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Great work, thanks for sharing. Is there any specific citation you'd like used when this is shared with policymakers?
by toomuchtodo 10mo ago
Great work, thanks for sharing. Is there any specific citation you'd like used when this is shared with policymakers?
- codebyaditya 10mo agoThank you! For policy/academic contexts, please use: [Aditya Z]. (2025). "Analysis of H-1B Wage Disparities by Employer Type: Evidence from 2.4 Million Department of Labor Records (2020-2024)." Available at: [https://open.substack.com/pub/theh1brecords/p/analysis-of-h1b-records?r=70wrzf&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true https://open.substack.com/pub/theh1brecords/p/analysis-of-h1...] Key points for policymakers: • Dataset: DOL OFLC LCA Disclosure Data (2,404,784 certified applications) • Finding: $50,950 median annual wage gap between employer types • Mechanism: Mobility restrictions create monopsony conditions • Geographic: 52% concentration in 5 states amplifies effects We can provide: - Full methodology documentation - Cleaned dataset (anonymized, aggregated) - Detailed methodology documentation - Raw source file list Email for detailed briefing materials: theh1brecords@gmail.com Note: This is empirical analysis of public data, not policy advocacy. The data patterns are reproducible and verifiable.
- deleted 10mo ago[deleted]