Side by side
Bayes Toolbox vs KonFound-It!
Both stand on statistical analysis software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Free plan LinuxMac
Bayes Toolbox combines common Bayesian model types with utilities, tutorials, and outputs suited to PyMC and ArviZ workflows. Verify Python compatibility and model assumptions before installation.
Visit Bayes Toolbox Free plan Web
KonFound-It! offers several free routes for sensitivity analysis, from a browser app to R and Stata tools. Its documented model gaps and ITCV caveat matter when selecting methods for a specific analysis.
Visit KonFound-It!The facts
| Bayes Toolbox | KonFound-It! | |
|---|---|---|
| Free plan | Yes | Yes |
| Open source | Not published | Not published |
| Runs on | Linux, Mac | Web |
| Lowest paid plan | Free or on request | Not published |
| Plans published | 1 | None |
| Maker | Not published | Not published |
| Website | hyosubkim.github.io | konfound-it.org |
| On statistical analysis software | #65 of 106 | #61 of 106 |
Bayes Toolbox: what it does well
- Free under the MIT License
- Covers regression and ANOVA-style models
- Returns PyMC and ArviZ objects
- Includes notebooks and tutorials
- Supports Jupyter kernel setup
What to know first
- Pip installation fails on Python 3.12 or newer
- Models mostly use diffuse priors
- Requires Aesara, ArviZ, NumPy, pandas, and PyMC
KonFound-It!: what it does well
- Free browser app runs without installation
- Provides R and Stata analysis tools
- Includes RIR and ITCV methods
- Offers What Works Clearinghouse benchmark analyses
- R package is MIT licensed
What to know first
- No dedicated multinomial-outcome module
- Machine-learning and fixed-effects models are under development
- ITCV needs caution with non-OLS standard errors
Alternatives to Bayes Toolbox Alternatives to KonFound-It! The whole list