One of the most common thresholds that researchers use for reject- ag a null hypothesis is 5 percent, which is often written in decimal form: '5. This probability is known as a significance level, and it represents the per bound for the likelihood of observing some pattern of data if the null hypothesis were true. Stick with me for a moment, because it’s not really that complicated.