{"slug":"limingrui679-design-high-stakes-analytics-decision-lab","name":"High Stakes Analytics Decision Lab","description":"A platform-neutral analytical skill that profiles messy data, selects adaptive methods, and produces source-backed visual reports for high-stakes decisions.","long_description":"
\n \n
\n\n\n\n# High-Stakes Analytics & Decision Lab\n\nA platform-neutral, evidence-constrained Skill for moving from an ambiguous\nquestion to a defensible analysis—and only then, when justified, to action.\n\n## What the Skill does\n\nThis Skill turns an ambiguous, consequential question into a reproducible\nevidence product and, only when justified, a bounded decision product. It can\nstart from a question alone or from uploaded row-level data. Instead of\nassuming the data are clean, the model is useful, or a recommendation must be\nproduced, it makes each transition conditional on visible evidence.\n\n| Highlight | Instead of… | The Skill… |\n|---|---|---|\n| **Evidence first** | Starting with a favorite method | Declares the question, estimand, population, grain, horizon, lineage, and claim boundary |\n| **Data readiness** | Silently cleaning until a model runs | Preserves the source, profiles quality and privacy, and pauses on material choices |\n| **Adaptive analysis** | Filling one fixed report template | Selects only the descriptive, diagnostic, predictive, or prescriptive work supported |\n| **Honest endpoints** | Treating a recommendation as mandatory | Accepts an evidence request, negative validation, `do_not_deploy`, or bounded action |\n| **Shared uncertainty** | Disturbing alternatives independently | Retains common time, market, participant, operational, campaign, or spatial shocks |\n| **Reproducible evidence** | Separating prose from analysis | Links claims and accessible figures to JSON, CSV, hashes, and rerunnable code |\n\nIts contribution is an adaptive orchestration system for evidence gating,\nmethod selection, claim control, dependent-risk handling, and case-specific\nanalytical communication.\n\nThe public portfolio contains 15 primary reports and 10","tagline":"A platform-neutral analytical Skill that profiles messy data, selects case-adaptive methods, and produces source-backed visual reports for high-stakes decisions.","category":"data","tags":["analytics","decision-making","data-profiling","evidence-based","reporting"],"author":"limingrui679-design","verified":true,"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"limingrui679-design/high-stakes-analytics-decision-lab","creatorName":"limingrui679-design","creatorUrl":"https://github.com/limingrui679-design","sourceUrl":"https://github.com/limingrui679-design/high-stakes-analytics-decision-lab","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/limingrui679-design-high-stakes-analytics-decision-lab#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":204,"forks":12,"downloads":0,"verified_installs":0,"rating":0,"review_count":0,"quality_score":59.98},"quality":{"score":96,"tier":"excellent","label":"Excellent","summary":"High-confidence pick with strong adoption and healthy maintenance signals.","signals":[{"label":"GitHub stars","value":"204","tone":"neutral"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":80,"base_score":88,"outcome_confidence":0,"tier":"strong","label":"Review then install","summary":"Good shortlist signal, but the agent should review audit notes, install policy, and outcome evidence before running it.","recommendedAction":"Use as the primary candidate after human or sandbox review.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Ask for approval or run a sandbox-only trial before installing.","reasoning":["80/100 Trust Score v5","88/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"204 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"204 stars, 12 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":100,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add limingrui679-design/high-stakes-analytics-decision-lab"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/limingrui679-design/high-stakes-analytics-decision-lab"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"204 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"204 stars, 12 forks; 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issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":100,"weight":0.14,"status":"pass","detail":"Metadata includes enough usage and workflow context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add limingrui679-design/high-stakes-analytics-decision-lab"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":86,"weight":0.07,"status":"pass","detail":"filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/limingrui679-design/high-stakes-analytics-decision-lab"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"204 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"204 stars, 12 forks; 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Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":77,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["Financial research output is not financial advice; require human review before any live investment decision","77/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Financial research output is not financial advice; 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require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Stars/forks activity: 204 stars, 12 forks; issue activity unavailable in current metadata","Needs review"]},"coverageTags":["Data","Data analysis","analytics","decision-making","data-profiling","evidence-based","reporting","Python"]},"audit":{"audit_score":93,"risk_level":"needs_review","risk_label":"Needs review","quality_score":96,"trust_score":88,"maintenance_score":100,"security_score":89,"install_score":92,"warnings":["Financial research output is not financial advice; require human review before any live investment decision","Financial research output is not financial advice; require human review before any live investment decision.","Stars/forks activity: 204 stars, 12 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v1","star_score":16.18,"usage_score":0,"review_score":13.8,"metadata_score":15,"freshness_score":15},"platforms":["Python","Claude Code"],"use_cases":[{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"finance-quant","title":"Finance and quant","url":"https://www.openagentskill.com/use-cases/finance-quant"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"}],"stacks":[{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"}],"install":"npx skills add limingrui679-design/high-stakes-analytics-decision-lab","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx skills add limingrui679-design/high-stakes-analytics-decision-lab","description":"Use the registry command when your workflow supports the OpenAgentSkill installer.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"High Stakes Analytics Decision Lab\" agent skill from https://github.com/limingrui679-design/high-stakes-analytics-decision-lab. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: A platform-neutral analytical skill that profiles messy data, selects adaptive methods, and produces source-backed visual reports for high-stakes decisions. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"limingrui679-design-high-stakes-analytics-decision-lab\",\"task\":\"Install High Stakes Analytics Decision Lab\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"High Stakes Analytics Decision Lab\" as a Claude Code skill from https://github.com/limingrui679-design/high-stakes-analytics-decision-lab. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A platform-neutral analytical skill that profiles messy data, selects adaptive methods, and produces source-backed visual reports for high-stakes decisions. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"limingrui679-design-high-stakes-analytics-decision-lab\",\"task\":\"Install High Stakes Analytics Decision Lab\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"High Stakes Analytics Decision Lab\" from https://github.com/limingrui679-design/high-stakes-analytics-decision-lab into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A platform-neutral analytical skill that profiles messy data, selects adaptive methods, and produces source-backed visual reports for high-stakes decisions. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_\",\"skill_slug\":\"limingrui679-design-high-stakes-analytics-decision-lab\",\"task\":\"Install High Stakes Analytics Decision Lab\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/limingrui679-design/high-stakes-analytics-decision-lab","github_repo":"limingrui679-design/high-stakes-analytics-decision-lab","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/limingrui679-design-high-stakes-analytics-decision-lab","repository":"https://github.com/limingrui679-design/high-stakes-analytics-decision-lab","api":"/api/agent/skills/limingrui679-design-high-stakes-analytics-decision-lab","install_api":"/api/skills/limingrui679-design-high-stakes-analytics-decision-lab/install"},"meta":{"created_at":"2026-08-10T17:35:37.158692+00:00","updated_at":"2026-08-10T17:35:37.158692+00:00","agent_friendly":true}}
![\"High-Stakes](\"assets/readme-hero.svg\")
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