- Define Research Objectives
- Identify the Type of Data (Quantitative or Qualitative)
- Choose an Appropriate Statistical Method
- Collect Data Accurately
- Perform Data Cleaning and Preparation
- Conduct Descriptive Statistics (Mean, Median, Standard Deviation)
- Apply Inferential Statistics (Hypothesis Testing, Regression, ANOVA)
- Use Statistical Software (SPSS, R, Python, Excel)
- Interpret Results in Context of Research Questions
- Validate Findings and Check for Errors
- Represent Data Visually (Graphs, Charts, Tables)
- Report and Discuss Statistical Findings Clearly
- Ensure Ethical Considerations in Data Analysis
- Avoid Misinterpretation of Results
- Seek Expert Guidance if Needed