{"id":7,"date":"2026-09-15T08:12:03","date_gmt":"2026-09-15T08:12:03","guid":{"rendered":"https:\/\/vaibhav.gentepartners.com\/blog\/?p=7"},"modified":"2026-09-15T08:12:03","modified_gmt":"2026-09-15T08:12:03","slug":"ai-driven-displacement-a-domino-effect","status":"publish","type":"post","link":"https:\/\/vaibhav.gentepartners.com\/blog\/ai-driven-displacement-a-domino-effect\/","title":{"rendered":"AI Driven Displacement &#8211; A Domino Effect"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Reuben and I were having a conversation yesterday, this was after reading multiple news bits about&nbsp;<a href=\"https:\/\/www.cnbc.com\/2026\/03\/31\/oracle-layoffs-ai-spending.html\">Oracle\u2019s lay-off of 30k employees<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The construct of what I\u2019m sharing here is simple. There are 2 facts we are observing which are gaining steam and momentum.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>STEAM &#8211;<\/strong>\u00a0With AI adoption across big-tech, the companies are observing redundancies in their workforce.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>MOMENTUM &#8211;<\/strong>&nbsp;Not just redundancies, organizations are also observing that a displacement is possible in their workforce. Displacement &#8211; meaning that the work which was earlier done by a human can now be done by an AI agent. Case in point, QA or basic arithmetic design (not complex technical architecture).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">And with both the steam and momentum the companies are choosing to part ways (aka layoff) to reduce costs and increase profits.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">BUT, I\u2019m not trying to paint a doomsday scenario here. Maybe I am. But this is not about the cons (or the Pros) of AI adoption.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This post is a simple logical derivation of &#8211; What will happen if this continues??<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">How will overall Economy change if the STEAM and MOMENTUM continue to gain pace.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">And what do I mean by Economy. Its got two scope.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Micro-Economies &#8211; which mean your house, your locality and your neighbor<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Macro-Economies &#8211; which is organization, country, global trade and governmental spends<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>PART A: The AI Layoff Economic Impact Framework<\/strong><\/h2>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>The Primary Shock (The Micro Level)<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">This is the immediate \u201cground zero\u201d of the layoff. It focuses on the displaced workforce and corporate balance sheets.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Income Compression:<\/strong>\u00a0Immediate loss of purchasing power for displaced workers.<\/li>\n\n\n\n<li><strong>Corporate Margin Expansion:<\/strong>\u00a0Companies see reduced \u201copex\u201d (operating expenses), leading to a short-term spike in profitability and stock valuations.<\/li>\n\n\n\n<li><strong>Skill Obsolescence:<\/strong>\u00a0A rapid \u201cdevaluation\u201d of specific human capital (e.g., entry-level coding, basic data entry).<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>The Secondary Ripple (The Macro Level)<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">As individual layoffs scale into industry trends, the broader economy begins to react.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>The Consumption Gap:<\/strong>\u00a0If a large enough segment of the middle class loses income, aggregate demand drops. This can lead to a \u201cdeflationary spiral\u201d in consumer goods.<\/li>\n\n\n\n<li><strong>Tax Base Erosion:<\/strong>\u00a0A decrease in payroll tax revenue puts pressure on government budgets and public services.<\/li>\n\n\n\n<li><strong>The \u201cJ-Curve\u201d of Productivity:<\/strong>\u00a0While AI increases output per hour, there is often a lag where the economy struggles to reabsorb labor, leading to stagnation in GDP growth despite technological advancement (which could be long term stagnation).<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>The Tertiary Shift (Structural Transformation)<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">This represents the \u201cNew Normal\u201d and how the economy navigates the transition.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Universal Basic Income (UBI) &amp; Policy Pressure:<\/strong>\u00a0Increased demand for social safety nets and wealth redistribution taxes (e.g., \u201cRobot Taxes\u201d).<\/li>\n\n\n\n<li><strong>The Gig &amp; Creator Pivot:<\/strong>\u00a0A shift from traditional 9-to-5 employment toward decentralized, augmented freelance work.<\/li>\n\n\n\n<li><strong>The Education Paradox:<\/strong>\u00a0A total overhaul of the academic system to focus on \u201cHuman-in-the-loop\u201d skills (empathy, complex strategy, and physical trades) that AI cannot easily replicate.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Part B: The AI Paradox: A Systemic Breakdown<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Once we see that the micros and macros start changing along with societal and governmental structures, we will also observe impact path in following ways.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Phase 1: The Corporate Micro-Gain<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Action:<\/strong>\u00a0Company executes AI-led layoffs.