Research Programme
Investigating structural transitions across complex systems. Current focus: the independence of technology access and economic displacement, degradation of national statistical infrastructure, and behavioural reliability of AI systems in sustained human interaction.
ORCID: 0009-0003-0076-3665
The United States as Outlier: Cross-Country Empirical Validation of the Access-Displacement Framework Across Ten Economies
Empirical validation across ten economies. Examines G_A/G_D independence, international Measurement Obsolescence Hypothesis validation across nine countries, and Economic Forcing Function quantification. Demonstrates that the United States is a statistical outlier in labour measurement degradation, with benchmark revisions at 3.4x historical norms.
DOI: 10.5281/zenodo.19101855 | SSRN: 6441541 | ORCID: 0009-0003-0076-3665
License: CC BY-NC-ND 4.0
Access Without Displacement: An Access-Displacement Framework for AI Economic Transformation
A theoretical framework proposing that AI-driven economic access and AI-driven labour displacement are structurally independent processes, not a single trade-off. Introduces the Measurement Obsolescence Hypothesis, Organisational Absorption Rate, Economic Forcing Function, and the AGI-C/AGI-R distinction. Seven original contributions including novel frameworks, hypotheses, and testable predictions.
DOI: 10.5281/zenodo.19051765 | SSRN: 6324578 | ORCID: 0009-0003-0076-3665
License: CC BY-NC-ND 4.0
Additional Deposits
MPRA: Paper #128372 (pending editor review)