microsoft/Analytics-Hub

microsoft/Analytics-Hub

Description: A central hub for analytics resources, linking to repositories, guides, and templates leveraging MAC, Purview, and Viva Insights.

Language: Python

License: MIT

Stars: 11

Forks: 2

Open issues: 1

Created: 2026-03-04T21:28:18Z

Pushed: 2026-06-10T04:35:18Z

Default branch: main

Fork: no

Archived: no

README:

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What Is This?

The Analytics Hub is a curated collection of open-source analytics tools from Microsoft designed for one purpose: to help organizations understand how their people are adopting Microsoft Copilot and AI, turning that understanding into action.

Each tool in this hub is a standalone, downloadable resource. Together, they form a complete analytics ecosystem that spans the full Copilot adoption journey, from license readiness, to active usage, to deep behavioral insights, all the way to measuring real business impact.

> All tools are free, open-source, and link directly to original Microsoft repositories. No data is ever sent to Microsoft. Everything runs in your own environment.

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🗺 The Ecosystem

There are three data source tracks and two ways to automate data collection. Understanding this upfront will save you a lot of time.


> PAX is not a prerequisite for the Power BI templates. Every Purview-based report ships with its own lightweight scripts for template-specific data collection, and manual export from the Purview portal always works too. PAX is the right choice when you need enterprise automation, compliance-grade exports, no row limits, or want to land data in a lake or warehouse for use beyond these templates.

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🎯 Which Tool Do I Need?

| If you're asking... | Use this tool | Data source | |---|---|---| | Who are our Copilot super users, and how did they get there? | [Super Usage Adoption](#-super-usage-adoption) | Viva Insights | | What's the measurable impact of super users on work patterns? | [Super User Impact](#-super-user-impact) | Viva Insights | | How are people using Copilot Chat and Agents across our org? | [Copilot Chat & Agent Intelligence](#-copilot-chat--agent-intelligence) | Purview + Entra | | I want a single dashboard showing all Copilot and Agent activity | [AI-in-One Dashboard](#-ai-in-one-dashboard) | Purview + Entra | | How are developers adopting GitHub Copilot? | [GitHub Copilot Impact](#-github-copilot-impact) | GitHub Enterprise | | What did I personally build with GitHub Copilot this week — and what's the leverage? | [What I Did: Copilot Impact Report](#-what-i-did--github-copilot-impact-report) | Local Copilot sessions | | Which users should get Copilot licenses next? | [M365 Copilot Readiness](#-m365-copilot-readiness-report) | Purview + Entra | | How do employees feel about Copilot, and does that match actual usage? | [Adoption & Sentiment Report](#-adoption--sentiment-report) | M365 Admin Center + Survey | | How do I automate pulling audit logs without manual exports? | [PAX: Portable Audit eXporter](#-pax-portable-audit-exporter) | Microsoft Graph API | | I want to model Copilot ROI scenarios from a CSV — no Power BI, no install | [M365 Copilot Productivity ROI Calculator](#-m365-copilot-productivity-roi-calculator) | CSV export (browser-only) | | I want to add custom pages or extend my Viva Insights reports | [CustomizeCopilot](#-customizecopilot-add-on-library) | Viva Insights |

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🛠 The Toolkit

⚡ Super Usage Adoption

Who are your Copilot super users, and how do you make more of them?

This template uses Viva Insights organizational data to understand the path from first-time Copilot user to power user: what they use Copilot for, how quickly habits form, which teams are furthest along, and where to focus enablement efforts.

What you can explore

• Super usage profile: What does super usage look like at your org? Which Copilot surfaces are driving the deepest engagement?
• The journey: What did super users do differently in the early days? How fast are you producing them?
• Work patterns: What behavioral signals are associated with super users? Any early signs of productivity shifts?
• Change management: Where are super users concentrated? Which teams need enablement investment most?

Dashboard preview

!Super Usage Dashboard Preview

*Full setup instructions and prerequisites are available in the repository.*

→ [View Repository](https://github.com/microsoft/DecodingSuperUsage) | [Download Repository](https://github.com/microsoft/DecodingSuperUsage/archive/refs/heads/main.zip) | [Interpretation Guide](https://github.com/microsoft/DecodingSuperUsage/blob/DecodingSuperUsage/Interpretation%20Guide%20Super%20Usage%20Adoption.pdf) | **[📧 Email…