'We never could've imagined the incredible heights this game would reach when it launched five years ago.'

marque personnelle, branding personnel, identité, réputation en ligne, exemples de marques personnelles, conseils de branding ## Introduction Dans un monde où chaque interaction compte, la marque personnelle devient essentielle. Elle est bien plus qu'un simple logo ou un slogan accrocheur ; elle est l'empreinte que nous laissons dans l'esprit des autres. Cette empreinte, souvent invisible...

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Keyword bidding involves setting how much you’re willing to pay to reach a certain goal in Google Ads.

Take the Speakers, Headphones, and Earphones SurveyTake other PCMag surveys. Each completed survey is a chance to win a $250 Amazon gift card. OFFICIAL SWEEPSTAKES RULESNO PURCHASE NECESSARY TO ENTER OR WIN. A PURCHASE WILL NOT INCREASE YOUR CHANCES OF WINNING. VOID WHERE PROHIBITED. Readers' Choice Sweepstakes (the "Sweepstakes") is governed by these official rules (the "Sweepstakes Rules"). The Sweepstakes begins on May 9, 2025, at 12:00 AM ET and ends on July 27, 2025, at 11:59 PM ET (the "Sweepstakes Period").SPONSOR: Ziff Davis, LLC, with an address of 360 Park Ave South, Floor 17, New York, NY 10010 (the "Sponsor").ELIGIBILITY: This Sweepstakes is open to individuals who are eighteen (18) years of age or older at the time of entry who are legal residents of the fifty (50) United States of America or the District of Columbia. By entering the Sweepstakes as described in these Sweepstakes Rules, entrants represent and warrant that they are complying with these Sweepstakes Rules (including, without limitation, all eligibility requirements), and that they agree to abide by and be bound by all the rules and terms and conditions stated herein and all decisions of Sponsor, which shall be final and binding.All previous winners of any sweepstakes sponsored by Sponsor during the nine (9) month period prior to the Selection Date are not eligible to enter. Any individuals (including, but not limited to, employees, consultants, independent contractors and interns) who have, within the past six (6) months, held employment with or performed services for Sponsor or any organizations affiliated with the sponsorship, fulfillment, administration, prize support, advertisement or promotion of the Sweepstakes ("Employees") are not eligible to enter or win. Immediate Family Members and Household Members are also not eligible to enter or win. "Immediate Family Members" means parents, step-parents, legal guardians, children, step-children, siblings, step-siblings, or spouses of an Employee. "Household Members" means those individuals who share the same residence with an Employee at least three (3) months a year.HOW TO ENTER: There are two methods to enter the Sweepstakes: (1) fill out the online survey, or (2) enter by mail.1. Survey Entry: To enter the Sweepstakes through the online survey, go to the survey page and complete the current survey during the Sweepstakes Period.2. Mail Entry: To enter the Sweepstakes by mail, on a 3" x 5" card, print your first and last name, street address, city, state, zip code, phone number, and email address. Mail your completed entry to:Readers' Choice Sweepstakes - Audio 2025c/o E. Griffith 624 Elm St. Ext.Ithaca, NY 14850-8786Mail Entries must be postmarked by July 28, 2025, and received by Aug. 4, 2025.Only one (1) entry per person is permitted, regardless of the entry method used. Subsequent attempts made by the same individual to submit multiple entries may result in the disqualification of the entrant.Only contributions submitted during the Sweepstakes Period will be eligible for entry into the Sweepstakes. No other methods of entry will be accepted. All entries become the property of Sponsor and will not be returned. Entries are limited to individuals only; commercial enterprises and business entities are not eligible. Use of a false account will disqualify an entry. Sponsor is not responsible for entries not received due to difficulty accessing the internet, service outage or delays, computer difficulties, and other technological problems.Entries are subject to any applicable restrictions or eligibility requirements listed herein. Entries will be deemed to have been made by the authorized account holder of the email or telephone phone number submitted at the time of entry and qualification. Multiple participants are not permitted to share the same email address. Should multiple users of the same e-mail account or mobile phone number, as applicable, enter the Sweepstakes and a dispute thereafter arises regarding the identity of the entrant, the Authorized Account Holder of said e-mail account or mobile phone account at the time of entry will be considered the entrant. "Authorized Account Holder" is defined as the natural person who is assigned an e-mail address or mobile phone number by an Internet access provider, online service provider, telephone service provider or other organization that is responsible for assigned e-mail addresses, phone numbers or the domain associated with the submitted e-mail address. Proof of submission of an entry shall not be deemed proof of receipt by the website administrator for online entries. When applicable, the website administrator's computer will be deemed the official time-keeping device for the Sweepstakes promotion. Entries will be disqualified if found to be incomplete and/or if Sponsor determines, in its sole discretion, that multiple entries were submitted by the same entrant in violation of the Sweepstakes Rules.Entries that are