The growing body of creativity research has raised several challenging issues with regard to the measurement of this construct. This paper aims to provide a review of current challenging methodological issues related to measuring creativity. Five methodological issues are discussed: selecting measurement instruments, sampling, testing conditions, psychometric properties and domain-generality/specificity of creativity. This paper reveals that there remain a number of unresolved issues and serious questions surrounding the measurement of creativity. Research gaps and suggestions for future research are discussed.