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Haobing Liu

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#small language model Open access Oct 2026

Immigrant wages are lower in immigrant-dense areas, and the limited-English differential is mostly occupational: metropolitan Philadelphia, 2012–2024

Immigrants who speak limited English earn less than those who speak it well. On the protective view of residential concentration, that differential should be smaller where immigrants are concentrated, because concentration supplies employers and customers who do not require English. On the isolation view it should be l...

Haobing Liu · 0 citations

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