late, lost, stolen, mutilated, tampered with, illegible, incomplete, mechanically reproduced, inaccurate, postage-due, forged, irregular in any way or otherwise not in compliance with these Official Rules will be disqualified. All entries become the property of the Sponsor and will not be acknowledged or returned.WINNER SELECTION AND NOTIFICATION: Sponsor shall select the prize winner(s) (collectively, the "Winner") on or about Aug. 11, 2025, ("Selection Date") by random drawing or from among all eligible entries. The Winner will be notified via email to the contact information provided in the entry. Notification of the Winner shall be deemed to have occurred immediately upon sending of the notification by Sponsor. Selected winner(s) will be required to respond (as directed) to the notification within seven (7) days of attempted notification. The only entries that will be considered eligible entries are entries received by Sponsor within the Sweepstakes Period. The odds of winning depend on the number of eligible entries received. The Sponsor reserves the right, in its sole discretion, to choose an alternative winner in the event that a possible winner has been disqualified or is deemed ineligible for any reason.Recommended by Our EditorsPRIZE: One (1) winner will receive the following prize (collectively, the "Prize"):One (1) $250 Amazon.com gift code via email, valued at approximately two hundred fifty dollars ($250).No more than the stated number of prize(s) will be awarded, and all prize(s) listed above will be awarded. Actual retail value of the Prize may vary due to market conditions. The difference in value of the Prize as stated above and value at time of notification of the Winner, if any, will not be awarded. No cash or prize substitution is permitted, except at the discretion of Sponsor. The Prize is non-transferable. If the Prize cannot be awarded due to circumstances beyond the control of Sponsor, a substitute Prize of equal or greater retail value will be awarded; provided, however, that if a Prize is awarded but remains unclaimed or is forfeited by the Winner, the Prize may not be re-awarded, in Sponsor's sole discretion. In the event that more than the stated number of prize(s) becomes available for any reason, Sponsor reserves the right to award only the stated number of prize(s) by a random drawing among all legitimate, un-awarded, eligible prize claims.ACCEPTANCE AND DELIVERY OF THE PRIZE: The Winner will be required to verify his or her address and may be required to execute the following document(s) before a notary public and return them within seven (7) days (or a shorter time if required by exigencies) of receipt of such documents: an affidavit of eligibility, a liability release, and (where imposing such condition is legal) a publicity release covering eligibility, liability, advertising, publicity and media appearance issues (collectively, the "Prize Claim Documents"). If an entrant is unable to verify the information submitted with their entry, the entrant will automatically be disqualified and their prize, if any, will be forfeited. The Prize will not be awarded until all such properly executed and notarized Prize Claim Documents are returned to Sponsor. Prize(s) won by an eligible entrant who is a minor in his or her state of residence will be awarded to minor's parent or legal guardian, who must sign and return all required Prize Claim Documents. In the event the Prize Claim Documents are not returned within the specified period, an alternate Winner may be selected by Sponsor for such Prize. The Prize will be shipped to the Winner within 7 days of Sponsor's receipt of a signed Affidavit and Release from the Winner. The Winner is responsible for all taxes and fees related to the Prize received, if any.OTHER RULES: This sweepstakes is subject to all applicable laws and is void where prohibited. All submissions by entrants in connection with the sweepstakes become the sole property of the sponsor and will not be acknowledged or returned. Winner assumes all liability for any injuries or damage caused or claimed to be caused by participation in this sweepstakes or by the use or misuse of any prize.By entering the sweepstakes, each winner grants the SPONSOR permission to use his or her name, city, state/province, e-mail address and, to the extent submitted as part of the sweepstakes entry, his or her photograph, voice, and/or likeness for advertising, publicity or other purposes OR ON A WINNER'S LIST, IF APPLICABLE, IN ANY and all MEDIA WHETHER NOW KNOWN OR HEREINAFTER DEVELOPED, worldwide, without additional consent OR compensation, except where prohibited by law. 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By entering the Sweepstakes, entrants consent to receive notification of future promotions, advertisements or solicitations by or from Sponsor and/or Sponsor's parent companies, affiliates, subsidiaries, and business partners, via email or other means of communication.If, in the Sponsor's opinion, there is any suspected or actual evidence of fraud, electronic or non-electronic tampering or unauthorized intervention with any portion of this Sweepstakes, or if fraud or technical difficulties of any sort (e.g., computer viruses, bugs) compromise the integrity of the Sweepstakes, the Sponsor reserves the right to void suspect entries and/or terminate the Sweepstakes and award the Prize in its sole discretion. Any attempt to deliberately damage the Sponsor's website(s) or undermine the legitimate operation of the Sweepstakes may be in violation of U.S. criminal and civil laws and will result in disqualification from