Best forestci Alternatives in 2026
The top forestci alternatives are R, Stata and IBM SPSS Statistics: 15 statistical analysis software our editors would look at instead of forestci, in our ranking order.
forestci: A focused Python add-on for estimating uncertainty in scikit-learn random-forest predictions. Where it falls short: focused on random-forest uncertainty rather than broad statistical analysis.
Switching from forestci? For most statistical analysis software buyers the best forestci alternative is R, built for broad, extensible statistical computing.
Why People Look for a forestci Alternative
- Focused on random-forest uncertainty rather than broad statistical analysis
- Requires Python code and fitted scikit-learn forest models
- Self-hosted library, not a hosted statistical-analysis application
- No statistical tests — 14 of the alternatives below have it
- No bayesian analysis — 6 of the alternatives below have it
Quick Picks by What You Need
All 15 forestci Alternatives, Ranked
Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.
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Best forBroad, extensible statistical computing
- Better than forestci:
- Statistical tests
- Editor score 9.4 vs 3.0
A free, programmable environment for statistical analysis, modeling, visualization, and data import.
- Regression models
- Statistical tests
- Scripting support
9.4/10★★★★★Visit R -
Best forProfessional, reproducible applied analysis
- Better than forestci:
- Statistical tests
- Bayesian analysis
- Editor score 9.3 vs 3.0
A broad, scriptable desktop environment for professional and reproducible applied analysis.
- Bayesian analysis
- Regression models
- Statistical tests
9.3/10★★★★★Visit Stata -
Best forEstablished all-purpose statistical analysis
- Better than forestci:
- Statistical tests
- Editor score 9.2 vs 3.0
A broad desktop statistics suite with testing, modeling, forecasting, reporting, and R/Python integration.
- Regression models
- Statistical tests
- Scripting support
9.2/10★★★★★Visit IBM SPSS -
Best forEnterprise predictive modeling and forecasting
- Better than forestci:
- Editor score 9.1 vs 3.0
A broad SAS Viya analytics platform for enterprise modeling, forecasting and model operations.
9.1/10★★★★★Visit SAS -
Best forFree Bayesian and frequentist analysis
- Better than forestci:
- Statistical tests
- Bayesian analysis
- Editor score 9.0 vs 3.0
A free desktop statistics package combining drag-and-drop analysis with R-based workflows.
- Bayesian analysis
- Regression models
- Statistical tests
9.0/10★★★★☆Visit JASP -
Best forAccessible analysis with R extensibility
- Better than forestci:
- Statistical tests
- Bayesian analysis
- Editor score 8.9 vs 3.0
Accessible point-and-click statistics with R extensibility and reproducible projects.
- Bayesian analysis
- Regression models
- Statistical tests
8.9/10★★★★☆Visit jamovi -
Best forOrganizations needing deep SAS statistical procedures
- Better than forestci:
- Statistical tests
- Bayesian analysis
- Editor score 8.8 vs 3.0
A broad SAS toolkit for organizations that need advanced statistical procedures.
- Bayesian analysis
- Regression models
- Statistical tests
8.8/10★★★★☆Visit SAS -
Best forInteractive quality and experimental analysis
- Better than forestci:
- Statistical tests
- Editor score 8.7 vs 3.0
A mature desktop option for interactive quality and experimental analysis.
- Regression models
- Statistical tests
- Scripting support
8.7/10★★★★☆Visit JMP -
Best forAdvanced econometrics and time series
- Better than forestci:
- Statistical tests
- Bayesian analysis
- Editor score 8.6 vs 3.0
A focused desktop suite for advanced econometrics, time-series analysis, and forecasting.
- Bayesian analysis
- Regression models
- Statistical tests
8.6/10★★★★☆Visit EViews -
Best forPublication-ready biomedical statistics
- Better than forestci:
- Statistical tests
- Editor score 8.5 vs 3.0
A focused statistics and graphing suite for publication-ready biomedical research.
- Regression models
- Statistical tests
- Scripting support
8.5/10★★★★☆Visit GraphPad Prism -
Best forEnterprise visual modeling and statistical exploration
- Better than forestci:
- Statistical tests
- Editor score 8.4 vs 3.0
A visual and programmable modeling environment for teams developing and assessing statistical models.
