{"id":4312,"date":"2026-09-11T01:57:28","date_gmt":"2026-09-11T01:57:28","guid":{"rendered":"https:\/\/www.vaultinsider.top\/?p=4312"},"modified":"2026-09-11T01:57:28","modified_gmt":"2026-09-11T01:57:28","slug":"the-betrayal-behind-the-data-center-backlash-ai-promised-to-break-the-rules-of-class-but-is-just-rewarding-them-so-far","status":"publish","type":"post","link":"https:\/\/www.vaultinsider.top\/?p=4312","title":{"rendered":"The betrayal behind the data-center backlash: AI promised to break the rules of class but is just rewarding them so far"},"content":{"rendered":"<p><\/p>\n<p>The pitch was simple: Artificial intelligence would be the great leveler, narrowing the gap between junior and senior, credentialed and non-credentialed, freeing workers into higher-value work. Two years and several trillion dollars later, a different pattern is showing up.<\/p>\n<div>\n<p class=\"wp-block-paragraph\">Wall Street\u2019s own economists find that the households most exposed to AI\u2019s risks are also the ones cushioned by stock portfolios large enough to absorb them. It\u2019s welcome news that the AI \u201cjobpocalypse\u201d hasn\u2019t materialized, but the technology appears to be compressing wage growth in a half-decade of inflation above target\u2014a trend that hits hardest on the lowest-paid workers in the most-exposed jobs. Corporate profit margins are near postwar highs not because AI made companies more productive, but because firms used it as cover to raise prices while holding wages flat. And a nationwide backlash against AI\u2019s data centers suggests the public felt what was going on the whole time,\u00a0not to mention their surging electricity bills.<\/p>\n<p class=\"wp-block-paragraph\">Taken together, Wall Street research doesn\u2019t describe a technology upending the old order. It describes one being absorbed by it\u2014and rewarding, so far, almost exactly the people who were already winning.<\/p>\n<h2 class=\"wp-block-heading\"><strong>The myth of the vulnerable elite<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">The loudest version of AI-anxiety held that white-collar professionals\u2014the credentialed, salaried, laptop class\u2014had the most to lose. Assembly-line workers had already lived through automation; now it was the lawyers\u2019 and consultants\u2019 turn. Brookings\u2019 Mark Muro found that 62 of the 100 most AI-exposed counties were primarily urban areas that leaned left in the 2024 election\u2014the white-collar precariat, in other words. Tufts\u2019 Bhaskar Chakravorti called this trend the \u201cWired Belt,\u201d a 2020s-era echo of the last 50 years of Rust Belt economics.<\/p>\n<p class=\"wp-block-paragraph\">Morgan Stanley\u2019s economics team tested this fear against the data this month and found it to be half right. High-AI-exposure occupations are concentrated among what the bank calls \u201cCHIC\u201d households: college-educated, high-income, city-dwelling. Nearly 70% of workers in high-exposure jobs hold a bachelor\u2019s degree, versus about 10% in low-exposure work. Median pay in high-exposure occupations is more than double the low-exposure figure: $97,000 versus $46,000. But the investment bank\u2019s team, led by Heather Berger, argued that affluent Americans \u201cmay be safer than advertised\u201d after looking through the lens of \u201celevated equity wealth.\u201d<\/p>\n<p class=\"wp-block-paragraph\">American household wealth rose roughly $21 trillion between the first quarter of 2024 and the first quarter of 2026, Berger\u2019s team noted, with direct equity holdings driving half of that increase, despite making up only about 30% of total wealth. AI-related stocks are projected to drive nearly 40% of S&amp;P 500 earnings growth this year and next, according to Morgan Stanley\u2019s equity strategists. Equity wealth is \u201cvery elevated relative to labor income\u201d for this upper class of Americans, they noted, with an arresting chart.<\/p>\n<figure class=\"wp-block-image \">\n<div class=\"block w-full\"><img alt=\"\" data-cy=\"article-image\" loading=\"lazy\" width=\"824\" height=\"698\" decoding=\"async\" data-nimg=\"1\" class=\"transition-opacity duration-300 lazyload wp-image-4564230 not-prose w-full h-full object-cover\" style=\"color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image\/svg+xml;charset=utf-8,%3Csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 824 698'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'\/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'\/%3E%3CfeComposite operator='out' in='s'\/%3E%3CfeComposite in2='SourceGraphic'\/%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3C\/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR4nGNgYAAAAAMAASsJTYQAAAAASUVORK5CYII='\/%3E%3C\/svg%3E&quot;)\" sizes=\"auto, (max-width: 320px) 50vw, (max-width: 768px) 85vw, (max-width: 1024px) 50vw, (max-width: 