participation in the Sweepstakes. Should such an attempt be made, the Sponsor reserves the right to seek remedies and damages (including attorney's fees) to the fullest extent of the law, including pursuing criminal prosecution.DISCLAIMER: EXCLUDING ONLY APPLICABLE MANUFACTURERS' WARRANTIES, THE PRIZE IS PROVIDED TO THE WINNER ON AN "AS IS" BASIS, WITHOUT FURTHER WARRANTY OF ANY KIND. SPONSOR HEREBY DISCLAIMS ALL FURTHER WARRANTIES, EXPRESS, IMPLIED, OR STATUTORY INCLUDING BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY OR FITNESS FOR A PARTICULAR PURPOSE WITH RESPECT TO THE PRIZE.LIMITATION OF LIABILITY: BY ENTERING THE SWEEPSTAKES, ENTRANTS, ON BEHALF OF THEMSELVES AND THEIR HEIRS, EXECUTORS, ASSIGNS AND REPRESENTATIVES, RELEASE AND HOLD THE SPONSOR its PARENT COMPANIES, SUBSIDIARIES, AFFILIATED COMPANIES, UNITS AND DIVISIONS, AND THE CURRENT AND FORMER OFFICERS, DIRECTORS, EMPLOYEES, SHAREHOLDERS, AGENTS, SUCCESSORS AND ASSIGNS OF EACH OF THE FOREGOING, AND ALL THOSE ACTING UNDER THE AUTHORITY OF THE FOREGOING, OR ANY OF THEM (INCLUDING, BUT NOT LIMITED TO, ADVERTISING AND PROMOTIONAL AGENCIES AND PRIZE SUPPLIERS) (EACH A "RELEASED PARTY"), HARMLESS FROM AND AGAINST ANY AND ALL CLAIMS, ACTIONS, INJURY, LOSS, DAMAGES, LIABILITIES AND OBLIGATIONS OF ANY KIND WHATSOEVER (COLLECTIVELY, THE "CLAIMS") WHETHER KNOWN OR UNKNOWN, SUSPECTED OR UNSUSPECTED, WHICH ENTRANT EVER HAD, NOW HAVE, OR HEREAFTER CAN, SHALL OR MAY HAVE, AGAINST THE RELEASED PARTIES (OR ANY OF THEM), INCLUDING, BUT NOT LIMITED TO, CLAIMS ARISING FROM OR RELATED TO THE SWEEPSTAKES OR ENTRANT'S PARTICIPATION IN THE SWEEPSTAKES (INCLUDING, WITHOUT LIMITATION, CLAIMS FOR LIBEL, DEFAMATION, INVASION OF PRIVACY, VIOLATION OF THE RIGHT OF PUBLICITY, COMMERCIAL APPROPRIATION OF NAME AND LIKENESS, INFRINGEMENT OF COPYRIGHT OR VIOLATION OF ANY OTHER PERSONAL OR PROPRIETARY RIGHT), AND THE RECEIPT, OWNERSHIP, USE, MISUSE, TRANSFER, SALE OR OTHER DISPOSITION OF THE PRIZE (INCLUDING, WITHOUT LIMITATION, CLAIMS FOR PERSONAL INJURY, DEATH, AND/OR PROPERTY DAMAGE). 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The Sponsor is not responsible for any problems or technical malfunction of any telephone network or lines, computer online systems, servers, providers, computer equipment, software, or failure of any e-mail or entry to be received by Sponsor on account of technical problems or traffic congestion on the Internet or at any website, or any combination thereof, including, without limitation, any injury or damage to any entrant's or any other person's computer related to or resulting from participating or downloading any materials in this Sweepstakes. Because of the unique nature and scope of the Sweepstakes, Sponsor reserves the right, in addition to those other rights reserved herein, to modify any date(s) or deadline(s) set forth in these Sweepstakes Rules or otherwise governing the Sweepstakes, and any such changes will be posted here in the Sweepstakes Rules. Any attempt by any person to deliberately undermine the legitimate operation of the Sweepstakes may be a violation of criminal and civil law, and, should such an attempt be made, Sponsor reserves the right to seek damages to the fullest extent permitted by law. Sponsor's failure to enforce any term of these Sweepstakes Rules shall not constitute a waiver of any provision.As a condition of participating in the Sweepstakes, entrant agrees that any and all disputes that cannot be resolved between entrant and Sponsor, and causes of action arising out of or connected with the Sweepstakes or these Sweepstakes Rules, shall be resolved individually, without resort to any form of class action, exclusively before a court of competent jurisdiction located in New York, New York, and entrant irrevocably consents to the jurisdiction of the federal and state courts located in New York, New York with respect to any such dispute, cause of action, or other matter. All disputes will be governed and controlled by the laws of the State of New York (without regard for its conflicts-of-laws principles). Further, in any such dispute, under no circumstances will entrant be permitted to obtain awards for, and hereby irrevocably waives all rights to claim, punitive, incidental, or consequential damages, or any other damages, including attorneys' fees, other than entrant's actual out-of-pocket expenses (i.e., costs incurred directly in connection with entrant's participation in the Sweepstakes), and entrant further irrevocably waives all rights to have damages multiplied or increased, if any. EACH PARTY EXPRESSLY WAIVES ANY RIGHT TO A TRIAL BY JURY. All federal, state, and local laws and regulations apply.PRIVACY: Information collected from entrants in connection with the Sweepstakes is subject to Sponsor's privacy policy, which may be found here.SOCIAL MEDIA PROMOTION: Although the Sweepstakes may be featured on Twitter, Facebook, and/or other social media platforms, the Sweepstakes is in no way sponsored, endorsed, administered by, or in association with Twitter, Facebook, and/or such other social media platforms and you agree that Twitter, Facebook, and all other social media platforms are not liable in any way for any claims, damages or losses associated with the Sweepstakes.WINNER(S) LIST: For a list of name(s) of prizewinner(s), after the Selection Date, please send a stamped, self-addressed No. 10/standard business envelope to Ziff Davis, LLC, Attn: Legal Department, 360 Park Ave South, Floor 17, New York, NY 10010 (VT residents may omit return postage).BY ENTERING, YOU AGREE THAT YOU HAVE READ AND AGREE TO ALL OF THESE SWEEPSTAKES RULES.

