Early data analysis techniques were oriented toward extracting quantitative and statistical data characteristics. Sociologists developed new types of quantitative and qualitative research methods. The study employs both quantitative and qualitative components. Recommendations were based on findings from qualitative and quantitative research. Information processing theory combines elements of both quantitative and qualitative development. Mass spectrometry has both qualitative and quantitative uses. Communication researchers draw upon a variety of qualitative and quantitative techniques. These differences tend to be quantitative rather than qualitative. It is important to measure progress making use of quantitative and qualitative indicators. Typically, it encompasses concepts such as paradigm, theoretical model, phases and quantitative or qualitative techniques. Standards are set in both quantitative and qualitative terms. The result is quantitative and qualitative changes in behavior. Bibliometrics is a field of statistics used to provide quantitative analysis of academic literature. Data quality refers to the state of qualitative or quantitative pieces of information. They are also vital in the development of sensitive quantitative and qualitative immunoassays.