1200px) 40vw, 33vw\" srcset=\"https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=128&amp;quality=75 128w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=256&amp;quality=75 256w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=320&amp;quality=75 320w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=384&amp;quality=75 384w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=480&amp;quality=75 480w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=576&amp;quality=75 576w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=768&amp;quality=75 768w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=1024&amp;quality=75 1024w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=1280&amp;quality=75 1280w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=1440&amp;quality=75 1440w\" src=\"https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/morgan.png?format=webp&amp;w=1440&amp;quality=75\"\/><\/div>\n<\/figure>\n<p class=\"wp-block-paragraph\">Ownership of that upside is heavily concentrated. The top 20% of earners hold 87% of direct equity and mutual fund exposure; college-educated households hold 85%; households over 55 hold 79%. For the bottom 40% of earners, equity wealth roughly equals a year\u2019s wages: $1.7 trillion against $1.8 trillion in labor income. For the top 20%, equity wealth runs six times labor income: $49.8 trillion against $8.3 trillion. The practical effect, per Morgan Stanley\u2019s own modeling: a top-earning household needs its portfolio to rise just 4% to offset a 1% drop in labor income from AI disruption.<\/p>\n<h2 class=\"wp-block-heading\"><strong>The jobs aren\u2019t disappearing: the raises are<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">Separate research from Apollo Global Management shows how the pain is landing on everyone else, and it isn\u2019t through layoffs.<\/p>\n<p class=\"wp-block-paragraph\">Economists Sania Edlich and Torsten Slok skipped the usual theoretical exposure scores and instead used the Anthropic Economic Index\u2014built from real Claude usage logs\u2014matched against Bureau of Labor Statistics wage data across 321 occupations from 2015 to 2025, with 2023 as the dividing line. Only 11 of those 321 occupations cleared their bar for \u201chigh exposure.\u201d But within that group, the wage effect was stark: real wage growth ran 6.7 percentage points slower after 2023 than in low-exposure work, with no significant change in employment. Nobody in this data is losing a job to AI in large numbers. They\u2019re just not getting raises.<\/p>\n<p class=\"wp-block-paragraph\">The penalty concentrates at the bottom. Workers in the lowest wage quartile saw a 10.7-point wage growth decline; the second quartile, 5.4 points; the third, 4.0 points. The top quartile saw no significant effect. Service work saw the steepest estimated hit, 24.3%, though Apollo cautions that figure rests on a thin sample. Even management and professional roles took a smaller but real 4.1% hit, while blue-collar work showed no effect at all\u2014evidence, the authors write, that AI \u201chas had limited reach into more physically intensive work.\u201d Apollo\u2019s overall estimate: 5.8 million workers, 3.7% of the labor force, are absorbing about $28 billion a year in lost wage growth\u2014a number the authors call a conservative floor, not a ceiling.<\/p>\n<figure class=\"wp-block-image size-large\">\n<div class=\"block w-full\"><img alt=\"\" data-cy=\"article-image\" loading=\"lazy\" width=\"1024\" height=\"541\" decoding=\"async\" data-nimg=\"1\" class=\"transition-opacity duration-300 lazyload wp-image-4564234 not-prose w-full h-full object-cover\" style=\"color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image\/svg+xml;charset=utf-8,%3Csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 1024 541'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'\/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'\/%3E%3CfeComposite operator='out' in='s'\/%3E%3CfeComposite in2='SourceGraphic'\/%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3C\/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR4nGNgYAAAAAMAASsJTYQAAAAASUVORK5CYII='\/%3E%3C\/svg%3E&quot;)\" sizes=\"auto, (max-width: 320px) 50vw, (max-width: 768px) 85vw, (max-width: 1024px) 50vw, (max-width: 1200px) 40vw, 33vw\" srcset=\"https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=128&amp;quality=75 128w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=256&amp;quality=75 256w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=320&amp;quality=75 320w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=384&amp;quality=75 384w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=480&amp;quality=75 480w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=576&amp;quality=75 576w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=768&amp;quality=75 