In one embodiment, a system for generating a statistical analysis output is disclosed. The system receives and processes input from a user to perform statistical analysis and generate an output. The input includes at least one statistical variable from a plurality of statistical variables in a dataset, statistical modules adopted for analysis, and output formats. The system includes a processing unit configured to: automatically identify statistical variables in the dataset; automatically generate a program code for obtaining a variable distribution; select at least one statistical variable for statistical analysis; select one or more of the at least one statistical variable and automatically generate programs that implement the statistical functions for manipulating the variables; automatically perform statistical analysis based on the statistical modules by executing program codes associated with the modules; and automatically generate a program code for organizing outcomes of the statistical analysis into the user selected output formats.