when it comes to chance, there is variability- researcher must decide if data collected is strong enough before rejecting the alternate hypothesis, even in a well-controlled experiment, there will always be some natural variability in the data collected- researchers use probability to minimise the chance that they reject the null and accept an alternative in error due to natural variability