768w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=1024&amp;quality=75 1024w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=1280&amp;quality=75 1280w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=1440&amp;quality=75 1440w\" src=\"https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/apollo.png?format=webp&amp;w=1440&amp;quality=75\"\/><\/div>\n<\/figure>\n<p class=\"wp-block-paragraph\">Research from IESE Business School, using a separate dataset of 138 million workers, found the same shape from a different angle: starting pay at AI-exposed firms fell most sharply for junior roles, less for mid-level ones, and stayed flat or rose at the senior level. Exposed firms also hired fewer juniors relative to mid-level staff\u2014narrowing the one entry point where workers have the least capital, seniority, or leverage to begin with.<\/p>\n<h2 class=\"wp-block-heading\"><strong>The corporate playbook was already written<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">Wage suppression looks less like an AI side effect and more like a strategy the corporate sector already knew how to run.<\/p>\n<p class=\"wp-block-paragraph\">In a separate report on second-quarter 2026 earnings, Morgan Stanley\u2019s Michael Gapen found non-financial corporate profits jumped $400.9 billion in the quarter, pushing margins to 15.2% of gross value added\u2014near post-World War II highs. The driver wasn\u2019t an AI productivity miracle. It was pricing power: firms raised per-unit prices by 2.30 cents while labor and nonlabor costs barely moved, sending the entire increase straight to profit. \u201cThe dynamic looks difficult to sustain,\u201d Gapen drily concluded. <\/p>\n<figure class=\"wp-block-image \">\n<div class=\"block w-full\"><img alt=\"\" data-cy=\"article-image\" loading=\"lazy\" width=\"852\" height=\"848\" decoding=\"async\" data-nimg=\"1\" class=\"transition-opacity duration-300 lazyload wp-image-4564237 not-prose w-full h-full object-cover\" style=\"color:transparent;background-size:cover;background-position:50% 50%;background-repeat:no-repeat;background-image:url(&quot;data:image\/svg+xml;charset=utf-8,%3Csvg xmlns='http:\/\/www.w3.org\/2000\/svg' viewBox='0 0 852 848'%3E%3Cfilter id='b' color-interpolation-filters='sRGB'%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3CfeColorMatrix values='1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 100 -1' result='s'\/%3E%3CfeFlood x='0' y='0' width='100%25' height='100%25'\/%3E%3CfeComposite operator='out' in='s'\/%3E%3CfeComposite in2='SourceGraphic'\/%3E%3CfeGaussianBlur stdDeviation='20'\/%3E%3C\/filter%3E%3Cimage width='100%25' height='100%25' x='0' y='0' preserveAspectRatio='none' style='filter: url(%23b);' href='data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR4nGNgYAAAAAMAASsJTYQAAAAASUVORK5CYII='\/%3E%3C\/svg%3E&quot;)\" sizes=\"auto, (max-width: 320px) 50vw, (max-width: 768px) 85vw, (max-width: 1024px) 50vw, (max-width: 1200px) 40vw, 33vw\" srcset=\"https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=128&amp;quality=75 128w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=256&amp;quality=75 256w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=320&amp;quality=75 320w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=384&amp;quality=75 384w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=480&amp;quality=75 480w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=576&amp;quality=75 576w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=768&amp;quality=75 768w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=1024&amp;quality=75 1024w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=1280&amp;quality=75 1280w, https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=1440&amp;quality=75 1440w\" src=\"https:\/\/fortune.com\/img-assets\/wp-content\/uploads\/2026\/09\/gapen.png?format=webp&amp;w=1440&amp;quality=75\"\/><\/div>\n<\/figure>\n<p class=\"wp-block-paragraph\">The strangeness isn\u2019t confined to profit margins. In a recent note to clients, David Kelly, chief global strategist at J.P. Morgan Asset Management, laid out a labor market that\u2019s stopped following its old rules. Payroll growth has slowed to roughly half its pre-pandemic pace even as GDP growth has barely moved. Unemployment sits at an 18-month low of 4.1% not because hiring is strong but because millions have quietly left the labor force\u2014driven, Kelly finds, by an aging population and, among older workers, by stock gains that let those \u201cwho weren\u2019t financially able to retire\u201d finally do so.<\/p>\n<p class=\"wp-block-paragraph\">Wage growth, meanwhile, has slowed to its weakest pace since May 2021, despite record profits and a supposedly tight labor market\u2014held down, Kelly notes, by workers who don\u2019t feel the market is as tight as the statistics claim, and by a private-sector unionization rate under 7%. \u201cWhile unemployment is relatively low,\u201d he wrote, \u201cso is hiring, so workers may be finding it unusually hard to move to another job that will pay them more.