Climate-Related Development Finance and Structural Transformation: Evidence on Technology and Labor Markets in Developing Economies

Climate-related development finance is expected to support low-carbon investment, technological diffusion, and economic adjustment, yet it remains unclear whether these processes translate into broader structural transformation. This paper examines associations between climate-related development finance, technological transformation, and labor-market restructuring in developing economies over 2010–2021. Using an unbalanced country-level panel dataset, we distinguish between mitigation- and adaptation-related finance and construct two formative directional indices capturing green-digital technological transformation and changes in occupational and sectoral employment structures. Two-way fixed-effects models are complemented by robustness tests, moderation analysis, and country-cluster bootstrap estimates of an indirect finance–technology–labor association. The results provide no robust evidence of the hypothesized positive transmission sequence. Neither mitigation nor adaptation finance is positively associated with technological transformation. The technology–labor association is statistically indistinguishable from zero but imprecisely estimated, while the direct finance–labor estimates are also statistically insignificant in the available labor-market sample. Institutional quality provides only suggestive evidence of conditioning, and advanced skills do not significantly moderate labor-market adjustment. A three-year lag and alternative positive-weighting checks do not alter the substantive finance–technology conclusion. Labor-data coverage is substantially narrower and compositionally selective, limiting external validity for the labor-market results. Overall, the results highlight a disconnect between financial mobilization and detectable broad country-level structural change within the measures, period, and empirical design considered here.