analyze-my-data

Community

Rigorous experiment, anomaly, and DQ readouts.

Authorakiotanaka847
Version1.0.0
Installs0

System Documentation

What problem does it solve?

It turns unclear business performance and data issues into rigorous, evidence-based conclusions with explicit ship/kill/iterate guidance for experiments.

Core Features & Use Cases

  • Experiment readouts with lift and decisions: Computes significance, confidence intervals, guardrail deltas, and returns a clear call (ship/kill/iterate/inconclusive-extend) rather than vague impressions, e.g., evaluating whether an A/B test result is strong enough to act on.
  • Anomaly sweeps against rolling baselines: Detects metrics deviating past per-metric thresholds (with baseline shown) and proposes likely causes tied to recent operational context.
  • Data-quality (DQ) audits for reliability: Checks null rates, duplicates, freshness expectations, and referential integrity to flag which tables or joins are likely breaking downstream analysis.

Quick Start

Use analyze-my-data to generate an experiment readout for an A/B test by providing your warehouse query (or pasted variant aggregates), the hypothesis, primary metric, and guardrails, and ask for a ship/kill/iterate/inconclusive decision.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: analyze-my-data
Download link: https://github.com/akiotanaka847/qaio-desktop/archive/main.zip#analyze-my-data

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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