Devarajan, S. Africa’s statistical tragedy. Rev. Income Wealth 59S9–S15 (2013).
Burke, M., Driscoll, A., Lobell, D. & Ermon, S. Using satellite imagery to understand and promote sustainable development. Science 371eabe8628 (2021).
Yeh, C. et al. Using publicly available satellite imagery and deep learning to understand economic well-being in Africa. Nat. Commun. 112583 (2020).
Jean, N. et al. Combining satellite imagery and machine learning to predict poverty. Science 353790–794 (2016).
Chi, G., Fang, H., Chatterjee, S. & Blumenstock, JE Micro-estimates of wealth for all low- and middle-income countries. Proc. Natl Acad. Sci. USA 119e2113658119 (2022).
Steele, JE et al. Mapping poverty using mobile phone and satellite data. JR Soc. Interface 1420160690 (2017).
Pokhriyal, N. & Jacques, D. Combining disparate data sources for improved poverty prediction and mapping. Proc. Natl Acad. Sci. USA 114E9783–E9792 (2017).
Huang, L., Hsiang, S. & Gonzalez-Navarro, M. Using satellite imagery and deep learning to evaluate the impact of anti-poverty programs. Preprint at https://arxiv.org/abs/2104.11772 (2021).
The World Bank. Access to electricity (% of population)—Uganda. https://data.worldbank.org/indicator/EG.ELC.ACCS.ZS?locations=UG (2021).
International Energy Agency (IEA). World energy outlook 2019 (2019).
International Energy Agency (IEA). Africa energy outlook 2019 (2019).
Lenz, L., Munyehirw, A., Peters, J. & Seivert, M. Does large-scale infrastructure investment alleviate poverty? Impacts of Rwanda’s electricity access roll-out program. World Dev. 8988–110 (2017).
Chakravorty, U., Emerick, K. & Ravago, M.-L. Lighting up the last mile: the benefits and costs of extending electricity to the rural poor. Resources for the Future Discussion Paper 16–22 (2016).
Dinkelman, T. The effects of rural electrification on employment: new evidence from South Africa. Am. Econ. Rev. 1013078–3108 (2011).
Lee, K., Miguel, E. & Wolfram, C. Does household electrification supercharge economic development? J. Econ. Perspective. 34122–144 (2020).
Lee, K. et al. Electrification for “under grid” households in rural Kenya. Dev. Eng. 126–35 (2016).
Bayer, P., Kennedy, R., Yang, J. & Urpelainen, J. The need for impact evaluation in electricity access research. Energy Policy 137111099 (2020).
Bernard, T. Impact analysis of rural electrification projects in sub-Saharan Africa. World Bank Res. Obs. 2733–51 (2012).
Jaeger, DA, Joyce, TJ & Kaestne, R. A cautionary tale of evaluating identifying assumptions: did reality TV really cause a decline in teenage childbearing? J. Bus. Econ. Stat. 38317–326 (2020).
Kahn-Lang, A. & Lang, K. The promise and pitfalls of differences-in-differences: reflections on 16 and Pregnant and other applications. J. Bus. Econ. Stat. 38613–620 (2020).
Sahn, DE & Stifel, D. Exploring alternative measures of welfare in the absence of expenditure data. Rev. Income Wealth 49463–489 (2003).
Filmer, D. & Scott, K. Assessing asset indices. Demography 49359–392 (2012).
In He, K., Zhang, X., Ren, S. & Sun, J Proc. European Conference on Computer Vision – ECCV 2016 (eds Leibe, B., Matas, J., Sebe, N. & Welling, M.) 630–645 (2016).
Athey, S., Bayati, M., Doudchenko, N., Imbens, G. & Khosravi, K. Matrix completion methods for causal panel data models. J. Am. Stat. Assoc. 1161716–1730 (2021).
Doudchenko, N. & Imbens, G. Balancing, regression, difference-in-differences and synthetic control methods: a synthesis. Preprint at https://arxiv.org/abs/1610.07748 (2016).
Jedwab, R. & Storeygard, A. The average and heterogeneous effects of transportation investments: evidence from Sub-Saharan Africa 1960–2010. J. Eur. Econ. Assoc. 201–38 (2022).
Uganda National Roads Authority. Connecting Uganda. https://www.unra.go.ug/home (2021).
Collins Bartholomew Ltd. Collins mobile coverage explorer (2014).
World Bank Group. Poverty maps of Uganda (2018).
World Bank Group. Uganda systematic country diagnosis: boosting inclusive growth and accelerating poverty reduction (2015).
Burlig, F. & Preonas, L. Out of the darkness and into the light? Development effects of rural electrification. Energy Inst. Haas WP 26826 (2016).
Lee, K., Miguel, E. & Wolfram, C. Experimental evidence on the economics of rural electrification. J. Polit. Econ. 1281523–1565 (2020).
Filmer, D. & Pritchett, LH Estimating wealth effects without expenditure data—or tears: an application to educational enrollments in states of India. Demography 38115–132 (2001).
Omulo, G., Banadda, N. & Kiggundu, N. Harnessing banana ripening process for banana juice extraction in Uganda. Afr. J. Food Sci. 6108–117 (2015).
Ministry of Energy and Mineral Development. Uganda’s Sustainable Energy for All (SE4ALL) initiative action agenda (2015).
Ugandan Energy Sector GIS Working Group. Distribution lines operational (2016) (2017).
Kingma, DP & Ba, J. Adam: a method for stochastic optimization. Preprint at https://arxiv.org/abs/1412.6980 (2017).
OpenStreetMap contributors. Planet dump retrieved from https://planet.osm.org (2019).
Goodman-Bacon, A. Difference-in-differences with variation in treatment timing. J. Econ. 225254–277 (2021).
Callaway, B. & Sant’Anna, PHC Difference-in-differences with multiple time periods. J. Econ. 225200–230 (2021).
Abadie, A., Diamond, A. & Hainmuelle, J. Synthetic control methods for comparative case studies: estimating the effect of California’s tobacco control program. J. Am. Stat. Assoc. 105493–505 (2010).