- Regression models
- Statistical tests
- Scripting support
8.4/10★★★★☆Visit SAS -
Best forIndustrial quality and process analytics
- Better than forestci:
- Statistical tests
- Bayesian analysis
- Editor score 8.3 vs 3.0
A broad statistical toolkit for industrial quality teams with a high annual starting price.
- Bayesian analysis
- Regression models
- Statistical tests
8.3/10★★★★☆Visit Minitab -
Best forStatistical analysis with Spotfire deployment
- Better than forestci:
- Statistical tests
- Editor score 8.2 vs 3.0
A broad statistical toolkit with scripting, R integration, and Spotfire deployment.
- Regression models
- Statistical tests
- Scripting support
8.2/10★★★★☆Visit Spotfire -
Best forBroad Windows statistical and quality analysis
- Better than forestci:
- Statistical tests
- Editor score 8.1 vs 3.0
A broad Windows toolkit for statistics, quality analysis, modeling, and machine learning.
- Regression models
- Statistical tests
- Scripting support
8.1/10★★★★☆Visit Statgraphics -
Best forFree ecological and multivariate analysis
- Better than forestci:
- Statistical tests
- Editor score 8.0 vs 3.0
A free desktop package for ecological, biological and multivariate analysis.
- Regression models
- Statistical tests
- Scripting support
8.0/10★★★★☆Visit PAST
forestci Alternatives: Common Questions
What is the best alternative to forestci?
R: #1 in our Statistical Analysis Software ranking, with an editor score of 9.4 out of 10. A free, programmable environment for statistical analysis, modeling, visualization, and data import.
Is there a free alternative to forestci?
Yes. R, JASP, jamovi, EViews and PAST have a free plan or a free tier.
Why do people look for forestci alternatives?
Focused on random-forest uncertainty rather than broad statistical analysis; Requires Python code and fitted scikit-learn forest models; Self-hosted library, not a hosted statistical-analysis application.
How do I switch from forestci?
Export your data from forestci (most tools have an export in their settings). Sign up for the alternative; start on its free plan or trial if it has one. Import your export and set up the integrations your team relies on. Run both side by side for a short while, then cancel forestci.
How to Switch from forestci
- Export your data from forestci (most tools have an export in their settings).
- Sign up for the alternative; start on its free plan or trial if it has one.
- Import your export and set up the integrations your team relies on.
- Run both side by side for a short while, then cancel forestci.
forestci vs Each Alternative
| # | Tool | Free plan | Paid from | Deployment | Statistical tests | Regression models | Scripting support | Score |
|---|---|---|---|---|---|---|---|---|
| 80 | forestci | Yes | Free | No | Yes | Yes | 3.0 | |
| 1 | R | Yes | Free | Desktop | Yes | Yes | Yes | 9.4 |
| 2 | Stata | No | $175/user/yr | Desktop | Yes | Yes | Yes | 9.3 |
| 3 | IBM SPSS Statistics | No | Desktop | Yes | Yes | Yes | 9.2 | |
| 4 | SAS Advanced Analytics | 9.1 | ||||||
| 5 | JASP | Yes | Free | Desktop | Yes | Yes | Yes | 9.0 |
| 6 | jamovi | Yes | Both | Yes | Yes | Yes | 8.9 | |
| 7 | SAS/STAT | Both | Yes | Yes | 8.8 | |||
| 8 | JMP | No | Desktop | Yes | Yes | Yes | 8.7 | |
| 9 | EViews | Yes | $700 one-time | Desktop | Yes | Yes | Yes | 8.6 |
| 10 | GraphPad Prism | No | $142/user/yr | Both | Yes | Yes | Yes | 8.5 |
| 11 | SAS Visual Statistics | Cloud | Yes | Yes | Yes | 8.4 | ||
| 12 | Minitab Statistical Software | No | $2,394/user/yr | Both | Yes | Yes | Yes | 8.3 |
| 13 | Statistica | No | Both | Yes | Yes | Yes | 8.2 | |
| 14 | Statgraphics Centurion | No | Desktop | Yes | Yes | Yes | 8.1 | |
| 15 | PAST | Yes | Free | Desktop | Yes | Yes | Yes | 8.0 |
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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