synopsis for best analysis views for this type research would be Data analysis is the process of collecting data to gain new insights and then using that interpretation to obtain fresh perspectives, experiences, and viewpoints with new data ( Hesse-biber et al., 2019). It's crucial to understand that this is an iterative process that demands patience and commitment. Qualitative studies produce significant data that needs to be described and analyzed to comprehend the subject under study. The analysis allows for refining initial findings and identifying patterns and relationships in the data through techniques like multiple regression and variances ( Lacey & Luff, 2001). When selecting a data analysis method for a study, it's vital to ensure that the research question, objective, and aim are clearly defined in the study to choose a suitable method. The chosen method should align with the overall study and be best suited for the desired level of analysis depth. One type of data that would be suitable for a qualitative mock research study would be Grounded theory. This analysis uses data to develop new theories based solely on data, including coding and comparison. Grounded theory also heavily weighs each participant's experiences to understand their viewpoints when examining the development of new theories. In my mock study, previous employers in a federal government agency's experiences and viewpoints play a vital role in understanding agency retention rates. This analy