This paper reviews the development of measurement instruments from psychometric point of view. In the beginning, the history of testing and measurement is discussed. Several measurement-related concepts such as measurement scales and various correlation coefficients are reviewed. In addition, this paper presents reliability, validity, the procedures of establishing measurement instruments, and quantitative analysis on test items from the perspectives of classical test theory. Finally, a modern test theory-item response theory is introduced.