Every statistic,
fully verifiable.
SKARI provides the R and Python code behind every result — so you can reproduce, verify, and trust the numbers.
Statistics you can
actually verify.
Most tools give you a number and ask you to trust it. SKARI gives you the number and the exact code that produced it — in R and Python — so you can run it yourself and confirm the result is correct.
- R and Python code delivered with every analysis
- Code matches the exact method and parameters used
- Run the code yourself and get the same result
- No proprietary black-box calculations
p-value
0.023
F-statistic
5.41
R²
0.74
model <- lm(y ~ x1 + x2, data)
summary(model)
# F(2,47) = 5.41, p = 0.023, R² = 0.74
Reproducibility is
the standard.
In science, a result that cannot be reproduced is not a result. SKARI is built around this principle: every analysis produces code you can take to your own R or Python environment and run independently — getting the exact same output.
- Take the code to any R or Python environment
- Results are identical whether run in SKARI or locally
- Share both your findings and the code behind them
- Meets academic and professional reproducibility standards
Your data
CSV / Excel
SKARI runs analysis
Transparent process
R & Python code
Exact code used
Re-run yourself
Same result
Transparency builds
trust.
When you share your analysis, your audience should be able to verify your work — not just take your word for it. By providing the underlying code, SKARI makes your statistical work auditable, credible, and defensible.
- Auditable: reviewers can inspect the exact code
- Credible: results backed by standard R/Python libraries
- Defensible: every number has a traceable source
- Shareable: send results and code together
Other tools vs. SKARI
Statistics you can
stand behind.
Run your analysis with SKARI and get the results, the R & Python code, and a professional report — all at once.