data-team-operating-model SKILL.md skillA

data-team-operating-model from hollandkevint/data-product-operator is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add hollandkevint/data-product-operator/data-team-operating-model@v0.1.1

Pins v0.1.1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
hollandkevint/data-product-operator
Path
skills/data-team-operating-model/SKILL.md
Versions recorded
4
Latest version
v0.1.1, committed Nov 3, 2026
First version recorded
Feb 19, 2026
Size
4,502 bytes
Repository stars
5
License
MIT

Team structure and operating rhythm for data product teams. Product squads, Shape Up 6-week cycles, handoff contracts, and role assignments by lifecycle stage. Use when organizing a data team, planning data product development cycles, defining roles and responsibilities, improving team handoffs, or when someone asks "how should we structure our data team?" or "why do we keep losing context between discovery and delivery?".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

## Product Squad Structure

Use this four-role model as one option. Fit accountabilities to the actual team and decision rights; one person may cover several roles.

| Role | Owns | Veto Authority |
|------|------|---------------|
| Product Manager | Strategy, prioritization, stakeholder alignment | Business viability |
| Tech Lead | Architecture, infrastructure, technical feasibility | Technical direction |
| Design Lead | UX, usability, information design | User experience |
| Data Lead | Data quality, ethics, data engineering | Ethical concerns |

Agree on escalation and stop-work rights with the organization. This example does not grant veto authority or replace clinical, privacy, security or operational owners.

## Shape Up for Data Teams

Consider Shape Up when bounded project bets fit the work. Keep the existing cadence when it serves the team; incident response and regulatory deadlines may need different rhythms. The following is an example, not a required schedule.

**Cycle structure:**
- 2 weeks shaping (before the cycle): PM and Data Lead define the problem, set the appetite
- 6 weeks building (the cycle): squad executes with fixed time, variable scope
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add hollandkevint/data-product-operator/data-team-operating-model@sha256:63aabcdee869eccd

The line at the top of this page pins the label v0.1.1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_vblvthloxre4lwi2.svg)](https://markdownregistry.com/a/art_vblvthloxre4lwi2)

7 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Feb 19, 2026 and Nov 3, 2026, about one every 85 days.

versioncommittedcommitsizeaudit
v0.1.1 latest2026-11-03 2939ae2 4,502 BA view · diff
v0.1.12026-09-11 52ac544 4,502 BA view · diff
v0.1.02026-02-20 289e650 4,264 BA view · diff
v0.1.02026-02-19 7457173 4,269 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4502 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

hollandkevint/data-product-operator · 5 stars · license MIT · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vblvthloxre4lwi2
GET https://markdownregistry.com/api/v1/resolve?ref=hollandkevint/data-product-operator/data-team-operating-model
GET https://markdownregistry.com/api/v1/blob/63aabcdee869eccd53a841bf4f95e6088208fcf53f9c395d587d2d59e0092aa2

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from hollandkevint/data-product-operator

CLAUDE.md CLAUDE.md file
hollandkevint/data-product-operator · CLAUDE.md
git:20261103.2939ae2 · audit A · 5 stars
analyst SKILL.md skill
hollandkevint/data-product-operator · skills/analyst/SKILL.md · Build or update an evidence graph for a data analysis by linking the question, definitions, source versions, checks…
v0.1.0 · audit A · 5 stars
arbitrage-audit-data SKILL.md skill
hollandkevint/data-product-operator · skills/arbitrage-audit-data/SKILL.md · 3 diagnostic questions for evaluating data product markets through the arbitrage gap lens. Identifies whether your data…
v0.1.0 · audit A · 5 stars
dashboards-to-decisions SKILL.md skill
hollandkevint/data-product-operator · skills/dashboards-to-decisions/SKILL.md · Convert dashboard requests into decision specifications. The missing layer between "build me a dashboard" and "help me…
v0.1.0 · audit A · 5 stars
data-consumer-discovery SKILL.md skill
hollandkevint/data-product-operator · skills/data-consumer-discovery/SKILL.md · Discover what internal data consumers actually need. Adapted Mom Test and JTBD for data teams. Use when conducting user…
v0.1.0 · audit A · 5 stars
data-model-design SKILL.md skill
hollandkevint/data-product-operator · skills/data-model-design/SKILL.md · Dimensional modeling and schema design for data products. Star schema patterns, slowly changing dimensions…
v0.1.0 · audit A · 5 stars
data-pipeline-quality SKILL.md skill
hollandkevint/data-product-operator · skills/data-pipeline-quality/SKILL.md · Automated data quality checks for pipelines. Testing pyramids, dbt test patterns, data contracts, circuit breakers, and…
v0.1.1 · audit A · 5 stars
data-product-operator SKILL.md skill
hollandkevint/data-product-operator · skills/data-product-operator/SKILL.md · Help a data leader or data product manager choose the next decision, coordinate delivery and review outcomes across one…
v0.1.0 · audit A · 5 stars
data-product-thinking SKILL.md skill
hollandkevint/data-product-operator · skills/data-product-thinking/SKILL.md · First-principles reasoning for data product decisions. Frames problems as data products, not dashboards or pipelines…
v0.1.0 · audit A · 5 stars
data-product-validation SKILL.md skill
hollandkevint/data-product-operator · skills/data-product-validation/SKILL.md · Score whether a data product idea is worth building before committing resources. Validation scorecard, experiment…
v0.1.0 · audit A · 5 stars
data-quality-assessment SKILL.md skill
hollandkevint/data-product-operator · skills/data-quality-assessment/SKILL.md · Systematic data quality evaluation covering completeness, accuracy, timeliness, consistency, and validity. Use when…
v0.1.0 · audit A · 5 stars
data-storytelling SKILL.md skill
hollandkevint/data-product-operator · skills/data-storytelling/SKILL.md · Data presentation and storytelling for data product operators. Narrative structures, chart selection, headline…
v0.1.0 · audit A · 5 stars

Every file in hollandkevint/data-product-operator

Browse by kind, by grade A, or by owner.