The sample is limited to companies in OECD, Colombia and BRICS countries, founded between 2000 and 2017. Total funding amounts exceeding USD 225 millions (99th percentile) are excluded to ensure that analyses are not driven by few companies receiving large deals. In columns 6 and 8, female start-ups is understood as start-ups with at least one female founder.