About Dr. Natalie Crowder
PhD in Statistics. 12+ years helping students analyze survey and experimental data.
Dr. Natalie specializes in complex statistical techniques for dissertations, theses, and research papers. She is proficient in multivariate analysis, factor analysis, ANOVA, and predictive modeling using SPSS, R, Minitab, SAS, and Python. She has helped over 500 students and researchers turn raw data into actionable insights.
Recent Articles
How to Do a Normality Test in SPSS
Before you run many statistical tests in SPSS, you may need to check whether your data are approximately normally distributed.…
How to Reverse Code in SPSS: A Practical Guide for Accurate Survey Analysis
Working with survey data often looks straightforward until the results begin to feel inconsistent. You may notice that your scale…
How to Report Descriptive Statistics in APA
Descriptive statistics are often the first results you report in a dissertation, thesis, research paper, or class project. They help…