Start SlideshowStart SlideshowImage: The Pokémon Company, Arrowhead Game Studios, Blizzard, The Pokémon Company, Screenshot: Capcom / Samuel Moreno / Kotaku, Bethesda / Brandon Morgan / Kotaku, Nintendo, Bethesda / Brandon Morgan / Kotaku, Capcom / Samuel Moreno / KotakuYou know what we all need sometimes? A little advice. How do I plan for a future that’s so uncertain? Will AI take my job? If I go back to school and use AI to cheat, will I graduate and work for an AI boss? We can’t help you with any of that. But what we can do is provide some tips for Helldivers 2, Monster Hunter Wilds, Oblivion Remastered, and other great games. So, read on for that stuff, and maybe ask ChatGPT about those other things.Previous SlideNext SlideList slidesDon’t Rely On Ex Pokémon In Pokémon TCG Pocket AnymoreImage: The Pokémon CompanyDuring the initial months of Pokémon TCG Pocket, ex monsters dominated the competitive landscape. These monsters are (usually) stronger than their non-ex counterparts, and they can come with game-changing abilities that determine how your entire deck plays. In the past, players could create frustratingly fearsome decks consisting of two ex Pokémon supported by trainer and item cards. However, unless you pair together very specific ex Pokémon, you’ll now find yourself losing nearly every game you play. - Timothy Monbleau Read MorePrevious SlideNext SlideList slidesPlease, For The Love Of God, Defeat All Illuminate Stingrays In Helldivers 2Image: Arrowhead Game StudiosYou know what? Screw the Illuminate. I played round after round trying to get the Stingrays, also known as an Interloper, to spawn at least once, and those damn Overseers and Harvesters kept walking up and rocking me. In the end, I was victorious. A Stingray approached the airspace with reckless abandon, swooping in with practiced ease as it unloaded a barrage of molten death beams upon my head, and you know what happened? I died. A few times. But eventually, I managed to pop a shot off and I quickly discovered how to defeat Illuminate Stingrays in Helldivers 2. - Brandon Morgan Read MorePrevious SlideNext SlideList slidesDefeating Monster Hunter Wilds’ Demi Elder Dragon Might Be The Game’s Hardest Challenge So FarScreenshot: Capcom / Samuel Moreno / KotakuAlthough Zoh Shia is the thematic boss of Monster Hunter Wilds, other beasts can put up a tougher fight. Gore Magala (and especially its Tempered version) are easily in contention for being the most deadly enemies in the game. Not much is more threatening than their high mobility, powerful attacks, and unique Frenzy ailment that forms the basis for your Corrupted Mantle. - Samuel Moreno Read MorePrevious SlideNext SlideList slidesDon’t Forget To Play ‘The Shivering Isles’ Expansion In Oblivion RemasteredScreenshot: Bethesda / Brandon Morgan / KotakuWhether you’ve played the original Oblivion or not, chances are you’ve heard tales of the oddities awaiting you in the Shivering Isles. This expansion—the largest one for the open-world RPG—features a land of madness under the unyielding control of Sheogorath. It’s a beautiful world, yet so immensely wrong. But that’s why this DLC is one of the best in the franchise, so no matter how many hours you may have already put into the main story and the main world, you don’t want to miss this expansion. - Brandon Morgan Read MorePrevious SlideNext SlideList slidesHow Long Of A Ride Is Mario Kart World?Screenshot: NintendoThe Mario Kart franchise has been entertaining us all for decades—even with sibling fights and fits of rage over losing a race from a blue shell at the last second—but Mario Kart World is the first game to go open world. There hasn’t been a truly new entry in the series since 2014's Mario Kart 8, so being stoked to dive into this exciting adventure is perfectly reasonable. Equally reasonable, especially given the game’s controversial price tag, is to wonder how long it’ll take to beat and what type of replayability it offers. Let’s talk about it. - Billy Givens Read MorePrevious SlideNext SlideList slidesMario Kart World Players Are Exploiting Free Roam To Quickly Farm CoinsGif: Nintendo / FannaWuck / KotakuMario Kart World is full of cool stunts and lots of things to unlock, like new characters, costumes, and vehicles. The last of those requires accumulating a certain number of coins during your time with the Switch 2 exclusive, and while you could do that the normal way by just playing tons of races, you can also use the latest entry’s open world to farm coins faster or even while being completely AFK. - Ethan Gach Read MorePrevious SlideNext SlideList slidesOblivion Remastered’s Best Side Quest Is A World Within A WorldScreenshot: Bethesda / Brandon Morgan / KotakuIt’s been a long time since I kept a spreadsheet for a video game, or even notes beyond what I need for work. I had one for the original Oblivion run back in my school days. Back then, I knew where to find every side quest in the game. There were over 250. Still are, but now they’re enhanced, beautified for the modern gamer. One side quest retains its crown as the best, despite the game’s age. “A Brush With Death” is Oblivion Remastered’s best side quest by far, and here’s how to find and beat it! - Brandon Morgan Read MorePrevious SlideNext SlideList slidesDiablo IV: How To Power Level Your Way To Season 8's EndgameImage: BlizzardWhether you’re running a new build, trying out a new class, or returning to Diablo IV after an extended break, (a break in which you were likely playing Path of Exile 2, right? I know I wasn’t alone in farming Exalted Orbs!) Whatever the case, learning how to level up fast in Diablo IV should help you check out everything new this season, along with hitting endgame so that your friends don’t cruelly make fun of you! - Brandon Morgan Read MorePrevious SlideNext SlideList slidesThe 5 Strongest Non-Ex Pokémon To Use In Pokémon TCG PocketImage: The Pokémon CompanyIt’s official: ex Pokémon no longer rule unchallenged Pokémon TCG Pocket. While these powerful cards are still prevalent in the competitive landscape, the rise of ex-specific counters have made many of these monsters risky to bring. It’s never been more vital to find strong Pokémon that are unburdened by the ex label, but who should you use? - Timothy Monbleau Read MorePrevious SlideNext SlideList slidesSome Of The Coolest Monster Hunter Wilds Armor Can Be Yours If You Collect Enough CoinsScreenshot: Capcom / Samuel Moreno / KotakuIt goes without saying that Monster Hunter Wilds has a lot of equipment materials to keep track of. The Title 1 Update increased the amount with the likes of Mizutsune parts and the somewhat obscurely named Pinnacle Coins. While it’s easy to know what the monster parts can be used for, the same can’t be said for a coin. Making things more complicated is that the related equipment isn’t unlocked all at once. - Samuel Moreno Read More

