Head-to-head · Statistics Learning Software
Integrated Statistics Learning Environment (ISLE) vs Conceptual Learning with Interactive Applets
Integrated Statistics Learning Environment (ISLE) leads on 0 checks, Conceptual Learning with Interactive Applets on 1, and 4 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreIntegrated Statistics Learning Environment (ISLE) · 9.3/10
- Free planonly Conceptual Learning with Interactive Applets
Integrated Statistics Learning Environment (ISLE) scores higher on our rubric for statistics learning software: 9.3 against 9.1 out of 10; our editors rank them #1 and #3.
Conceptual Learning with Interactive Applets offers free plan; Integrated Statistics Learning Environment (ISLE) doesn't publish it.
Integrated Statistics Learning Environment (ISLE) is the better fit for instructors teaching statistics through active analysis. Conceptual Learning with Interactive Applets is the better fit for visualizing statistics concepts in class.
- Integrated Statistics Learning Environment (ISLE) fits best
Instructors teaching statistics through active analysis
- Conceptual Learning with Interactive Applets fits best
Visualizing statistics concepts in class
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Side by side
| Feature | Integrated Statistics Learning Environment (ISLE) 9.3/10 Visit ↗ | Conceptual Learning with Interactive Applets 9.1/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 9.3 | 9.1 |
| Ranking | #1 in Statistics Learning Software | #3 in Statistics Learning Software |
| Best for | Instructors teaching statistics through active analysis | Visualizing statistics concepts in class |
| Pricing model | Free | Free |
| Starting price | Not published | Not published |
| Free plan | Not published | ✓ (best) |
| Free trial | — | — |
| Deployment | Self-hosted, Desktop | Cloud |
| Platforms | Web | Web |
| Support | Email, Docs | Email, Docs |
| Built for | Mid-market, Enterprise | Solo, Small business, Mid-market |
| Features Integrated Statistics Learning Environment (ISLE) 4/4 · Conceptual Learning with Interactive Applets 4/4 | ||
| Guided lessons | ✓ | ✓ |
| Statistics simulations | ✓ | ✓ |
| Probability experiments | ✓ | ✓ |
| Classroom tools | ✓ | ✓ |
| Specs | ||
| Supported platforms | web browser; desktop application | web |
| Our review | ||
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| Our verdict | ISLE is an open-source statistics learning environment developed by Carnegie Mellon University's Statistics & Data Science community. It is designed for instructors who want students to explore data and practice statistical reasoning,… Read the review → |
Conceptual Learning with Interactive Applets is a University of Melbourne educational resource for teaching and learning undergraduate mathematics and statistics. Its browser-based GeoGebra applets are suited to instructors demonstrating… Read the review → |
Strengths and trade-offs
Integrated Statistics Learning Environment (ISLE) — where it wins
- Combines interactive lessons, probability simulations, and no-code data exploration
- Supports group analysis, peer review, chat, and classroom response tools
- Lets instructors author lessons and review reproducible analysis logs
Where it doesn't
- The project is described as a beta system under active development
- Lesson authoring with HTML, CSS, and JavaScript may require technical skills
- Self-hosted deployment and classroom setup may require instructor or institutional support
Conceptual Learning with Interactive Applets — where it wins
- Interactive applets cover probability, sampling, inference, regression and ANOVA.
- Visualizations explore confidence intervals, p-values and statistical power.
- Instructor notes and tutorial activities support teaching and student review.
Where it doesn't
- The collection focuses on learning concepts rather than broader classroom management.
- Applets run on the web, with no other supported platform listed.
- Its listed support channels are email and documentation.
- Integrated Statistics Learning Environment (ISLE)9.3/10 · Open source
An open-source teaching environment that pairs statistics instruction with collaborative analysis.
Visit ISLEFull verdict → - Conceptual Learning with Interactive Applets9.1/10 · Free plan
A free, browser-based collection for visualizing core statistics concepts in class.
Visit the appletsFull verdict →
More comparisons
- Integrated Statistics Learning Environment (ISLE) vs SOCR (Statistics Online Computational Resource)
- Integrated Statistics Learning Environment (ISLE) vs SticiGui
- Integrated Statistics Learning Environment (ISLE) vs WISE
- Integrated Statistics Learning Environment (ISLE) vs Seeing Theory
- Integrated Statistics Learning Environment (ISLE) vs Brilliant
- Integrated Statistics Learning Environment (ISLE) vs Stat Trek
- SOCR (Statistics Online Computational Resource) vs Conceptual Learning with Interactive Applets
- Conceptual Learning with Interactive Applets vs SticiGui
All statistics learning software comparisons → · Full ranking →
Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update