Data Analysis Data analysis is the process of systematically applying statistical and/or logical techniques to describe and illustrate, condense, summarize, and evaluate the data (Data Analysis, n.d.) . An essential component of ensuring data integrity is the accurate and appropriate analysis of research findings; Improper statistical analyzes distort scientific findings, mislead casual readers, and can negatively influence public perceptions of research (Data Analysis, n.d.). By the time you get to analyzing your data, most of the really hard work has already been done. The purpose of data analysis is to obtain actionable and useful information. Analysis, whether the data is qualitative or quantitative, can: describe and summarize the data, identify relationships between variables, compare variables, identify the difference between variables, or predict outcomes (Develop A Research Proposal, n.d.). When it comes to data analysis, some believe that statistical techniques are only applicable for quantitative data, but there are many statistical techniques that can also be applied to qualitative data (Develop A Research Proposal, n.d.). Statistical Analysis TestsMost studies and research questions can be attempted through numerous tests. The test a researcher uses depends on the type of research question asked. Other determining factors are the type of data analyzed and the number of groups or datasets involved in the study. The next section will describe three different statistical analysis tests and compare and contrast them. A t-test is a statistical analysis test that has three types. A one-sample t-test allows researchers to test whether a sample mean (of a normally distributed mean across... half of the article......re reviews is similar, but the significance it has on both does not is. Quantitative research requires thorough and well-organized reviews for researchers to provide further research on the topic. As for qualitative research, it is not necessary to conduct such a systematic background research comes the data collection forms essay discussed the process of creating a questionnaire. How the questionnaire is developed depends on the type of research being studied. Researchers need to analyze the data. Many techniques are used to analyze the data types that have their own types have been mentioned above. These provide researchers with ways to analyze the data of the research conducted to find an answer to the question.