While probit analysis is a powerful tool, alternatives such as logit analysis and Weibull analysis may be used depending on the data characteristics and research objectives. Logit analysis, for example, is similar to probit but uses the logistic function instead, and may be more suitable when binary outcomes display a logistic distribution.