<\/li>\n\n\n\n<li><strong>Immediate Result:<\/strong>\u00a0<strong>Higher Profitability<\/strong>\u00a0due to reduced labor costs.<\/li>\n\n\n\n<li><strong>Tax Impact (Short-term):<\/strong>\u00a0Temporary increase in Corporate Tax revenue to the Government (as profits are high).<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Phase 2: The Macro-Economic Erosion<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>The Consumption Gap:<\/strong>\u00a0As layoffs scale across industries, mass unemployment leads to a\u00a0<strong>collapse in Consumer Demand<\/strong>.<\/li>\n\n\n\n<li><strong>The Government Revenue Squeeze:<\/strong>\u00a0The Government is the highest spender in any country and Society. We will start observing erosion of Govt\u2019s earning in following ways.\n<ul class=\"wp-block-list\">\n<li><strong>Direct Tax Loss:<\/strong>\u00a0Significant drop in Income Tax revenue.<\/li>\n\n\n\n<li><strong>Indirect Tax Loss:<\/strong>\u00a0Significant drop in Sales\/VAT\/GST revenue due to lower spending.<\/li>\n\n\n\n<li><strong>The Net Result:<\/strong>\u00a0Total government tax revenue decreases, despite the initial corporate tax bump.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>Phase 3: The \u201cOuroboros\u201d Effect (The Loop Closes)<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Revenue Starvation:<\/strong>\u00a0Because consumer demand has collapsed, companies see a\u00a0<strong>Long-term Pipeline Reduction<\/strong>. They have products but no buyers.<\/li>\n\n\n\n<li><strong>Downward Spiral:\u00a0<\/strong>The biggest spender starts earning less, and also has to allocate their spends to other areas (see tertiary shift above). This will result into lower allocation towards technology enablement and hence reduced earnings by big-tech.<\/li>\n\n\n\n<li><strong>Second Wave Layoffs:<\/strong>\u00a0To maintain the \u201cHigher Profitability\u201d from Phase 1, companies cut costs further, exacerbating the demand collapse.<\/li>\n\n\n\n<li><strong>Final State:<\/strong>\u00a0The overall economy\u00a0<strong>shrinks<\/strong>, leading to a systemic collapse.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026\u2026.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you\u2019ve read till here then Congratulations! You\u2019ve earned yourself an opportunity to visualize the loop.<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><a class=\"image-link image2 is-viewable-img can-restack\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!ZAeR!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3ef79f61-8db2-4081-8849-1c8cfa4cde5d_896x1195.png\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" src=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!ZAeR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3ef79f61-8db2-4081-8849-1c8cfa4cde5d_896x1195.png\" alt=\"\" style=\"aspect-ratio:0.7497907949790795;width:896px;height:auto\"\/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Here\u2019s is the downward Spiral &#8211;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI Integration \u2192 Mass Layoffs<\/strong><\/li>\n\n\n\n<li>\u2192 Leads to&#8230;\u00a0<strong>Lower Disposable Income<\/strong><\/li>\n\n\n\n<li>\u2192 Leads to&#8230;\u00a0<strong>Reduced Aggregate Demand<\/strong><\/li>\n\n\n\n<li>\u2192 Leads to&#8230;\u00a0<strong>Corporate Revenue Decline<\/strong><\/li>\n\n\n\n<li>\u2192 Leads to&#8230;\u00a0<strong>Economic Shrinkage<\/strong><\/li>\n\n\n\n<li>\u2192\u00a0<strong>More layoffs to save costs (in turn back to step 1)<\/strong><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The flowchart demonstrates a classical theory called \u201c<a href=\"https:\/\/en.wikipedia.org\/wiki\/Paradox_of_thrift\">Paradox of Thrift<\/a>\u201d &#8211; What is good for one in the short term, leads to diminishing economy if everyone starts doing and continues the trend.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">The Conclusion,<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">So, what is the conclusion here. Maybe, there isn\u2019t any.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These are some events, a shared conversation and my thoughts around it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.ynharari.com\/book\/nexus\/\">What really happens, nobody knows<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Maybe wait for&nbsp;<strong>Part 2<\/strong>&nbsp;of the article\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&#8211; VS<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PS: The images used here have been re-created using AI, from a hand drawn diagram.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Reuben and I were having a conversation yesterday, this was after reading multiple news bits about&nbsp;Oracle\u2019s lay-off of 30k employees. The construct of what I\u2019m sharing here is simple. There are 2\u2026<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-7","post","type-post","status-publish","format-standard","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/posts\/7","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/comments?post=7"}],"version-history":[{"count":1,"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/posts\/7\/revisions"}],"predecessor-version":[{"id":9,"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/posts\/7\/revisions\/9"}],"wp:attachment":[{"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/media?parent=7"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/categories?post=7"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vaibhav.gentepartners.com\/blog\/wp-json\/wp\/v2\/tags?post=7"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}