Highlights•Brazilian cash transfer participants of the Bolsa Familia program spend more on food.•Recipients do not spend more on unhealthy products, such as packaged foods.•There is no increase in alcohol or tobacco products purchased.•Machine learning algorithms improve the propensity score estimation of the model.