
THEORY & PRAXIS
Research & Academics
Investigating the structural realignment of labor markets through the lens of algorithmic automation and capital displacement.

Independent Research AI & Workforce Economics
Automation, labor displacement, and workforce adaptation research.
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AI Automation • Labor Economics • Data Synthesis
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Researching how robotics and AI reshape employment trends
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Analyzing wage shifts, job vulnerability, and reskilling models
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Building a long-form paper using global labor market studies
ANALYTICAL STRATEGY
Marketing
Analytics
Residency
METRIC
Conversion Optimization
+42%
METRIC
CAC Reduction
-18%
Deployed advanced analytical frameworks to deconstruct consumer behavior. Translated complex data sets into actionable marketing strategies, resulting in significant optimization of acquisition channels.

PUBLICATIONS
Marketing Analytics Residency — HKIS
Journal of Economic Structures, Vol 42.
Nov 2023
Quantifying Frictional Unemployment in Generative Workflows
Institute for Future Labor Studies.
Aug 2023
The Erosion of Mid-Level Cognitive Tasks
Pending Peer Review.