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Bloomsbury Macro · Feb 11, 2026

Jobless Prosperity

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Michael Testa · Bloomsbury Macro

What Does Economic Analysis Suggest About the Rise of Jobless Prosperity in the AI Era?

This report examines the economic implications of artificial intelligence driven growth for labour markets and household welfare in advanced economies, with particular reference to the United States and the United Kingdom.

Recent years have been characterised by rapid investment in artificial intelligence infrastructure, data centres, and digital capital. Large technology firms have issued record levels of debt to finance this expansion. Meanwhile, aggregate productivity and corporate profitability have remained strong.

However, these developments have coincided with weakening labour market momentum, stagnant real wages, and declining consumer confidence. This raises the question: how does AI-led growth affect economic welfare?

The Nature of Contemporary Economic Growth

Traditionally, economic expansions were driven by employment growth. Rising labour demand increased wages, which stimulated consumption and reinforced aggregate demand.

In contrast, current growth is increasingly capital-intensive.

Artificial intelligence enables firms to expand output without proportional increases in employment. Automation substitutes for routine labour. Investment is directed toward intangible and physical capital rather than human capital.

Consequently, productivity growth no longer translates directly into income growth for households.

This represents a structural shift from labour-led to capital-led growth.

Labour Market Effects

The impact of AI can be evaluated as a technological labour demand shock.

In the short run, its effects depend on:

• Skill composition of workers

• Occupational exposure to automation

• Ability to retrain

• Firm adoption rates

High-skilled workers in complementary roles may experience wage gains. Low- and middle-skilled workers in automatable occupations face displacement or wage compression.

This generates adverse distributional effects.

In the long run, outcomes depend on human capital accumulation, labour mobility, and institutional responses. Without effective adjustment mechanisms, labour market polarisation is likely to persist.

Capital Markets and Long-Term Investment

The issuance of ultra-long corporate debt by technology firms reflects structural changes in financial markets.

Institutional investors face shortages of long-duration assets due to limited sovereign issuance and previous monetary interventions. Large technology firms now provide quasi-sovereign instruments.

Demand for century-long bonds reflects:

• Perceived institutional stability

• Expectations of technological dominance

• Excess liquidity

This suggests high confidence in continued capital accumulation within the technology sector.

However, such confidence may underestimate long-term disruption risks.

Distributional Consequences

Aggregate indicators conceal substantial heterogeneity.

While corporate profits and asset values rise, labour income stagnates. Capital owners capture disproportionate shares of productivity gains.

Real wage growth remains close to zero. Job switching rates have declined. Bargaining power has weakened.

This produces a K-shaped distribution of economic outcomes.

High-income households benefit from asset appreciation and capital income. Lower-income households experience income insecurity and rising living costs.

Such inequality reduces the stability of consumption-driven growth.

Fiscal and Political Implications

The distributional effects of jobless growth have fiscal consequences.

Slower wage growth limits income tax revenues. Higher employment insecurity increases reliance on social transfers. Public finances become more sensitive to economic volatility.

Moreover, weak income growth undermines political legitimacy.

When official measures indicate prosperity while household welfare stagnates, public trust erodes. This increases demand for symbolic or redistributive policies, including:

• Protectionism

• Regulatory intervention

• Expansionary fiscal transfers

These responses may reduce long-term efficiency.

Artificial Intelligence and Adjustment Costs

AI-driven productivity gains are unevenly distributed over time.

In the short run, displacement dominates.

In the long run, efficiency gains materialise.

Adjustment costs are therefore front-loaded, while benefits are delayed.

Without institutional support such as retraining systems, income insurance, and labour market flexibility, these costs may exceed perceived benefits.

This limits social acceptance of technological progress.

Can Jobless Growth Be Sustained?

Sustained growth without broad employment gains is historically rare.

Stability requires mechanisms that reconnect productivity and income, including:

• Investment in skills

• Competitive labour markets

• Profit-sharing arrangements

• Broader capital ownership

• Progressive taxation

Absent such institutions, technological growth amplifies inequality.

Conclusion

Economic evidence suggests that AI-led growth generates substantial productivity and profitability gains. However, it weakens the traditional link between output and employment.

In the short run, capital owners benefit disproportionately. In the long run, persistent inequality undermines economic and political stability.

The central policy challenge is therefore not maximising technological progress, but ensuring that its gains are broadly distributed.

Without inclusive institutions, jobless prosperity risks becoming socially and politically unsustainable.

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