100 years of data is not enough to establish reliable drought thresholds

•Thresholds determined from historical records can have large uncertainties.•These uncertainties are magnified when records are short.•Record length needed to control uncertainty is longer than is generally acknowledged.•Research findings should include analysis of uncertainties due to short records.