embu-data-audit

Audit EMBU pipeline decisions against the v2.0 architecture across Stages 1–3.

Updated Sep 7, 2025
One-click install
npx skills add https://github.com/murzoglu/doktoratezi --skill embu-data-audit
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: embu-data-audit
Source: https://github.com/murzoglu/doktoratezi/tree/main/.github/skills/embu-data-audit
Command: npx skills add https://github.com/murzoglu/doktoratezi --skill embu-data-audit

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Audit the EMBU data pipeline decisions and outputs to ensure accuracy and conformity with the active EMBU v2.0 architecture across Stage 1, Stage 2, and Stage 3 workflows, including outlier handling, family structure, and validity checks.

Core Features & Use Cases

  • Stage 1 standardization checks and outlier handling
  • Stage 2 Likert4 conversion verification
  • Stage 3 family structure validation (aile_no x cocuk_no) and index/sibling roles

Quick Start

Run the EMBU data audit to review active Stage 1–3 decisions and generate a concise findings report

Frequently Asked Questions about embu-data-audit

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit an EMBU data pipeline for accuracy and conformity?

To audit an EMBU data pipeline, you review Stage 1 standardization, Stage 2 Likert4 conversion, and Stage 3 family structure to ensure accuracy and conformity with the active EMBU v2.0 architecture.

What does EMBU Stage 2 Likert4 conversion verification involve?

EMBU Stage 2 Likert4 conversion verification involves checking data classified by classify_embu_c_likert to ensure Likert scale outputs conform to the active EMBU v2.0 architecture standards.

How are outliers handled during EMBU Stage 1 standardization checks?

During EMBU Stage 1 standardization checks, outliers are identified through validation processes and logged to outputs/tables/embu_stage1_outliers.csv for review and conformity assessment.

Can I validate family structure and CFA metrics in an EMBU v2.0 workflow?

Yes, you can validate Stage 3 family structure using aile_no x cocuk_no indices and sibling roles, while related validations cover CFA, ICC, outliers, and PII removal within the EMBU v2.0 workflow.

How does column discovery work when auditing EMBU pipeline outputs?

Column discovery when auditing EMBU pipeline outputs relies on find_embu_columns to identify relevant data fields before classifying Likert data and applying standardization and conformity checks.

What is checked during EMBU Stage 3 family structure validation?

EMBU Stage 3 family structure validation checks aile_no x cocuk_no indices and sibling roles to verify family structure accuracy and conformity with the active EMBU v2.0 architecture.