Perhaps the oldest, most pernicious form of human bias is that of men toward women. It often started at the moment of birth. In ancient Athens, at a public ceremony called the amphidromia, fathers would inspect a newborn and decide whether it would be part of the family, or be cast away. One often socially acceptable reason for abandoning the baby: It was a girl. Female infanticide has been distressingly common in many societies — and its practice is not just ancient history. In 1990, the Nobel Prize-winning economist Amartya Sen looked at birth ratios in Asia, North Africa, and China and calculated that more than 100 million women were essentially “missing” — meaning that, based on the normal ratio of boys to girls at birth and the longevity of both genders, there was a huge missing number of girls who should have been born, but weren’t. Sen’s estimate came before the truly widespread adoption of ultrasound tests that could determine the sex of a fetus in utero — which actually made the problem worse, leading to a wave of sex-selective abortions. These were especially common in countries like India and China; the latter’s one-child policy and old biases made families desperate for their one child to be a boy. The Economist has estimated that since 1980 alone, there have been approximately 50 million fewer girls born worldwide than would naturally be expected, which almost certainly means that roughly that nearly all of those girls were aborted for no other reason than their sex. The preference for boys was a bias that killed in mass numbers.But in one of the most important social shifts of our time, that bias is changing. In a great cover story earlier this month, The Economist reported that the number of annual excess male births has fallen from a peak of 1.7 million in 2000 to around 200,000, which puts it back within the biologically standard birth ratio of 105 boys for every 100 girls. Countries that once had highly skewed sex ratios — like South Korea, which saw almost 116 boys born for every 100 girls in 1990 — now have normal or near-normal ratios. Altogether, The Economist estimated that the decline in sex preference at birth in the past 25 years has saved the equivalent of 7 million girls. That’s comparable to the number of lives saved by anti-smoking efforts in the US. So how, exactly, have we overcome a prejudice that seemed so embedded in human society?Success in school and the workplaceFor one, we have relaxed discrimination against girls and women in other ways — in school and in the workplace. With fewer limits, girls are outperforming boys in the classroom. In the most recent international PISA tests, considered the gold standard for evaluating student performance around the world, 15-year-old girls beat their male counterparts in reading in 79 out of 81 participating countries or economies, while the historic male advantage in math scores has fallen to single digits. Girls are also dominating in higher education, with 113 female students at that level for every 100 male students. While women continue to earn less than men, the gender pay gap has been shrinking, and in a number of urban areas in the US, young women have actually been outearning young men. Government policies have helped accelerate that shift, in part because they have come to recognize the serious social problems that eventually result from decades of anti-girl discrimination. In countries like South Korea and China, which have long had some of the most skewed gender ratios at birth, governments have cracked down on technologies that enable sex-selective abortion. In India, where female infanticide and neglect have been particularly horrific, slogans like “Save the Daughter, Educate the Daughter” have helped change opinions. A changing preferenceThe shift is being seen not just in birth sex ratios, but in opinion polls — and in the actions of would-be parents.Between 1983 and 2003, The Economist reported, the proportion of South Korean women who said it was “necessary” to have a son fell from 48 percent to 6 percent, while nearly half of women now say they want daughters. In Japan, the shift has gone even further — as far back as 2002, 75 percent of couples who wanted only one child said they hoped for a daughter.In the US, which allows sex selection for couples doing in-vitro fertilization, there is growing evidence that would-be parents prefer girls, as do potential adoptive parents. While in the past, parents who had a girl first were more likely to keep trying to have children in an effort to have a boy, the opposite is now true — couples who have a girl first are less likely to keep trying. A more equal futureThere’s still more progress to be made. In northwest of India, for instance, birth ratios that overly skew toward boys are still the norm. In regions of sub-Saharan Africa, birth sex ratios may be relatively normal, but post-birth discrimination in the form of poorer nutrition and worse medical care still lingers. And course, women around the world are still subject to unacceptable levels of violence and discrimination from men.And some of the reasons for this shift may not be as high-minded as we’d like to think. Boys around the world are struggling in the modern era. They increasingly underperform in education, are more likely to be involved in violent crime, and in general, are failing to launch into adulthood. In the US, 20 percent of American men between 25 and 34 still live with their parents, compared to 15 percent of similarly aged women. It also seems to be the case that at least some of the increasing preference for girls is rooted in sexist stereotypes. Parents around the world may now prefer girls partly because they see them as more likely to take care of them in their old age — meaning a different kind of bias against women, that they are more natural caretakers, may be paradoxically driving the decline in prejudice against girls at birth.But make no mistake — the decline of boy preference is a clear mark of social progress, one measured in millions of girls’ lives saved. And maybe one Father’s Day, not too long from now, we’ll reach the point where daughters and sons are simply children: equally loved and equally welcomed.A version of this story originally appeared in the Good News newsletter. Sign up here!See More:

