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Strategic Wealth Accumulation Under Transformative AI Expectations (2502.11264v1)

Published 16 Feb 2025 in econ.TH

Abstract: This paper analyzes how expectations of Transformative AI (TAI) affect current economic behavior by introducing a novel mechanism where automation redirects labor income from workers to those controlling AI systems, with the share of automated labor controlled by each household depending on their wealth at the time of invention. Using a modified neoclassical growth model calibrated to contemporary AI timeline forecasts, I find that even moderate assumptions about wealth-based allocation of AI labor generate substantial increases in pre-TAI interest rates. Under baseline scenarios with proportional wealth-based allocation, one-year interest rates rise to 10-16% compared to approximately 3% without strategic competition. The model reveals a notable divergence between interest rates and capital rental rates, as households accept lower productive returns in exchange for the strategic value of wealth accumulation. These findings suggest that evolving beliefs about TAI could create significant upward pressure on interest rates well before any technological breakthrough occurs, with important implications for monetary policy and financial stability.

Summary

Strategic Wealth Accumulation Under Transformative AI Expectations: An Analytical Overview

The paper "Strategic Wealth Accumulation Under Transformative AI Expectations" explores the economic ramifications that beliefs about the advent of Transformative AI (TAI) might impose on today's economic behaviors. Utilizing a modified neoclassical growth model, the paper scrutinizes the potential alterations in interest rates and savings behavior, triggered by the impending disruption TAI is presumed to herald.

Core Findings and Methodology

The research elucidates two primary channels through which TAI expectations influence current economic conditions: anticipated future productivity growth and strategic competition for AI labor control. The model posits a novel mechanism where automation redistributes labor income toward AI system controllers, tied intricately to wealth allocation at the juncture of TAI emergence. The paper uses this mechanism to explicate the impact of strategized wealth accumulation on interest rates.

The model extends the neoclassical growth framework by incorporating an exogenous probability of TAI invention, projected via a negative beta binomial distribution reflecting heterogeneous breakthrough requirements. This stochastic approach allows an exploration of household decisions under uncertainty. The framework particularly examines savings and investment decisions, revealing how the quest for future AI labor shares amplifies capital accumulation motivations.

Numerical Illustrations and Economic Implications

The findings indicate a substantial elevation in both short and long-term interest rates due to anticipatory strategic savings, especially under scenarios where AI labor reallocation is highly sensitive to wealth disparities (parameterized by λ\lambda). An initial exploration where λ=1\lambda = 1 reveals one-year interest rates escalating to 9.85% and 16.34% under Cotra and Metaculus probability distributions, respectively, compared to about 3% without strategic competition. Notably, despite the augmenting savings driving down the marginal productivity of capital, interest rates remain high owing to strategic competition—the competition being fueled by the future AI labor control potential embedded in wealth.

Savings rates reflect extreme sensitivity to strategic competition; they start at elevated levels around 80% in the baseline case, suggesting significant behavioral adaptations concerning wealth accumulation in anticipation of TAI. Although these savings predictions likely exaggerate real-world dynamics, the qualitatively strategic impetus driving such behaviors remains a salient insight.

Theoretical and Policy Significance

The paper's framework introduces a compelling angle on the economic implications of TAI expectations by disentangling the complex interaction between strategic savings and inter-temporal consumption. It introduces a prisoner's dilemma scenario in wealth accumulation, leading to an escalation in interest rates and distortion in capital markets, while the returns remain static.

For policymakers, this analysis underscores the relevance of TAI beliefs as a potential source of financial instability, given the pronounced influence on monetary policy frameworks and the possible disconnect between interest rates and genuine economic growth metrics. As economic agents alter consumption and investment decisions based on prospective technological advances, policymakers must take into account these anticipatory effects.

From a theoretical perspective, the paper opens up avenues for extending the analysis by incorporating heterogeneous beliefs across households, more realistic AI timelines, and the role of market imperfections in modulating these expectations-driven economic behaviors. Furthermore, while the model emphasizes a stark strategic divide in savings behavior, integrating barriers to wealth accumulation or labor mobility may paint a more nuanced picture of economic inequality and distributional outcomes in the face of TAI.

Concluding Remarks

This research advances our understanding of how economic behaviors might preemptively adjust in response to forward-looking expectations about TAI. By elucidating the dual roles of productivity expectations and strategic competition, the paper provides a robust framework for anticipating financial market responses to technological transformation allegiances. As AI technology progresses, the anticipatory channels highlighted in this work become diagnostically vital for forecasting and navigating the economic landscape underpinning forthcoming technological shifts.

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