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Beyond Intuition: AI-Assisted Metrics From Jira and GitHub to Diagnose Team Health
FULL
Thursday May 28, 2026 15:30 - 16:00 CEST
👾 DEV/TECH ARENA
Limited Capacity full
Adding this to your schedule will put you on the waitlist.
Management decisions about engineering teams too often rely on incomplete signals — sprint velocity, subjective updates, and what surfaces in status meetings. But the data to make better decisions already exists: in your Jira and GitHub, waiting to be connected.

We used AI-assisted analysis to extract flow metrics from Jira and DORA indicators from GitHub — and what emerged was a picture no one had seen before. Trends in change failure rate, rework patterns, and team load revealed systemic issues that weren't showing up in any dashboard or review meeting. The data didn't just confirm suspicions — it reframed the conversation entirely.

What followed was a structured change process: workshops grounded in evidence, renegotiated team agreements (Definition of Ready), and a shift in engineering practices — driven not by management mandate, but by shared understanding of what the numbers were saying.

This talk is for managers who lead engineering teams and want to move from intuition to insight.
You'll learn:

- How to surface flow metrics from Jira and DORA indicators from GitHub
- What patterns signal team stress, quality erosion, and instability — before they become crises
- How AI lowers the barrier to analysis: no special skills required
- How to use metrics to drive change conversations — not performance evaluations

The experiment is still in progress. We'll share early signals, honest lessons, and what we'd do differently.
Speakers
avatar for Artur Kasprowicz

Artur Kasprowicz

Engineering Manager, Leroy Merlin Poland
ARTUR KASPROWICZ
Engineering Manager at LMPL

Manager with over 15 years of experience in software engineering and technical leadership. Former CTO of a software house delivering enterprise solutions for Retail, E-commerce, and Fintech clients. His background spans Java development, system architecture, and enterprise integrations, comb... Read More →
avatar for Andrzej Krawczyk

Andrzej Krawczyk

Scrum master, Leroy Merlin Poland
ANDRZEJ KRAWCZYK
Scrum master at LMPL

Experienced Scrum Master with 15 years in IT. His question has always been the same: how do we know if what we're doing is actually working?
He has a stubborn belief that improvements should be visible in data — not just felt in retrospect... Read More →
avatar for Michał Grzybowski

Michał Grzybowski

Director of IT Architecture & Engineering, Leroy Merlin Poland
Technology leader focused on people, delivery leadership, engineering and innovation culture, and value creation. Over 15 years of experience in building digital products, scaling engineering organizations, and driving enterprise and software architecture, as well as leading digital... Read More →
Thursday May 28, 2026 15:30 - 16:00 CEST
👾 DEV/TECH ARENA 135 Rue Sadi Carnot, Ronchin, France
  Dev / Tech, Talk

Attendees (60)


Waitlist (18)


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