{"repo":"limingrui679-design/high-stakes-analytics-decision-lab","free":true,"listed":false,"github":"https://github.com/limingrui679-design/high-stakes-analytics-decision-lab","clone":"git clone https://github.com/limingrui679-design/high-stakes-analytics-decision-lab.git","description":"A platform-neutral analytical Skill that profiles messy data, selects case-adaptive methods, and produces source-backed visual reports for high-stakes decisions.","language":"Python","stars":277,"topics":["agent-skills","analytics","data-quality","decision-science","python","reproducible-research","responsible-ai","risk-analysis"],"license":"MIT","category":"analytics","readme_excerpt":"High-Stakes Analytics & Decision Lab Evidence-gated analytics for consequential questions. Move from an ambiguous decision to reproducible evidence—and only then, when justified, to bounded action. Quick start · Architecture · Live explorer · Portfolio · Documentation · Contributing Why this exists High-stakes analysis often fails before the model: the question is underspecified, the data contract is implicit, cleaning choices are hidden, uncertainty is treated as independent, or a recommendation is written because the template expects one. This repository is a platform-neutral Agent Skill and reproducible research portfolio built around a stricter sequence: Principle System behavior --- --- Evidence before method Declare the question, population, grain, target quantity, horizon, lineage, and claim boundary first Readiness before analysis Preserve the source, profile quality and privacy, and pause on material transformations Adaptive routes Add descriptive, diagnostic, predictive, or prescriptive work only when justified Honest endpoints Accept an evidence request, negative validation, do not deploy , or no recommendation Dependent uncertainty Retain shared time, market, participant, campaign, operational, and spatial shocks Traceable communication Link claims and accessible figures to JSON, CSV, hashes, and rerunnable code The result is not a fixed report generator. It is an evidence-gated orchestration system that can stop, ask for a named decision, or produce a bounded ana","default_branch":null,"files":null,"tree":[],"storefront":"/r/limingrui679-design","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/limingrui679-design/high-stakes-analytics-decision-lab/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}