The paper uses data on the Indian rural branch expansion program to provide empirical evidence on the notion that lack of access to finance is often cited as a key reason for why poor people remain poor. Estimates suggest that the Indian rural branch expansion program significantly lowered rural poverty, and increased non-agricultural output.