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Published paper available here.
Weighting data available here.
Please cite both of the following papers when using this dataset:
Chang, S., Christensen, H. B., & Zhang, Z. (2027). From LinkedIn to labor statistics: Using Revelio microdata for labor market research in developing economies. Journal of Development Economics, 185, 103922. https://doi.org/10.1016/j.jdeveco.2026.103922
Chang, S. (2025). Can stakeholders tax corporations? Evidence from local content requirements in the African mining sector. SSRN Working Paper. https://doi.org/10.2139/ssrn.5276030