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.

Demo and audit kit · Reproducible R and Quarto

Longitudinal Growth & Mixture Modeling

Explore six waves of simulated reading scores and see how trajectory class results change with modeling assumptions. The email download includes the audit report, R scripts, and a project scoping guide.

Explore the demo and audit kit →
Sample kit · Reproducible R and Quarto

Evaluation Report Reproducibility Package

Trace results in a synthetic grant evaluation back to the R analysis. Request the sample kit by email for the Word and HTML reports, analysis crosswalk, and ERIC submission checklist.

Explore the sample kit →
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 · 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.

Open worksheet →
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, plan a shorter version of a questionnaire, 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 checklist · Reproducible R and Quarto

Free Latent Profile Analysis Kit

See seven common LPA mistakes in a worked synthetic audit. Includes model comparisons, a classification error example, and reproducible R and Quarto code.

Get the free LPA kit →
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 →
Free scoping tool · Paid service

Survey & assessment shortening

Explore how a long questionnaire could be shortened while keeping the measurement precision your study needs. Choose a package, see an initial feasibility check, and download a scope summary. No participant data is entered; pricing is confirmed after a feasibility audit.

Explore shortening options →
Free simulator · StatPower

Short-form precision & power simulator

See how cutting items changes measurement precision, statistical power, and the sample size a study needs. Illustrative scenarios built from hypothetical items, not fitted item parameters.

Open the simulator ↗

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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