The Power BI Fellowship
Templates · Library

Professional templates library

Twenty-six documents BI teams actually produce, from requirements and KPI definitions to ADRs, RLS matrices, runbooks, postmortems and COE charters, each with an example, where it's used, and a Markdown download.

Data AnalystBI DeveloperSenior BI DeveloperBI EngineerBI Architect / LeadChecked 2 Oct 2026
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Why templates

Most of a senior BI developer's influence happens in documents, not in DAX: the requirements that stop the wrong report being built, the KPI definition that ends an argument, the ADR that explains a decision two years later, the postmortem that stops an incident happening twice. These templates are short on purpose, and each has a worked Northwind example.

Every Experience Mode scenario asks you to produce one or more of them; the "Used in" links take you to those scenarios.

When to use which

You are…Produce
Starting from a vague requestRequirements and open questions, assumptions log
Ending an argument about a numberKPI dictionary, validation and reconciliation
Designing or documenting a modelModel design document, data dictionary, source-to-target mapping
Making a decision someone will question laterArchitecture decision record (ADR)
Securing a modelRLS / OLS test matrix
Proving it worksValidation plan, UAT plan, performance before/after report
ShippingPull request description, code review checklist, deployment checklist, release notes
OperatingRunbook, incident report, blameless postmortem, capacity review
GoverningOwnership matrix (RACI), workspace naming standard, certification checklist, deprecation checklist, governance assessment, COE charter, data contract

All templates

Requirements and open questions

What the requester needs, in numbers, with the questions still open and who answers them.

Used in BI-1042, REQ-301 · Read · Download .md

Assumptions log

Every assumption you made to keep moving, its impact if wrong, and who must confirm it.

Used in BI-1042 · Read · Download .md

KPI dictionary

One entry per business measure: definition, formula, grain, owner, source and caveats.

Used in BI-1042, BI-1057, BI-1103 · Read · Download .md

Validation and reconciliation

How you prove the numbers: source-to-report reconciliation, tests, tolerances and results.

Used in BI-1042, BI-1057, CR-118 · Read · Download .md

UAT plan and log

Test cases the business runs before go-live, with expected and actual results and an outcome per case.

Used in UAT-017 · Read · Download .md

RLS / OLS test matrix

Every role and a representative user, what each must and must not see, and the result after each release.

Used in INC-2031 · Read · Download .md

Performance before/after report

Baseline, root cause per visual, fix, measured improvement and the budget it now meets.

Used in INC-2044 · Read · Download .md

Architecture decision record (ADR)

Context, constraints, options, decision, consequences, risks and the trigger to revisit.

Used in BI-1103, ARCH-009, ARCH-012 · Read · Download .md

Pull request description

What changed, why, how it was tested, the risk and how to roll back.

Used in PR-214, PR-231 · Read · Download .md

Release notes and migration plan

What changes for users and when, the steps, the checks and the rollback.

Used in BI-1103, ARCH-009, ARCH-012, INC-2079, GOV-044, CR-118 · Read · Download .md

Deployment checklist

Checks before and after promoting content between environments.

Used in INC-2058 · Read · Download .md

Runbook

Step-by-step diagnosis and recovery for a known failure, written for whoever is on call.

Used in INC-2058, INC-2071 · Read · Download .md

Incident report

The facts of an incident as it happens: impact, timeline, mitigation, status updates.

Used in BI-1057, INC-2031, INC-2058, INC-2071 · Read · Download .md

Blameless postmortem

Why it happened, why it wasn't caught, and the actions that stop it happening again.

Used in INC-2031, INC-2044, INC-2071 · Read · Download .md

Data contract

What a source team promises a consuming team: schema, meaning, freshness, quality and change notice.

Used in INC-2071 · Read · Download .md

Ownership matrix (RACI)

Who is responsible, accountable, consulted and informed for each definition, model and process.

Used in BI-1103, ARCH-012, GOV-050 · Read · Download .md

Data dictionary

Every table, column and measure users can see: meaning, type, examples, source and caveats.

Used in BI-1103 · Read · Download .md

Source-to-target mapping

Exactly how each target column is built from the source, with the rule, type and the test that proves it.

Read · Download .md

Semantic model design document

Purpose, facts and grain, dimensions, relationships, storage mode, security, measures and the performance budget.

Used in BI-1103 · Read · Download .md

Code review checklist

What a reviewer checks in a Power BI pull request: correctness, maintainability and impact.

Used in PR-231, PR-214 · Read · Download .md

Deprecation checklist

Retire a report or model safely: decide, announce, retire, then delete, reversibly until the end.

Used in GOV-044 · Read · Download .md

Capacity review

Monthly look at capacity usage, throttling and the top consumers, with actions and owners.

Read · Download .md

Workspace and content naming standard

Naming patterns for workspaces, models, reports, apps and security groups.

Used in ARCH-012 · Read · Download .md

Certification checklist

The bar a semantic model must meet before it is certified: ownership, definitions, quality, security, usability.

Used in BI-1103 · Read · Download .md

Governance maturity assessment

Score ten governance areas with evidence, then pick three actions for the next quarter.

Used in GOV-050, ARCH-012 · Read · Download .md

Center of Excellence charter

Mission, sponsor, responsibilities, scope and success measures for a BI Center of Excellence.

Read · Download .md

Make them yours

Download the Markdown, put it in your team's wiki or repository, and change it: add your company's fields, remove what you never use. A template that matches how your team works will be used; a perfect one that doesn't won't. The printable checklists complement these documents.

Something missing or out of date? Open an issue or edit content/toolkit/guides/templates-library.md.