Pictured above: A dining room in Dallas, Texas, designed by Studio Thomas James.As you design (or redesign) a room at home, you may have specific ideas about the paint color, furniture placement, and even the lighting scheme your space requires to truly sing. But, if you're not also considering what type of rug will ground the entire look, this essential room-finishing touch may end up feeling like an afterthought. After all, one of the best ways to ensure your space looks expertly planned from top to bottom is to opt for a rug that can anchor the whole space—and, in many cases, that means a maximalist rug.A maximalist-style rug, or one that has a bold color, an abstract or asymmetrical pattern, an organic shape, distinctive pile texture, or unconventional application (such as functioning as a wall mural), offers a fresh answer to the perpetual design question, "What is this room missing?" Instead of defaulting to a neutral-colored, low-pile rug that goes largely unnoticed, a compelling case can be made for choosing a design that functions more as a tactile piece of art. Asha Chaudhary, the CEO of Jaipur, India-based rug brand Jaipur Living, has noticed many consumers moving away from "safe" interiors and embracing designs that pop with personality. "There’s a growing desire to design with individuality and soul. A vibrant or highly detailed rug can instantly transform a space by adding movement, contrast, and character, all in one single piece," she says.Ahead, we spoke to Chaudhary to get her essential tips for choosing the right maximalist rug for your design style, how to evaluate the construction of a piece, and even why you should think outside the box when it comes to the standard area rug shape. Turns out, this foundational mainstay can be a deeply personal expression of identity.Related StoriesWhen a Maximalist Rug Makes SenseJohn MerklAn outdoor lounge in Healdsburg, California, designed by Sheldon Harte.As you might imagine, integrating a maximalist rug into an existing aesthetic isn't about making a one-to-one swap. You'll want to refine your overall approach and potentially tweak elements of the room already in place, too."I like to think about rugs this way: Sometimes they play a supporting role, and other times, they’re the hero of the room," Chaudhary says. "Statement rugs are designed to stand out. They tell stories, stir emotion, and ground a space the way a bold piece of art would."In Chaudhary's work with interior designers who are selecting rugs for clients' high-end homes, she's noticed that tastes have recently swung toward a more maximalist ethos."Designers are leaning into expression and individuality," she says. "There’s growing interest in bold patterns, asymmetry, and designs that reflect the hand of the maker. Color-wise, we’re seeing more adventurous palettes: think jades, bordeauxes, and terracottas. And there’s a strong desire for rugs that feel personal, like they carry a story or a memory." Jaipur LivingJaipur Living’s Manchaha rugs are one-of-a-kind, hand-knotted pieces woven from upcycled hand-spun yarn that follow a freeform design of the artisan’s choosing.Jaipur LivingJaipur Living is uniquely positioned to fulfill the need for one-of-a-kind rugs that are not just visually striking within a space, but deeply meaningful as well. The brand's Manchaha collection (meaning “expression of my heart” in Hindi) comprises rugs made of upcycled yarn, each hand-knotted by rural Indian artisans in freeform shapes that capture the imagination."Each piece is designed from the heart of the artisan, with no predetermined pattern, just emotion, inspiration, and memory woven together by hand. What excites me most is this shift away from perfection and toward beauty that feels lived-in, layered, and real," she adds.There’s a strong desire for rugs that feel personal, like they carry a story or a memory.Related StoryHow to Choose the Right Maximalist RugBrittany AmbridgeDesign firm Drake/Anderson reimagined this Greenwich, Connecticut, living room. Good news for those who are taking a slow-decorating approach with their home: Finding the right maximalist rug for your space means looking at the big picture first."Most shoppers start with size and color, but the first question should really be, 'How will this space be used?' That answer guides everything—material, construction, and investment," says Chaudhary.Are you styling an off-limits living room or a lively family den where guests may occasionally wander in with shoes on? In considering your materials, you may want to opt for a performance-fabric rug for areas subject to frequent wear and tear, but Chaudhary has a clear favorite for nearly all other spaces. "Wool is the gold standard. It’s naturally resilient, stain-resistant, and has excellent bounce-back, meaning it recovers well from foot traffic and furniture impressions," she says. "It’s also moisture-wicking and insulating, making it an ideal choice for both comfort and durability."As far as construction goes, Chaudhary breaks down the most widely available options on the market: A hand-knotted rug, crafted by tying individual knots, is the most durable construction and can last decades, even with daily use.Hand-tufted rugs offer a beautiful look at a more accessible price point, but typically won’t have the same lifespan. Power-loomed rugs can be a great solution for high-traffic areas when made with quality materials. Though they fall at the higher end of the price spectrum, hand-knotted rugs aren't meant to be untouchable—after all, their quality construction helps ensure that they can stand up to minor mishaps in day-to-day living. This can shift your appreciation of a rug from a humble underfoot accent to a long-lasting art piece worthy of care and intentional restoration when the time comes. "Understanding these distinctions helps consumers make smarter, more lasting investments for their homes," Chaudhary says. Related StoryOpting for Unconventional Applications Lesley UnruhSarah Vaile designed this vibrant vestibule in Chicago, Illinois.Maximalist rugs encompass an impressively broad category, and even if you already have an area rug rolled out that you're happy with, there are alternative shapes you can choose, or ways in which they can imbue creative expression far beyond the floor."I’ve seen some incredibly beautiful applications of rugs as wall art. Especially when it comes to smaller or one-of-a-kind pieces, hanging them allows people to appreciate the detail, texture, and artistry at eye level," says Chaudhary. "Some designers have also used narrow runners as table coverings or layered over larger textiles for added dimension."Another interesting facet of maximalist rugs is that you can think outside the rectangle in terms of silhouette."We’re seeing more interest in irregular rug shapes, think soft ovals, curves, even asymmetrical outlines," says Chaudhary. "Clients are designing with more fluidity and movement in mind, especially in open-plan spaces. Extra-long runners, oversized circles, and multi-shape layouts are also trending."Ultimately, the best maximalist rug for you is one that meets your home's needs while highlighting your personal style. In spaces where dramatic light fixtures or punchy paint colors aren't practical or allowed (in the case of renters), a statement-making rug is the ideal solution. While trends will continue to evolve, honing in on a unique—even tailor-made—design will help ensure aesthetic longevity. Follow House Beautiful on Instagram and TikTok.

