 10 years after a Walmart Supercenter opened in a given community, the average household in that community experienced a 6 percent decline in yearly incomeequivalent to about $5,000 a year in 2024 dollarscompared with households that didnt have a Walmart open near them. Low-income, young, and less-educated workers suffered the largest losses.In theory, however, those people could still be better off if the money that they saved by shopping at Walmart was greater than the hit to their incomes. According to a 2005 study commissioned by Walmart itself, for example, the store saves households an average of $3,100 a year in 2024 dollars. Many economists think that estimate is generous (which isnt surprising, given who funded the study), but even if it were accurate, Parolin and his co-authors find that the savings would be dwarfed by the lost income. They calculate that poverty increases by about 8 percent in places where a Walmart opens relative to places without one even when factoring in the most optimistic cost-savings scenarios.But their analysis has a potential weakness: It cant account for the possibility that Walmarts are not evenly distributed. The company might, for whatever reason, choose communities according to some hard-to-detect set of factors, such as deindustrialization or de-unionization, that predispose those places to growing poverty in the first place. Thats where the second working paper, posted last December, comes in. In it, the economist Justin Wiltshire compares the economic trajectory of counties where a Walmart did open with counties where Walmart tried to open but failed because of local resistance. In other words, if Walmart is selecting locations based on certain hidden characteristics, these counties all should have them. Still, Wiltshire arrives at similar results: Workers in counties where a Walmart opened experienced a greater decline in earnings than they made up for with cost savings, leaving them worse off overall. Even more interesting, he finds that the losses werent limited to workers in the retail industry; they affected basically every sector from manufacturing to agriculture.Whats going on here? Why would Walmart have such a broadly negative effect on income and wealth? The theory is complex, and goes like this: When Walmart comes to town, it uses its low prices to undercut competitors and become the dominant player in a given area, forcing local mom-and-pop grocers and regional chains to slash their costs or go out of business altogether. As a result, the local farmers, bakers, and manufacturers that once sold their goods to those now-vanished retailers are gradually replaced by Walmarts array of national and international suppliers. (By some estimates, the company has historically sourced 60 to 80 percent of its goods from China alone.) As a result, Wiltshire finds, five years after Walmart enters a given county, total employment falls by about 3 percent, with most of the decline concentrated in goods-producing establishments.From the December 2011 issue: How Walmart is changing ChinaOnce Walmart has become the major employer in town, it ends up with what economists call monopsony power over workers. Just as monopoly describes a company that can afford to charge exorbitant prices because it lacks any real competition, monopsony describes a company that can afford to pay low wages because workers have so few alternatives. This helps explain why Walmart has consistently paid lower wages than its competitors, such as Target and Costco, as well as regional grocers such as Safeway. So much about Walmart contradicts the perfectly competitive market model we teach in Econ 101, Wiltshire told me. Its hard to think of a clearer example of an employer using its power over workers to suppress wages.Walmarts size also gives it power over the producers who supply it with goods. As Stacy Mitchell, a coexecutive director of the Institute for Local Self-Reliance, recently wrote in The Atlantic, Walmart is well known for squeezing its suppliers, who have little choice but to comply for fear of losing their largest customer. Selling to Walmart at such low prices can force local suppliers to lay off workers and pay lower wages to those who remain. They also naturally try to make up for the shortfall by charging their other customers higher prices, setting off a vicious cycle that allows Walmart to entrench its dominance even further.The most direct upshot of the new research is that Walmart isnt the bargain for American communities that it appears to be. (When I reached out to Furman about the new research, he said he wasnt sure what to make of it and suggested I talk with labor economists.) More broadly, the findings call into question the legal and conceptual shift that allowed Walmart and other behemoths to get so huge in the first place. In the late 1970s, antitrust regulators and courts adopted the so-called consumer-welfare standard, which held that the proper benchmark of whether a company had gotten too big or whether a merger would undermine competition was if it would raise consumer prices or reduce sellers output. In other words, the purpose of competition law was redefined as the most stuff possible, as cheaply as possible. But as the new Walmart research suggests, that formula does not always guarantee the maximum welfare for the American consumer.The outgoing Biden administration, with its focus on reviving antitrust, recognized this. Its most recent enforcement guidelines, for example, direct the government to take into account a mergers effect on workers, not just consumers, and the antitrust agencies have included such claims in multiple lawsuits. The question is whether the incoming Trump administration, which has sent mixed messages on corporate consolidation, will follow the same path.Recent history shows the political danger in threatening low consumer prices. The publics reaction to the inflation of the past few years suggests that many Americans would rather be slightly poorer but have price stability than be richer but with more inflation. That will tempt policy makers to prioritize low prices above all else and embrace the companies that offer them. But if Walmarts example reveals anything, it is that, in the long term, low prices can have costs of their own.Support for this project was provided by the William and Flora Hewlett Foundation.
