Normality check
Shapiro-Wilk: p = 0.34, 0.41
Both groups normal.
Parametric test path selected.
Research-grade statistical review
Statistical integrity
for research.
When the statistics are right,
you can focus on the science.
Proof behind every result
Every figure comes with
a complete audit trail.
Licklider doesn't just make figures.
It shows you why each one is correct.
Pseudoreplication check
Subject-like columns detected and evaluated.
No repeated observations across groups found.
Independence confirmed.
Outlier sensitivity
1 outlier detected in Treatment group.
| With outlier | Without outlier | |
|---|---|---|
| p value | 0.012 | 0.008 |
| Cohen's d | 0.81 | 0.85 |
Test selection
Levene's test: p = 0.31
Variance difference detected.
Switched from Student's to Welch's.
Why Welch, not Student's
Levene's test detected unequal variance.
Student's t-test would inflate Type I error here.
Welch's is valid regardless of variance equality.
Error bar semantics
95% CI selected and confirmed.
Export blocked if unselected.
Multiple comparisons
Single primary comparison.
No correction required.
Audit trail
Every decision above was recorded automatically.
Timestamp, method, rationale — all exportable.
Research teams under review
Trusted by researchers
who need to be right.
"Licklider caught a pseudoreplication issue we would have otherwise missed. The audit trail made review much easier."
"We used to spend hours checking test selection. Now we spend that time interpreting the results."
"The export package answers the questions reviewers usually ask before they ask them."
"Licklider caught a pseudoreplication issue we would have otherwise missed. The audit trail made review much easier."
"We used to spend hours checking test selection. Now we spend that time interpreting the results."
"The export package answers the questions reviewers usually ask before they ask them."
Built for real review pressure
Built for research that
can't afford to be wrong.
Real Statistical Engines
Not a language model.
Licklider runs real statistical engines.
Assumptions are checked automatically.
Results are reproducible exactly.
Visible Reasoning
Not a black box.
Every choice Licklider makes, from test selection to correction logic, is visible.
The reasoning stays logged, reviewable, and exportable.
Confidential Research
Your data stays yours.
Licklider is built for confidential research workflows.
Analysis decisions stay visible to the researcher.
Exports remain traceable and reviewable.