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Benjamin Verschuere

Liminal Capital

2479 East Bayshore Road,

Suite 205

Palo Alto, CA 94303

United States

SCHOLARLY PAPERS

8

DOWNLOADS

826

TOTAL CITATIONS

0

Scholarly Papers (8)

1.

Measuring the Impact of AI on Productivity: Cross-Sectoral Evidence from the U.S. and Eighteen Other Economies Post-ChatGPT 

Number of pages: 76 Posted: 28 Apr 2026 Last Revised: 05 Jun 2026
Benjamin Verschuere and Angus Cameron
Liminal Capital and Liminal Capital
Downloads 562 (1,332,057)

Abstract:

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AI productivity, ChatGPT, sectoral productivity, cross-country panel, monetary policy O33, E22, E32, O47

2.

AI and the Economy: The Four Rates Which Define The Future (Short Version)

Number of pages: 14 Posted: 24 Apr 2026 Last Revised: 20 May 2026
Benjamin Verschuere and Angus Cameron
Liminal Capital and Liminal Capital
Downloads 106 (783,685)

Abstract:

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AI economics, labour displacement, productivity, Amdahl's Law, Workflow Completeness, general purpose technology, inflation, TAM

3.

AI and the Economy: The Four Rates Which Define The Future

Number of pages: 83 Posted: 20 Apr 2026 Last Revised: 27 May 2026
Benjamin Verschuere and Angus Cameron
Liminal Capital and Liminal Capital
Downloads 80 (1,222,651)

Abstract:

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AI economics, labour displacement, productivity, Amdahl's Law, Workflow Completeness, general purpose technology, inflation, TAM

4.

Task-Structure Measures of AI Exposure as Instruments for Direct Adoption: Validation Across BTOS, Eurostat, and AIOE

Number of pages: 45 Posted: 28 Apr 2026 Last Revised: 14 May 2026
Benjamin Verschuere and Angus Cameron
Liminal Capital and Liminal Capital
Downloads 27 (1,534,404)

Abstract:

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task-level exposure, AI adoption, instrument validation, BTOS, Eurostat. JEL: O33, J24, C81

5.

How Fast Does AI Actually Work? Per-Task Speedup Measurement Across a Validated Sample of O*NET Anchors

Number of pages: 47 Posted: 28 May 2026 Last Revised: 11 Jun 2026
Benjamin Verschuere and Angus Cameron
Liminal Capital and Liminal Capital
Downloads 20 (1,534,404)

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AI productivity, task-level speedup, O*NET, time-motion measurement

6.

Projecting the Fiscal Arithmetic of the AI Transition: An Integrated Framework Across 20 OECD Economies

Number of pages: 93 Posted: 14 Jul 2026
Benjamin Verschuere and Angus Cameron
Liminal Capital and Liminal Capital
Downloads 11

Abstract:

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AI economics, fiscal sustainability, displacement, productivity, optimal unemployment insurance

7.

A Protocol for Rater-Invariant Measures from Language Models, with an Application to AI Exposure

Number of pages: 41 Posted: 14 Jul 2026
Benjamin Verschuere and Angus Cameron
Liminal Capital and Liminal Capital
Downloads 10

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measurement, large language models, AI exposure, reliability, rater invariance

8.

Speed Does Not Increase Job Displacement: A Bottleneck Theorem for AI Speedup and Labor 

Number of pages: 11 Posted: 17 Jun 2026
Benjamin Verschuere and Angus Cameron
Liminal Capital and Liminal Capital
Downloads 10

Abstract:

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AI economics, labor displacement, complementarity, bottlenecks, Amdahl's Law, Workflow Completeness