Acadata Insight Consult

Smart statistics tools for student research

Use these free tools to choose the right statistical test, understand what a p-value means, and pick the best chart for your data. Built for undergraduate, MSc, MPhil and PhD students.

Statistical Test Recommender

Select the options that best match your study design.

Your recommended statistical test

Note: this tool gives a general recommendation. Final test selection may still depend on assumptions, sample size, study design, and variable coding.

Need help running the test, interpreting the output, or writing your results? Acadata Insight Consult can help you clean your data, run the right analysis, create publication-ready tables and figures, and prepare for defense questions.

P-value Explainer

Enter your p-value and get a plain-language explanation you can understand.

P-value explanation

Want help interpreting your SPSS, R, Stata, or Excel output correctly? We can help you explain significance, confidence intervals, effect sizes, tables, charts, and result write-up for your thesis.

Chart Chooser

Answer a few quick questions to find the most suitable chart for your data.

Recommended chart

Need a clean, thesis-ready chart made for your results section? We can design publication-style charts, tables, and figure legends that are clear, professional, and easy to defend before supervisors.

Tips for students

Important reminders when using statistics tools.

  • A p-value does not tell you how large or important an effect is.
  • The best chart depends on your message, not just the dataset.
  • The right statistical test still depends on assumptions and study design.
  • Always combine statistical significance with subject-matter interpretation.