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    UK in-home healthcare provider Cera raises $150M to expand its AI platform
    Around the world, public healthcare systems have struggled to reset post-pandemic, and in particular, the increasingly aged populations in Western countries are putting pressure on services, not least in the UK where NHS in crisis is a regular headline in the media. As a result, private companies, many powered with technology, see a gap in the market. Its with this background thatCera, a proprietary software platform and in-home healthcare provider in the UK, has raised a $150 million in a mixture of debt and equity. The company said the majority of this is debt, but declined to give a split and also demured on its valuation.The round was led by funds affiliated with BDT & MSD Partners and Schroders Capital in order to scale Ceras platform. The company says this is highly AI-driven, with proprietary modelling based on its own data, although it admits to using soma aspects of both Googles Gemini AI platform as well as Microsofts version of ChatGPT.In 2022 Cera raised $320 million (260 million) in an equity and debt financing round, split roughly 50/50.According to CrunchBase it has 14 investors. Recognizable equity investors to date include Earlymarket, Guinness Ventures, DigitalHealth. London Accelerator, and long-time U.K. investor Robin Klein.A spokesperson for Cera added that although this has yet to be reflected in publicly-filed accounts, the company was EBITA-positive in 2023 and became free-cashflow positive in 2024, and is increasingly a self-sustaining business, hence why it could raise this debt round. In an interview with TechCrunch, Dr Ben Maruthappu MBE, Founder & CEO of Cera, said: We are getting to profitability, plus we have very significant stale how were using our technology and AI, and weve expanded into more services in the home.Cera carers use its app to plan their work and log patient symptoms. Using its AI modeling, Cera is then able to take that unstructured data (for example patient had a fall in the night etc) and use it to predict the potential for patients to become subject to a greater risk of illness or injury. The company claims this has resulted in hospitalization reductions of up to 70%, a 20% reduction in patient falls, and hospital discharges that are up to five times faster, it said in a statement.The company has raised more than $407 million to date in a mix of equity and debt.Competitors in the U.K. include Home Instead and Bluebird Care, which use non-proprietary apps to direct their staff. In the US, the closest comparisons to Cera include Signify Health and CVS Health, both of which were acquired by Nasdaq-listed CVS Health. Another is Honor, which has raised $625 million to date.Maruthappu said: Were taking pressure off the NHS and supporting it having more capacity to look after other patients. Weve also expanded into other service lines such as nursing services, physiotherapy, learning disabilities, physical disabilities, and providing mental health services in the home as well. So were a much more comprehensive health care at home provider.He also said the AI-driven aspect of the business was based on the data it collects: The other key advantage is what were doing with technology, more specifically AI Were logging information about patients from those visits on our app thats given us now one of the largest home health care data sets in the world, definitely the largest in Europe, and weve been able to analyze that data set in lots of different ways to build algorithms, algorithms that relate if Someones going to have a fall before they do.We can predict over 80% of falls a week before they happen. Thats statistically significant So we actually reduce falls by over 20% because of our AI algorithm We can also predict around 83% of hospitalizations again a week before they happen reducing hospitalizations by up to 70%, he said. In a statement, Rob Platek, partner and global head of credit at BDT & MSD, said: Cera has achieved strong growth through a demonstrated ability to leverage technology to deliver exceptional care. We believe Cera is well positioned to further scale its business.Cera says it is the U.K.s largest non-NHS healthcare provider, covering about covering about 30 million people with 10,000 carers and nurses and working with with over 150 local governments and two-thirds of NHS Integrated Care Systems.It also claims an independent analysis conducted by U.K. consultancy Faculty found Ceras AI-led home healthcare model saves the U.K. healthcare system 1 million a day.Cera is obviously keen to avoid the tarnish of healthcare startups such as Babylon Health, admittedly a very different business, which went bankrupt and was sold for parts after attempting to do healthcare via a mere chatbot. Topics
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