Navigating the dense urban canyons of cities like San Francisco or New York can be a nightmare for GPS systems. The towering skyscrapers block and reflect satellite signals, leading to location errors of tens of meters. For you and me, that might mean a missed turn. But for an autonomous vehicle or a delivery robot, that level of imprecision is the difference between a successful mission and a costly failure. These machines require pinpoint accuracy to operate safely and efficiently. Addressing this critical challenge, researchers from the École Polytechnique Fédérale de Lausanne (EPFL) in Switzerland have introduced a groundbreaking new method for visual localization during CVPR 2025 Their new paper, “FG2: Fine-Grained Cross-View Localization by Fine-Grained Feature Matching,” presents a novel AI model that significantly enhances the ability of a ground-level system, like an autonomous car, to determine its exact position and orientation using only a camera and a corresponding aerial (or satellite) image. The new approach has demonstrated a remarkable 28% reduction in mean localization error compared to the previous state-of-the-art on a challenging public dataset. Key Takeaways: Superior Accuracy: The FG2 model reduces the average localization error by a significant 28% on the VIGOR cross-area test set, a challenging benchmark for this task. Human-like Intuition: Instead of relying on abstract descriptors, the model mimics human reasoning by matching fine-grained, semantically consistent features—like curbs, crosswalks, and buildings—between a ground-level photo and an aerial map. Enhanced Interpretability: The method allows researchers to “see” what the AI is “thinking” by visualizing exactly which features in the ground and aerial images are being matched, a major step forward from previous “black box” models. Weakly Supervised Learning: Remarkably, the model learns these complex and consistent feature matches without any direct labels for correspondences. It achieves this using only the final camera pose as a supervisory signal. Challenge: Seeing the World from Two Different Angles The core problem of cross-view localization is the dramatic difference in perspective between a street-level camera and an overhead satellite view. A building facade seen from the ground looks completely different from its rooftop signature in an aerial image. Existing methods have struggled with this. Some create a general “descriptor” for the entire scene, but this is an abstract approach that doesn’t mirror how humans naturally localize themselves by spotting specific landmarks. Other methods transform the ground image into a Bird’s-Eye-View (BEV) but are often limited to the ground plane, ignoring crucial vertical structures like buildings. FG2: Matching Fine-Grained Features The EPFL team’s FG2 method introduces a more intuitive and effective process. It aligns two sets of points: one generated from the ground-level image and another sampled from the aerial map. Here’s a breakdown of their innovative pipeline: Mapping to 3D: The process begins by taking the features from the ground-level image and lifting them into a 3D point cloud centered around the camera. This creates a 3D representation of the immediate environment. Smart Pooling to BEV: This is where the magic happens. Instead of simply flattening the 3D data, the model learns to intelligently select the most important features along the vertical (height) dimension for each point. It essentially asks, “For this spot on the map, is the ground-level road marking more important, or is the edge of that building’s roof the better landmark?” This selection process is crucial, as it allows the model to correctly associate features like building facades with their corresponding rooftops in the aerial view. Feature Matching and Pose Estimation: Once both the ground and aerial views are represented as 2D point planes with rich feature descriptors, the model computes the similarity between them. It then samples a sparse set of the most confident matches and uses a classic geometric algorithm called Procrustes alignment to calculate the precise 3-DoF (x, y, and yaw) pose. Unprecedented Performance and Interpretability The results speak for themselves. On the challenging VIGOR dataset, which includes images from different cities in its cross-area test, FG2 reduced the mean localization error by 28% compared to the previous best method. It also demonstrated superior generalization capabilities on the KITTI dataset, a staple in autonomous driving research. Perhaps more importantly, the FG2 model offers a new level of transparency. By visualizing the matched points, the researchers showed that the model learns semantically consistent correspondences without being explicitly told to. For example, the system correctly matches zebra crossings, road markings, and even building facades in the ground view to their corresponding locations on the aerial map. This interpretability is extremenly valuable for building trust in safety-critical autonomous systems. “A Clearer Path” for Autonomous Navigation The FG2 method represents a significant leap forward in fine-grained visual localization. By developing a model that intelligently selects and matches features in a way that mirrors human intuition, the EPFL researchers have not only shattered previous accuracy records but also made the decision-making process of the AI more interpretable. This work paves the way for more robust and reliable navigation systems for autonomous vehicles, drones, and robots, bringing us one step closer to a future where machines can confidently navigate our world, even when GPS fails them. Check out the Paper. All credit for this research goes to the researchers of this project. Also, feel free to follow us on Twitter and don’t forget to join our 100k+ ML SubReddit and Subscribe to our Newsletter. Jean-marc MommessinJean-marc is a successful AI business executive .He leads and accelerates growth for AI powered solutions and started a computer vision company in 2006. He is a recognized speaker at AI conferences and has an MBA from Stanford.Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/AI-Generated Ad Created with Google’s Veo3 Airs During NBA Finals, Slashing Production Costs by 95%Jean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Highlighted at CVPR 2025: Google DeepMind’s ‘Motion Prompting’ Paper Unlocks Granular Video ControlJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Snowflake Charts New AI Territory: Cortex AISQL & Snowflake Intelligence Poised to Reshape Data AnalyticsJean-marc Mommessinhttps://www.marktechpost.com/author/jean-marc0000677/Exclusive Talk: Joey Conway of NVIDIA on Llama Nemotron Ultra and Open Source Models

