{"id":16634,"date":"2026-07-08T01:52:05","date_gmt":"2026-07-08T01:52:05","guid":{"rendered":"https:\/\/8657085.xyz\/?p=16634"},"modified":"2026-07-08T01:52:05","modified_gmt":"2026-07-08T01:52:05","slug":"op-ed-the-shallow-approach-to-automation-vs-jobs-is-proving-labour-and-tech-experts-right-but-its-messy","status":"publish","type":"post","link":"https:\/\/8657085.xyz\/?p=16634","title":{"rendered":"Op-Ed: The shallow approach to automation vs jobs is proving labour and tech experts right, but it\u2019s messy"},"content":{"rendered":"<p> <div style=\"display: grid; grid-template-columns: 300px 160px; gap: 2px; width: 460px; background: #eee; padding: 2px;\">\r\n\r\n  <!-- \u6574\u884c\u5bbd\u5e7f\u544a -->\r\n  <div style=\"grid-column: 1\/-1; width: 460px; height: 250px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876674\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  <div style=\"grid-column: 1\/-1; width: 460px; height: 90px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876676\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n\r\n  <!-- \u5de6\u4fa7\u7ad6\u6392 -->\r\n  <div style=\"height: 250px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876672\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  <div style=\"height: 500px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876680\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n\r\n  <!-- \u53f3\u4fa7\u6469\u5929\u697c\uff08\u548c\u5de6\u4fa7\u5b8c\u5168\u5bf9\u9f50\uff09 -->\r\n  <div style=\"grid-row: 3\/5; height: 750px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876678\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  \r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e6\" data-zoneid=\"5876682\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n<\/div><br \/>\n<\/p>\n<div style=\"padding-right:0;padding-left:0\">\n<p class=\"wp-block-paragraph\">Even the theory of automation vs jobs isn\u2019t stacking up. <strong>Layoffs and subsequent rehires<\/strong> are making news daily. Frontline managers are finding out that automation creates more unpaid non-core business work in just finding fixes. The simplest description of the hype for the transition to automation is that it\u2019s absurd. Experts in technologies have been saying endlessly that automation simply can\u2019t and shouldn\u2019t do many things on its own.<\/p>\n<p class=\"wp-block-paragraph\">Labour experts agree. Many critics have said that even the idea that automation instantly replaces jobs simply proves that management knows less than nothing about those jobs. They often only see reports, not the realities of the work.<\/p>\n<p class=\"wp-block-paragraph\">The Carnegie Endowment for International Peace has <strong>spelled out very clearly and patiently the mix of perceptions about automation and the future of work<\/strong>. That future is looking very indecisive right now.<\/p>\n<h2 id=\"h-perceptions-vs-facts\" class=\"wp-block-heading\">Perceptions vs facts<\/h2>\n<p class=\"wp-block-paragraph\">Carnegie nailed some issues regarding the perceptions of automation very effectively. The fear of replacement could now be called a global psychosis, particularly at the white-collar level. Nor is the role of AI well understood in any practical context regarding actual work roles.<\/p>\n<p class=\"wp-block-paragraph\">There\u2019s an emerging view of AI as \u201cdrop-in remote workers\u201d, according to Carnegie, for example. Given the ongoing somewhat hysterical and hyper-expensive prejudice against human remote workers, it\u2019s interesting to watch this logic suffocate itself in contradictory arguments against itself.<\/p>\n<p class=\"wp-block-paragraph\">This is a big unsolved cultural problem and the problem, not the solution, is making the decisions on the fly. This myopic worldview clearly lacks practical comprehension, and \u201cideological executive blindness\u201d based on unrealised and often poorly defined perceived savings is making it worse.<\/p>\n<h2 id=\"h-are-people-cheaper-and-better\" class=\"wp-block-heading\">Are people cheaper and better?<\/h2>\n<p class=\"wp-block-paragraph\">The baseline theory that automation saves money by reducing the cost of wages is so wrong and so far off target that it\u2019s excruciatingly absurd. It could also be the exact opposite, and brutally expensive.<\/p>\n<p class=\"wp-block-paragraph\">To start with:<\/p>\n<p class=\"wp-block-paragraph\"><em>How is it cheaper to adopt a whole class of major technologies at a much higher initial cost than the fixed costs of existing jobs?