Matching the analysis to your design, variables, and assumptions before any software runs.
STATISTICS & DATA
Statistics coaching that makes the method make sense.
Most statistics marks are lost not in the calculation but in choosing the wrong test or overstating the result. We help you pick the method that fits your design, read the output correctly, and explain what it does and does not show.
WHAT WE HELP WITH
The work statistics & data actually sets.
Start with the material already on your screen. A specialist who knows the field meets it at the right level.
Running the analysis, reading the output, and understanding each number it produces.
Reporting results in the correct style, with effect sizes and honest limitations.
Planning and carrying out the statistical work behind a research project.
WHERE STUDENTS GET STUCK
The sticking points we know well.
- Choosing a test that fits the data
- Checking assumptions before interpreting
- Reporting effect sizes, not just p-values
- Reading software output correctly
- Explaining results in plain language
REFERENCING
Reporting style depends on your discipline, most often APA for its detailed rules on statistical notation and tables.
WHERE COACHING ENDS
We coach method selection, analysis, and interpretation. We do not run your analysis and hand you results to submit as your own understanding.
How do I know which statistical test to use?+
We help you match the test to your design, variable types, and assumptions before you run anything, which is where most marks are won or lost.
Can you help with SPSS, R, or Python output?+
Yes. We help you run the analysis and, crucially, read and explain every number it produces so you can defend it.
Do you report results in APA style?+
When your discipline requires it, yes, including statistical notation, tables, and effect sizes.
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