Tools & Workflows

Practical tools for better research decisions.

Free calculators, results formatters, and planning worksheets, plus paid workflow bundles for research labs. Free resources require no sign-up; annual lab licenses are scoped through a consultation.

Plan your study or evaluation

Define the question, choose measures, and plan the sample and analysis before collecting data.

Free calculators · 5 tools

Power & sample-size calculators

Solve for the sample size a study needs, or the power a planned sample already has — for t tests, one-way ANOVA, correlation, and chi-square, plus a multilevel/cluster-randomized-trial MDES calculator with sensitivity charts and a proposal-ready methods paragraph.

Open the calculators →
Free worksheet · Printable

Analysis-planning worksheet

Connect your research question to outcomes, comparisons, repeated measurements, clustering, missing data, and reporting. Includes a fictional longitudinal-study example.

Open worksheet → Download HTML Read the guide →

Free · Printable checklist

Consulting Proposal Checklist

Compare scope, deliverables, fees, revisions, and data handling before choosing statistical support.

Open checklist → · Download HTML

Free · Printable worksheet

Analysis Troubleshooting Worksheet

Document an analysis problem, checks attempted, assumptions, and the next defensible decision.

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Free worksheet · Printable

Nonprofit evaluation plan

Plan evaluation questions, measures, data responsibilities, reporting, and budget. Includes a fictional employment-support example and a blank worksheet.

Open worksheet → Download HTML Read the guide →

Review measurement and model performance

Check the evidence behind questionnaire scores and compare AI models on shared evaluation items.

Free checklist · Printable

Measurement-review checklist

Review questionnaire purpose, instrument versions, adaptations, scoring, and evidence for intended uses. Includes a fictional example and a blank review worksheet.

Open checklist → Download HTML Read the guide →
Free calculator · AI evaluation

Is model A really better than model B?

Compare two AI models scored on the same eval items: the accuracy gap with a confidence interval and a paired McNemar test, plus Python and R code that reproduces the result. Enter counts or paste per-item results; checked against R and SciPy.

Compare two models →

Report your results

Format statistical results and check whether reported test statistics and p-values agree.

Free formatters · 9 tools

APA 7 results formatters

Turn a t test, ANOVA, correlation, regression, chi-square, descriptives, reliability, or nonparametric result into a clean, copy-ready APA 7 sentence — plus a standalone check for a reported p-value, the same class of check as the statcheck R package. Every formatter recomputes what it can and preserves italics when pasted into Word or Google Docs.

Open the formatters →

Paid lab licenses · Pilot inquiries

Analysis workflows for research labs

Equip your lab with editable R Markdown workflows, synthetic worked examples, diagnostics, and reporting guidance from Dissertation Stats Helper. Annual lab licenses bundle workflows around your team's research methods, with scope and support agreed before purchase.

Explore lab workflow bundles →

More from DASS

Free · Runs in your browser

StatPower

A standalone power and sample-size planner for two means, one-sample or paired means, correlation, and two proportions, with a live power curve and a copyable reporting sentence. Its t-test results match R exactly.

Visit statpower.org ↗
Free

AskStats

Stuck on a statistics question? Send it to the DASS team, or use the free test chooser to find the right analysis for your data.

Visit askstats.net ↗

More tools are coming

A reporting-completeness checker is next — a quick scan for the kind of thing that usually means digging up an old textbook or bugging a colleague.

Flagged something you can't account for?

Statistical and methods QA for manuscripts, dissertations, and grant proposals — a free 30-minute consult to talk through what the tool found.

Describe the result or question you need help interpreting. Include the tool name if it is not listed, your project type, and any deadline. Please leave out participant records and confidential information.

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