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data-analytics-analysis-assumptions-log.skill

Analysis Assumptions Log

Keeps a running, timestamped log of every assumption behind an analysis, so a stakeholder or auditor can see exactly what was decided and why.

Overview

Analysis Assumptions Log starts the moment an analysis has significant scope, method, or data quality choices to make, especially before peer review, stakeholder sign-off, or in a regulated environment where auditability matters.

What it covers

  • Initializes a structured log entry with the analysis name, date, analyst, and the decision it informs.
  • Enumerates data assumptions (representativeness, completeness, missing-value handling) with a rationale and a confidence level for each.
  • Enumerates business logic assumptions (metric definitions, time windows, inclusion rules) and any alternatives considered.
  • Enumerates statistical assumptions relevant to the methods used.
  • Flags critical, low-confidence, high-impact assumptions with a validation plan, and updates the log as validation happens.

Part of Data Analytics Skills

This is one of 31 skills in the Data Analytics Skills library, in the Documentation & Knowledge group.

Installation

  1. Clone the repo once: git clone https://github.com/nimrodfisher/data-analytics-skills.git
  2. Copy just this skill: cp -r data-analytics-skills/02-documentation-knowledge/analysis-assumptions-log ~/.claude/skills/ (or ~/.agents/skills/ for Codex)
  3. Ask your agent something like "log the assumptions behind this analysis before I send it for review" and it activates on its own.

See the Data Analytics Skills entry for the full library.

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