High Stakes Analytics Decision Lab
Build or review source-backed descriptive, diagnostic, predictive, and prescriptive...
Install
npx skills add limingrui679-design/high-stakes-analytics-decision-lab --skill high-stakes-analytics-decision-lab -g -a claude-code -y- Category
- Data and ML
- Updated
- 9d ago
- License
- MIT
- Context cost
- Mediumabout 2,077 tokens
- Runs scripts
- Yes, review before use
What it does
Build or review source-backed descriptive, diagnostic, predictive, and prescriptive analysis for consequential decisions. Use when an agent must profile and safely prepare uploaded data, turn a real dataset or research question into a reproducible study, investigate drivers without overstating causality, validate a model, compare feasible actions under dependent uncertainty and tail risk, trace every parameter to evidence and approval, or produce an answer-first analytical report across health, business, finance, policy, engineering, operations, behavioral science, AI, or planning.
High-Stakes Analytics & Decision Lab
Turn a real question into a defensible path from source evidence to analysis and, only when justified, bounded action. Keep observation, diagnosis, prediction, causal evidence, value judgments, and recommendation visibly separate.
Start here
Run the environment audit before an executable workflow:
python3 scripts/hsadl.py doctor
For a safe end-to-end setup example:
python3 scripts/hsadl.py demo --output-dir /absolute/path/to/demo
The demo is a synthetic engineering fixture. Never cite its values as empirical evidence.
Route before choosing a method
| Route | Primary question | Valid endpoint |
|---|---|---|
| Descriptive | What is happening? | Baseline report or evidence request |
| Diagnostic | Why might it be happening? | Explanations to test with a visible causal boundary |
| Predictive | What is likely next? | Validated prediction, negative validation, or do_not_deploy |
| Prescriptive | What should be done, if justified? | Bounded action, pilot, diligence, evidence request, or no recommendation |
When only a question is available, generate a blueprint instead of inventing results:
python3 scripts/hsadl.py route "How should limited review capacity be allocated?" \
--scope full --output-dir /absolute/path/to/blueprint
Read references/analytics-triad.md and references/method-routing.md when a
request is ambiguous or spans several routes.
