A dissertation statistics companion

Turn confusing stats output into clear, dissertation-ready results

Find the right statistical test for free, then turn the key values from your output into an APA 7 write-up, a plain-English explanation and charts.

Works with output from

SPSSjamoviJASPRStataExcel

Navigator: free, no account needed · Decoder: £15.99 one-time, no subscription

See what you get before you sign up

Here is an example Decoder result for an independent-samples t-test, using sample data. Tap a tab to look at each part.

1. You enter values from your output
Outcome
wellbeing score
Intervention
M 24.60 · SD 5.20 · n 30
Control
M 20.90 · SD 5.80 · n 30
t · df · p
2.60 · 58 · .012

Sample data for illustration only.

2. You get

APA 7 Paragraph

An independent-samples t-test was conducted to compare wellbeing score between Intervention (M = 24.60, SD = 5.20) and Control (M = 20.90, SD = 5.80). Results indicated a statistically significant difference, with Intervention scoring significantly higher than Control, t(58) = 2.60, p = .012, d = 0.67, 95% CI [0.85, 6.55].

Created by a PhD-qualified lecturer with expertise in dissertation methodology, statistical analysis and academic writing.

Start free. Upgrade when you have results to write up.

Two tools, one clear path. Here is exactly what each one includes and what it costs.

Start here

Test Navigator

Freeno account needed

Answer a few questions about your variables and research design, and the Navigator points you to the right test before you run anything.

  • Find which of the 22 tests fits your data
  • Parametric and non-parametric options, with a plain-English reason for each
  • Use it as often as you like

No account needed

One-time payment

Result Decoder

£15.99no subscription, no renewals

All 22 tests included, unlimited decodes.

Enter the key values from your SPSS, jamovi, JASP, R, Stata or Excel output and get:

  • APA 7 results paragraph
  • Plain-English explanation of what your result means
  • Effect sizes and confidence intervals, where they apply
  • Discussion sentence starters for your write-up
  • A "Defend this result" panel to practise explaining your finding and answering an examiner-style question
  • Charts for your results (download as PNG or SVG where available)
  • Every result saved as a draft or final, so you can come back to it

Create an account, then pay £15.99 at checkout. See our refund policy.

How it works

A clear, guided path from research question to a write-up you can explain and defend.

Step 1

Identify the right test

Answer a few questions about your research design and variables. We'll match you to the correct statistical test and explain why it fits.

Step 2

Enter your statistical results

Run the test in your own software, then copy the key values from your output table: means, SDs, test statistics, p-values, and related results.

Step 3

Get your write-up and explanation

Receive an APA 7 results paragraph, a plain-English interpretation of what the result means, and discussion sentence starters you can adapt. Where charts are produced, you can also download them as image files.

Step 4

Be ready to defend it

See what your result does and doesn't show, then practise answering an examiner-style question and compare your answer with a suggested one.

New: Defend this result

Don't just report your result. Be ready to defend it.

Supervisors and examiners ask what your result means, and what it doesn't. Every decoded result comes with an optional practice panel built from your own values.

What the result means

Your finding explained in plain terms, using only the values you entered.

Which values support it

The statistics behind your conclusion, and what each one shows.

What you can conclude, and the limits

What your output supports, the overclaim to avoid (such as implying cause) and the limits to acknowledge.

Practise an examiner question

Answer a likely question in your own words first, then compare it with a suggested answer.

Included with the Result Decoder for all 22 tests.

Free · New guide every week

Free Statistics Guides

Step-by-step guides to choosing statistical tests, interpreting results and reporting findings in APA 7. Free to read, no account needed.

Built for students like you

You don't need to be a statistician. You just need the right guidance.

Dissertation students working with quantitative data
Students using statistical software for the first time
Anyone who needs to interpret statistical output clearly
Students writing their results or findings chapter

Frequently asked questions

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Find your test for free. It only takes a few minutes and needs no account.

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