Package: DecisionDrift 0.1.0
DecisionDrift: Detecting, Decomposing, and Stress-Testing Temporal Change in Repeated Decision Systems
Tools for detecting, decomposing, and stress-testing temporal drift in repeated binary decision systems. Complements the 'decisionpaths' package by shifting focus from path construction to system-level change over time. Implements five core analytic modules: (1) prevalence drift — did the overall decision rate change over time?; (2) transition drift — did the probability of switching or persisting change?; (3) entropy and stability trends — did path complexity evolve?; (4) group-differential drift — did the system drift differently across subgroups?; (5) change-point and regime-shift detection — did the system change abruptly after a policy or model update? Additionally provides a robustness module for testing stability of drift conclusions across analytic choices, and a sensitivity module for probing vulnerability to data problems including missingness, miscoding, and threshold shifts. Defines four original drift indices: the Decision Drift Index (DDI), Transition Drift Index (TDI), Group Differential Drift (GDD), and Cumulative Drift Burden (CDB). Applications include algorithmic audit, AI governance, education, health, and organisational research.
Authors:
DecisionDrift_0.1.0.tar.gz
DecisionDrift_0.1.0.zip(r-4.7)DecisionDrift_0.1.0.zip(r-4.6)DecisionDrift_0.1.0.zip(r-4.5)
DecisionDrift_0.1.0.tgz(r-4.6-any)DecisionDrift_0.1.0.tgz(r-4.5-any)
DecisionDrift_0.1.0.tar.gz(r-4.7-any)DecisionDrift_0.1.0.tar.gz(r-4.6-any)
DecisionDrift_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
DecisionDrift/json (API)
NEWS
| # Install 'DecisionDrift' in R: |
| install.packages('DecisionDrift', repos = c('https://causalfragility-lab.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/causalfragility-lab/decisiondrift/issues
Last updated from:f5d626ee42. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 129 | ||
| source / vignettes | OK | 157 | ||
| linux-release-x86_64 | OK | 120 | ||
| macos-release-arm64 | OK | 93 | ||
| macos-oldrel-arm64 | OK | 75 | ||
| windows-devel | OK | 85 | ||
| windows-release | OK | 73 | ||
| windows-oldrel | OK | 73 | ||
| wasm-release | OK | 103 |
Exports:dd_auditdd_builddd_changepointdd_entropy_trenddd_group_driftdd_indicesdd_prevalencedd_robustnessdd_sensitivitydd_transition
Dependencies:cligluelifecyclemagrittrpillarpkgconfigrlangtibbleutf8vctrs
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Run a Full DecisionDrift Audit | dd_audit |
| Build a Drift Panel Object from Panel Data | dd_build |
| Change-Point and Regime-Shift Detection | dd_changepoint |
| Detect Drift in Path Entropy and Decision Stability | dd_entropy_trend |
| Detect Group-Differential Drift | dd_group_drift |
| Compute All Four DecisionDrift Summary Indices | dd_indices |
| Detect Drift in Decision Prevalence Over Time | dd_prevalence |
| Robustness Analysis for Drift Conclusions | dd_robustness |
| Sensitivity Analysis for Drift Conclusions | dd_sensitivity |
| Detect Drift in Decision Transition Structure | dd_transition |
| Plot a dd_audit object | plot.dd_audit |
| Plot a dd_changepoint object | plot.dd_changepoint |
| Plot a dd_entropy_trend object | plot.dd_entropy_trend |
| Plot a dd_group_drift object | plot.dd_group_drift |
| Plot a dd_prevalence object | plot.dd_prevalence |
| Plot a dd_robustness object | plot.dd_robustness |
| Plot a dd_sensitivity object | plot.dd_sensitivity |
| Plot a dd_transition object | plot.dd_transition |
