Run the Correct Statistical Test — Get a Publication-Ready Report You Can Defend

No. Academic Stats Agent is a statistical tool, just like SPSS, R, or a calculator. It runs real computations on your data — it does not write your thesis for you. You still interpret the results and draw your own conclusions. Using software to perform calculations is standard academic practice, and every statistics textbook expects you to use a tool for this purpose. Universities accept results from SPSS and R; our tool uses the same engines (scipy, statsmodels) behind peer-reviewed research.

The results are computed with the same published formulas used by SPSS and R, and you can verify any result by running the same test in those tools. The APA-7 reports follow the exact formatting standards most universities require. Whether a professor accepts the output depends on your institution's policy on software tools — but the mathematics are the same as in any accepted package. The report cites exact library versions in the Methods section for full transparency.

ChatGPT and other generative AI tools produce text, not calculations. They can generate plausible-looking statistical output but don't perform actual computations on your data. They may fabricate p-values, correlation coefficients, or effect sizes with no factual basis. You can't tell when it's wrong, but your examiner can. Academic Stats Agent runs real statistical tests on your actual data — every result is deterministic, verifiable, and you can reproduce in SPSS or R.

SPSS and R are excellent tools — if you already know which test to run, how to check assumptions, and how to interpret the output. That takes weeks to learn, and your deadline may be in days. SPSS also requires an expensive license. Academic Stats Agent selects the correct test for you, checks assumptions automatically, and explains the results in plain language — no installation, no syntax, no prior knowledge needed.

Yes. Uploaded files are processed exclusively on our secure server and never shared with any third party. All data is automatically deleted 7 days after upload. We don't access or use your file contents for any other purpose. Unlike ChatGPT, where your data becomes part of the provider's training data, your research data stays completely confidential.

Free analyses give you the statistical results — the numbers, significance levels, assumption checks, and test outcomes. You can run every test we offer as many times as you want at no cost. The paid statistical report adds a formatted, publication-ready APA-7 document with proper tables, 10+ figures (histograms, Q-Q plots, forest plots), effect sizes with magnitude labels, confidence intervals, and a ready-to-use Methods section. It saves you hours of formatting. Report cost depends on the number and type of tests included — you pay per credit, with packs starting from €4.90.

Academic Stats Agent is built on scipy and statsmodels — the same computation engines behind thousands of peer-reviewed research papers. The tool is deterministic: run the same data twice and you get the same result every time. Every number in your results is calculated, never generated — so the statistics themselves cannot be hallucinated. The AI selects the test and explains the output; its reasoning is always shown so you can verify it. You can verify any result by running the same test in SPSS or R; the numbers will match.

You can run t-tests (independent and paired), ANOVA, chi-square, Pearson and Spearman correlations, linear and logistic regression, Mann-Whitney, Wilcoxon, Kruskal-Wallis, Cronbach's alpha, normality tests (Shapiro-Wilk), and more. The app automatically checks assumptions (normality, homogeneity of variance) and switches to the appropriate non-parametric alternative when needed. The list of available analyses is continuously expanding.