<\/em><\/p>\n<p class=\"wp-block-paragraph\"><em>Human jobs can be designed to deliver values on a clear cost-to-outlay basis. Automation starts as a cost, and you have to derive value out of it.<\/em><\/p>\n<p class=\"wp-block-paragraph\"><em>. \u00a0<\/em><\/p>\n<p class=\"wp-block-paragraph\"><em>The most basic operational rules, practices and laws related to automation and labour are barely at the foetal stage. Even <strong>China recently enacted laws prohibiting and restricting AI layoffs.<\/strong> \u00a0<\/em><\/p>\n<p class=\"wp-block-paragraph\"><em>Humans don\u2019t need the sort of 24\/7 unquantifiable expenses that automation imposes. Technologies in the workplace inevitably need costly assessments, maintenance, upgrades, at-call SaaS, and eventually replacement in relatively short cycles.<\/em><\/p>\n<p class=\"wp-block-paragraph\"><em>Tech is an <strong>ongoing acquisition process with never-ending mixed results in direct and indirect costs.<\/strong> Technologies become redundant faster than people, particularly in AI.<\/em><\/p>\n<p class=\"wp-block-paragraph\"><em>Then there\u2019s fitting automation into that tactless thing called business reality. Most business tech is a patchwork of various vintages of technology, safe or unsafe to use in the modern business environment. Fraud alone is <strong>becoming a tech sector in its own right,<\/strong> let alone spreadsheet blunders.<\/em><\/p>\n<p class=\"wp-block-paragraph\"><em>AI makes and often can\u2019t fix its own mistakes, especially when those mistakes show up on balance sheets and require more outlay. Those mistakes could well be based on situations and issues any experienced person would automatically avoid.<\/em> <em>Expertise is a real value, not a perceived value.<\/em><\/p>\n<p class=\"wp-block-paragraph\">The net takeaway from this elegant if verbose presentation of the glaringly obvious is that \u201cautomation uber alles\u201d is definitely no way to run a hot dog stand. The lack of depth in due diligence evaluation of automation is downright dangerous.<\/p>\n<h2 id=\"h-finding-the-right-fits-for-real-world-applications\" class=\"wp-block-heading\">Finding the right fits for real-world applications<\/h2>\n<p class=\"wp-block-paragraph\">Every business, every market, every customer base, every job, and every workplace is different. There simply <em>can\u2019t <\/em>be a One Size Fits All in automation at any level.<\/p>\n<p class=\"wp-block-paragraph\">Productivity is a case in point in matching jobs to people. Let\u2019s start with HR. Trying to fit a human being into a job isn\u2019t usual practice. It\u2019s more likely the person will be stuffed into a job with varying degrees of good fit or otherwise. High staff turnover means a lot of bad fits. You couldn\u2019t call it productive in any sense.<\/p>\n<p class=\"wp-block-paragraph\">There\u2019s now even <strong>an AI tool for predicting staff resignations<\/strong>. This somewhat ironic development reflects a need to manage experience, expertise, handling tasks at all levels, and the most basic production fluencies in the workplace. In-house learned capabilities are crucial to smooth workflows.<\/p>\n<p class=\"wp-block-paragraph\">These almost invisible skill sets dictate real productivity throughout the entire food chain of doing business. Turnover loses those skills and their productive values.<\/p>\n<p class=\"wp-block-paragraph\">So, losing people is likely to be a net own goal, particularly when you lose all your in-house productive fluencies. Again, automation doesn\u2019t solve these problems. It makes them harder to manage. Good fits for people are the only way any business has ever worked.<\/p>\n<h2 id=\"h-it-s-not-automation-or-jobs-it-s-both\" class=\"wp-block-heading\">It\u2019s not automation or jobs. It\u2019s both.<\/h2>\n<p class=\"wp-block-paragraph\">The emerging picture is very different from the \u201cjobs vs automation\u201d scenario. <strong>According to MIT, positive impacts are emerging<\/strong> even in the much-misunderstood world of coding time usage and productivity. Reduced burnout was one of the findings. It also strongly refutes the idea of cost-cutting, particularly for junior-level staff. Training was actually enhanced using generative AI, adding skill values.<\/p>\n<p class=\"wp-block-paragraph\">The clearest indicators are that automation is <em>reconfiguring <\/em>work, not merely automating it. The short-term cost-based thinking just doesn\u2019t work. An isolating effect of AI was also seen as a problem, reducing essential collaboration.<\/p>\n<p class=\"wp-block-paragraph\">There\u2019s another horizon here, and it\u2019s the real story that hasn\u2019t been written yet. Jobs aren\u2019t static things. Tasks change, objectives change, and priorities change. Unknown roles and whole new environments are likely to be the new frontier of work.