Reading Time: 6 minutes What is marketing without data? Assumptions. Guesses. Fluff. For Chapter 6 of our book, “The Customer Engagement Book: Adapt or Die,” we spoke with Alec Haase, Product GTM Lead, Commerce and AI at Hightouch, to explore how engagement data can truly inform critical business decisions.  Alec discusses the different types of customer behaviors that matter most, how to separate meaningful information from the rest, and the role of systems that learn over time to create tailored customer experiences. This interview provides insights into using data for real-time actions and shaping the future of marketing. Prepare to learn about AI decision-making and how a focus on data is changing how we engage with customers.   Alec Haase Q&A Interview 1. What types of customer engagement data are most valuable for making strategic business decisions? It’s a culmination of everything. Behavioral signals — the actual conversions and micro-conversions that users take within your product or website. Obviously, that’s things like purchases. But there are also other behavioral signals marketers should be using and thinking about. Things like micro-conversions — maybe that’s shopping for a product, clicking to learn more about a product, or visiting a certain page on your website. Behind that, you also need to have all your user data to tie that to. So I know someone took said action; I can follow up with them in email or out on paid social. I need the user identifiers to do that. 2. How do you distinguish between data that is actionable versus data that is just noise? Data that’s actionable includes the conversions and micro-conversions — very clear instances of “someone did this.” I can react to or measure those. What’s becoming a bit of a challenge for marketers is understanding that there’s other data that is valuable for machine learning or reinforcement learning models, things like tags on the types of products customers are interacting with. Maybe there’s category information about that product, or color information. That would otherwise look like noise to the average marketer. But behind the scenes, it can be used for reinforcement learning. There is definitely the “clear-cut” actionable data, but marketers shouldn’t be quick to classify things as noise because the rise in machine learning and reinforcement learning will make that data more valuable. 3. How can customer engagement data be used to identify and prioritize new business opportunities? At Hightouch, we don’t necessarily think about retroactive analysis. We have a system where we have customer engagement data firing in that we then have real-time scores reacting to. An interesting example is when you have machine learning and reinforcement learning models running. In the pet retailer example I gave you, the system is able to figure out what to prioritize. The concept of reinforcement learning is not a marketer making rules to say, “I know this type of thing works well on this type of audience.” It’s the machine itself using the data to determine what attribute responds well to which offer, recommendation, or marketing campaign. 4. How can marketers ensure their use of customer engagement data aligns with the broader business objectives? It starts with the objectives. It’s starting with the desired outcome and working your way back. That whole flip of the paradigm is starting with outcomes and letting the system optimize. What are you trying to drive, and then back into the types of experiences that can make that happen? There’s personalization. When we talk about data-driven experiences and personalization, Spotify Wrapped is the North Star. For Spotify Wrapped, you want to drive customer stickiness and create a brand. To make that happen, you want to send a personalized email. What components do you want in that email? Maybe it’s top five songs, top five artists, and then you can back into the actual event data you need to make that happen. 5. What role does engagement data play in influencing cross-functional decisions such as those in product development, sales, or customer service? For product development, it’s product analytics — knowing what features users are using, or seeing in heat maps where users are clicking. Sales is similar. We’re using behavioral signals like what types of content they’re reading on the site to help inform what they would be interested in — the types of products or the types of use cases. For customer service, you can look at errors they’ve run into in the past or specific purchases they’ve made, so that when you’re helping them the next time they engage with you, you know exactly what their past behaviors were and what products they could be calling about. 6. What are some challenges marketers face when trying to translate customer engagement data into actionable insights? Access to data is one challenge. You might not know what data you have because marketers historically may not have been used to the systems where data is stored. Historically, that’s been pretty siloed away from them. Rich behavioral data and other data across the business was stored somewhere else. Now, as more companies embrace the data warehouse at the center of their business, it gives everyone a true single place where data can be stored. Marketers are working more with data teams, understanding more about the data they have, and using that data to power downstream use cases, personalization, reinforcement learning, or general business insights. 7. How do you address skepticism or resistance from stakeholders when presenting data-driven recommendations? As a marketer, I think proof is key. The best thing is if you’ve actually run a test. “I think we should do this. I ran a small test, and it’s showing that this is actually proving out.” Being able to clearly explain and justify your reasoning with data is super important. 8. What technology or tools have you found most effective for gathering and analyzing customer engagement data? Any type of behavioral event collection, specifically ones that write to the cloud data warehouse, is the critical component. Your data team is operating off the data warehouse. Having an event collection product that stores data in that central spot is really important if you want to use the other data when making recommendations. You want to get everything into the data warehouse where it can be used both for insights and for putting into action. For Spotify Wrapped, you want to collect behavioral event signals like songs listened to or concerts attended, writing to the warehouse so that you can get insights back — how many songs were played this year, projections for next month — but then you can also use those behavioral events in downstream platforms to fire off personalized emails with product recommendations or Spotify Wrapped-style experiences. 9. How do you see the role of customer engagement data evolving in shaping business strategies over the next five years? What we’re excited about is the concept of AI Decisioning — having AI agents actually using customer data to train their own models and decision-making to create personalized experiences. We’re sitting on top of all this behavioral data, engagement data, and user attributes, and our system is learning from all of that to make the best decisions across downstream systems. Whether that’s as simple as driving a loyalty program and figuring out what emails to send or what on-site experiences to show, or exposing insights that might lead you to completely change your business strategy, we see engagement data as the fuel to the engine of reinforcement learning, machine learning, AI agents, this whole next wave of Martech that’s just now coming. But it all starts with having the data to train those systems. I think that behavioral data is the fuel of modern Martech, and that only holds more true as Martech platforms adopt these decisioning and AI capabilities, because they’re only as good as the data that’s training the models.     This interview Q&A was hosted with Alec Haase, Product GTM Lead, Commerce and AI at Hightouch, 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 Alec Haase Q&A: Customer Engagement Book Interview appeared first on MoEngage.