“…3 We collected administrative 2 For example, see Borenstein (2012) Shaffer (2020) for studies based on administrative energy billing data in the United States, Japan, and Canada. Recently, researchers started to collect such data in developing countries: Mexico (Davis, Fuchs and Gertler, 2014), South Africa Smith, 2015, 2020), Colombia (McRae, 2015a), Brazil (Costa and Gerard, 2018), and Kenya (Lee, Miguel and Wolfram, 2020). 3 Deryugina, MacKay and Reif (2020) emphasize this point and estimate two-year responses to electricity prices in Illinois.…”