Using our transfer model, we can scalably and inexpen-sively construct ﬁne-grained poverty maps at the countryor even continent level. We evaluate this capability by es-timating a country-level poverty map for Uganda. We down-load over 370,000 satellite images covering Uganda and esti-mate poverty probabilities at 1km ×1km resolution with the