AI Driven Displacement – A Domino Effect

Reuben and I were having a conversation yesterday, this was after reading multiple news bits about Oracle’s lay-off of 30k employees.

The construct of what I’m sharing here is simple. There are 2 facts we are observing which are gaining steam and momentum.

STEAM – With AI adoption across big-tech, the companies are observing redundancies in their workforce.

MOMENTUM – Not just redundancies, organizations are also observing that a displacement is possible in their workforce. Displacement – 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).

And with both the steam and momentum the companies are choosing to part ways (aka layoff) to reduce costs and increase profits.

BUT, I’m not trying to paint a doomsday scenario here. Maybe I am. But this is not about the cons (or the Pros) of AI adoption.

This post is a simple logical derivation of – What will happen if this continues??

How will overall Economy change if the STEAM and MOMENTUM continue to gain pace.

And what do I mean by Economy. Its got two scope.

Micro-Economies – which mean your house, your locality and your neighbor

Macro-Economies – which is organization, country, global trade and governmental spends

PART A: The AI Layoff Economic Impact Framework

The Primary Shock (The Micro Level)

This is the immediate “ground zero” of the layoff. It focuses on the displaced workforce and corporate balance sheets.

• Income Compression: Immediate loss of purchasing power for displaced workers.
• Corporate Margin Expansion: Companies see reduced “opex” (operating expenses), leading to a short-term spike in profitability and stock valuations.
• Skill Obsolescence: A rapid “devaluation” of specific human capital (e.g., entry-level coding, basic data entry).

The Secondary Ripple (The Macro Level)

As individual layoffs scale into industry trends, the broader economy begins to react.

• The Consumption Gap: If a large enough segment of the middle class loses income, aggregate demand drops. This can lead to a “deflationary spiral” in consumer goods.
• Tax Base Erosion: A decrease in payroll tax revenue puts pressure on government budgets and public services.
• The “J-Curve” of Productivity: While 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).

The Tertiary Shift (Structural Transformation)

This represents the “New Normal” and how the economy navigates the transition.

• Universal Basic Income (UBI) & Policy Pressure: Increased demand for social safety nets and wealth redistribution taxes (e.g., “Robot Taxes”).
• The Gig & Creator Pivot: A shift from traditional 9-to-5 employment toward decentralized, augmented freelance work.
• The Education Paradox: A total overhaul of the academic system to focus on “Human-in-the-loop” skills (empathy, complex strategy, and physical trades) that AI cannot easily replicate.

Part B: The AI Paradox: A Systemic Breakdown

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.

Phase 1: The Corporate Micro-Gain

• Action: Company executes AI-led layoffs.
• Immediate Result: Higher Profitability due to reduced labor costs.
• Tax Impact (Short-term): Temporary increase in Corporate Tax revenue to the Government (as profits are high).

Phase 2: The Macro-Economic Erosion

• The Consumption Gap: As layoffs scale across industries, mass unemployment leads to a collapse in Consumer Demand.
• The Government Revenue Squeeze: The Government is the highest spender in any country and Society. We will start observing erosion of Govt’s earning in following ways.
  • Direct Tax Loss: Significant drop in Income Tax revenue.
  • Indirect Tax Loss: Significant drop in Sales/VAT/GST revenue due to lower spending.
  • The Net Result: Total government tax revenue decreases, despite the initial corporate tax bump.

Phase 3: The “Ouroboros” Effect (The Loop Closes)

• Revenue Starvation: Because consumer demand has collapsed, companies see a Long-term Pipeline Reduction. They have products but no buyers.
• Downward Spiral: 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.
• Second Wave Layoffs: To maintain the “Higher Profitability” from Phase 1, companies cut costs further, exacerbating the demand collapse.
• Final State: The overall economy shrinks, leading to a systemic collapse.

……………………………………………….

If you’ve read till here then Congratulations! You’ve earned yourself an opportunity to visualize the loop.

Here’s is the downward Spiral –

• AI Integration → Mass Layoffs
• → Leads to… Lower Disposable Income
• → Leads to… Reduced Aggregate Demand
• → Leads to… Corporate Revenue Decline
• → Leads to… Economic Shrinkage
• → More layoffs to save costs (in turn back to step 1)

The flowchart demonstrates a classical theory called “Paradox of Thrift” – What is good for one in the short term, leads to diminishing economy if everyone starts doing and continues the trend.

The Conclusion,

So, what is the conclusion here. Maybe, there isn’t any.

These are some events, a shared conversation and my thoughts around it.

What really happens, nobody knows

Maybe wait for Part 2 of the article…

– VS

PS: The images used here have been re-created using AI, from a hand drawn diagram.