<\/p>\n<\/div>\n<p><!-- \u603b\u5bb9\u5668\uff1a\u6700\u5927\u5bbd908px Grid\u7d27\u51d1\u5e03\u5c40 -->\r\n<div style=\"display: grid; grid-template-columns: 728px 160px; gap:2px; width:908px; background:#eee; padding:2px;\">\r\n\r\n  <!-- \u901a\u680f\u9876\u90e8\uff1a\u6700\u5927\u6a2a\u5e45 908x258 \u8de8\u6574\u884c -->\r\n  <div style=\"grid-column:1\/-1; height:258px; background:#ff6b6b; display:grid; place-items:center;\">\r\n    <!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114307\" data-width=\"908\" data-height=\"258\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114307});<\/script>\r\n<!--JuicyAds END-->\r\n  <\/div>\r\n\r\n  <!-- \u7b2c\u4e8c\u901a\u680f\uff1a728\u00d790 \u901a\u680f -->\r\n  <div style=\"grid-column:1\/-1; 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display:grid; place-items:center;\">\r\n\t<!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114302\" data-width=\"133\" data-height=\"139\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114302});<\/script>\r\n<!--JuicyAds END-->\r\n\t<\/div>\r\n    <div style=\"height:125px; background:#91e7ac; display:grid; place-items:center;\">\r\n\t\r\n<!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114303\" data-width=\"125\" data-height=\"125\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114303});<\/script>\r\n<!--JuicyAds END-->\r\n\t<\/div>\r\n  <\/div>\r\n\r\n  <!-- \u53f3\u4fa7\u7ad6\u680f\uff1a160\u00d7600 \u6574\u5217\u9ad8\u5e7f\u544a -->\r\n  <div style=\"grid-row:3\/8; height:600px;  display:grid; place-items:center;\">\r\n    <!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114301\" data-width=\"160\" data-height=\"600\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114301});<\/script>\r\n<!--JuicyAds END-->\r\n  <\/div>\r\n\r\n<\/div><br \/>\n<br \/> Op-Ed: The shallow approach to automation vs jobs is proving labour and tech experts right, but it\u2019s messy<br \/>\n<br \/>#OpEd #shallow #approach #automation #jobs #proving #labour #tech #experts #messy<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Even the theory of automation vs jobs isn\u2019t stacking up. Layoffs and subsequent rehires are&#8230;<\/p>\n","protected":false},"author":1,"featured_media":16635,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[2405,13031,1010,84,1559,5154,7300,10941,13924,984],"class_list":["post-16634","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-stories","tag-approach","tag-automation","tag-experts","tag-jobs","tag-labour","tag-messy","tag-oped","tag-proving","tag-shallow","tag-tech"],"featured_image_urls":{"full":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c.jpg",768,512,false],"thumbnail":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c-150x150.jpg",150,150,true],"medium":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c-300x200.jpg",300,200,true],"medium_large":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c.jpg",640,427,false],"large":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c.jpg",640,427,false],"1536x1536":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c.jpg",768,512,false],"2048x2048":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c.jpg",768,512,false],"covernews-slider-full":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c.jpg",768,512,false],"covernews-slider-center":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c-768x500.jpg",768,500,true],"covernews-featured":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c.jpg",768,512,false],"covernews-medium":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c-540x340.jpg",540,340,true],"covernews-medium-square":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/e66c98b257127bf2cf8aafa3b5064fdfc6656f4c-400x250.jpg",400,250,true]},"author_info":{"display_name":"admin","author_link":"https:\/\/8657085.xyz\/?author=1"},"category_info":"<a href=\"https:\/\/8657085.xyz\/?cat=7\" rel=\"category\">Stories<\/a>","tag_info":"Stories","comment_count":"0","_links":{"self":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/posts\/16634","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=16634"}],"version-history":[{"count":0,"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/posts\/16634\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/media\/16635"}],"wp:attachment":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=16634"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=16634"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=16634"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}