\u201d<\/p>\n<h2 class=\"wp-block-heading\">The public appears to know what\u2019s going on<\/h2>\n<p class=\"wp-block-paragraph\">While economists spent two years building models, most Americans seem to have reached a verdict already\u2014not about AI in the abstract, but about the class system at work in the economy. Data centers, the most visible physical piece of the AI boom, have become the flashpoint. A Gallup poll in May found seven in 10 Americans oppose a data center in their own area. A Politico poll in July found just 16% think data centers benefit their local area and the country; about 60% said the projects cost more than they give back. The same poll found belief that data centers raise electricity bills jumped from 43% in January to nearly 60% by July\u2014six months before Apollo or Morgan Stanley published a word of this research.<\/p>\n<p class=\"wp-block-paragraph\">That\u2019s the same asymmetry the economic data would later quantify, arrived at through a utility bill rather than a regression: costs that are local and immediate, gains that land somewhere else, with someone else. Public Citizen found six in 10 Americans distrust AI to some degree, and nearly three-quarters want the government to act on AI-driven job losses. Pew found 57% think AI\u2019s risks outweigh its benefits.<\/p>\n<p class=\"wp-block-paragraph\">The anger has become organized and bipartisan. Data Center Watch counted 75 local projects worth $130 billion blocked or delayed by citizen opposition in the first three months of 2026 alone, matching all of 2025 in a single quarter. New York signed the country\u2019s first statewide moratorium on large data centers in July. By August, Democratic candidates in Michigan, Wisconsin, and Pennsylvania were running ads against data centers directly, and Republicans have begun quietly distancing themselves from the same policies many once championed.<\/p>\n<h2 class=\"wp-block-heading\"><strong>A warning against overreading the occupation<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">None of this means AI\u2019s effects are fully predictable from a worker\u2019s job title. A St. Louis Fed working paper\u2014cited in Apollo\u2019s literature review as the study that \u201cdirectly motivated the approach\u201d behind its research\u2014complicates the picture by looking at which tasks workers actually use AI for.<\/p>\n<p class=\"wp-block-paragraph\">Using a survey of nearly 14,000 workers, Fed researchers Alexander Bick, Adam Blandin, David Deming, and Tyler Schumacher measured which tasks people actually use AI for, not which tasks a model predicts they could. Their occupational exposure scores explain only about half the real variation in adoption. Medical secretaries\u2014high-exposure by conventional scoring\u2014use AI at just 16.8%, far below a predicted 61%, because privacy rules and error costs make them cautious. Computer repairers, special education teachers, and laundry workers adopt at roughly double their predicted rates, finding uses the models never anticipated.<\/p>\n<p class=\"wp-block-paragraph\">The researchers\u2019 larger point: what predicts an individual\u2019s AI adoption has little to do with age, education, or occupation, and much to do with whether that person has already spent time experimenting with the tool. Adoption has a genuinely unpredictable, almost democratic layer that class-based frameworks miss. <\/p>\n<p class=\"wp-block-paragraph\">The promise of AI was liberation from the old order: credentialism, seniority, capital ownership, bargaining power. The evidence so far shows something else. The rules haven\u2019t been broken. They\u2019ve been rewarded.<\/p>\n<p class=\"wp-block-paragraph\"><em>For this story,\u00a0<\/em>Fortune<em>\u00a0journalists used generative AI as a research tool. An editor verified the accuracy of the information before publishing.<\/em><\/p>\n<\/div>\n<p>#betrayal #datacenter #backlash #promised #break #rules #class #rewarding<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The pitch was simple: Artifici&hellip; <\/p>\n","protected":false},"author":1,"featured_media":4313,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[857,7252,1931,3382,906,7253,535,704,6194,207],"class_list":["post-4312","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-finance-news","tag-backlash","tag-betrayal","tag-break","tag-class","tag-data-centers","tag-datacenter","tag-disruption","tag-promised","tag-rewarding","tag-rules"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>The betrayal behind the data-center backlash: AI promised to break the rules of class but is just rewarding them so far - 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