System Dynamics Tutorials
A data science reboot of MIT’s Road Maps self-study series
Acknowledgement
These tutorials derive from the Road Maps curriculum, developed by the System Dynamics in Education Project (SDEP) at MIT under the direction of Professor Jay Forrester. With the rapid growth of data science, the purpose of this series is to place the power of SD in the hands of a new generation of analysts and data scientists through supplementary tutorials and reproducible code in R. Personal thanks to Lees Stutz of the Creative Learning Exchange (CLE) for introducing me to the Road Maps curriculum and supporting my own SD journey.
Tutorials
| Tutorial | Key concept |
|---|---|
| First-Order Positive Feedback | Exponential growth |
| Behavior of Positive Feedback Systems | Sensitivity analysis |
| First-Order Negative Feedback | Goal-seeking / exponential decay |
| Closing the Gap | Asymptotic growth and decay |
| S-Shaped Growth | Combined positive and negative feedback |
| S-Shaped Growth — SIS Epidemic | Two-stock epidemic structure; product-driven nonlinearity |
| Sustained Oscillation — The Pendulum | Two-stock cross-coupled structure |
| Damped Oscillations — The Real Pendulum | Friction as a structural factor |