World Congress 2024 Aug 20, 2024 Session details

Metrics Handle with Care: The Paradox of Measuring Team Performance

Volker Zoepfel

You get exactly what you measure. Tracking individual numbers breeds disjointed individuals, not cohesive teams. Discover how to leverage product-level data that drives true user value.

Pause
Mute Enter Fullscreen
#1 about 1 min

Common management complaints about team performance

Managers often look to metrics when they feel developers are too slow or lazy.

#2 about 2 min

Why measuring lines of code reduces software quality

Incentivizing lines of code leads to code bloat, increased maintenance, and more bugs instead of better products.

#3 about 2 min

The overhead of measuring solved tickets and features

Rewarding ticket closure encourages developers to artificially split tasks and creates unnecessary administrative overhead.

#4 about 2 min

Padding timelines to meet estimation accuracy targets

Measuring estimation accuracy guarantees that developers will overestimate tasks to safely keep their promises.

#5 about 4 min

Invisibility of software and the absence of trust

Management often relies on metrics because they do not understand the invisible, time-consuming nature of software development.

#6 about 3 min

Building a collaborative environment to eliminate toxic metrics

Managers should integrate with teams and cultivate psychological safety to replace toxic environments with collaboration.

#7 about 4 min

Internal metrics for workload and bottleneck evaluation

Tracking in-progress work and pending reviews helps teams internally identify bottlenecks without triggering external oversight.

#8 about 4 min

Shifting focus from team comparison to product value

Instead of assessing individual output, organizations should evaluate software success through overall product value and quality.

Matching moments

1:56 min

Rethinking how teams measure developer productivity

Anu Bharadwaj Anu Bharadwaj · World Congress 2023

5:00 min

Principles for balancing multiple software engineering health metrics

Laura Tacho Laura Tacho · World Congress 2026 Europe

2:42 min

Measuring actual productivity gains in modern software development

Alejandro Saucedo Alejandro Saucedo +3 · World Congress 2024

3:24 min

Avoiding harmful team comparisons and metric incentivization

Markus Walker Markus Walker · World Congress 2024

3:16 min

Overcoming review fatigue and measuring true engineering productivity

Alex Laubscher Alex Laubscher +3 · World Congress 2025

2:50 min

Measuring engineering productivity beyond pull request volume

Chris Heilmann +2 · LIVE

Upcoming sessions on this topic

Open session

World Congress 2026 North America

September 25, 2026 · 16:50–17:20

Stage 4

Engineering Moneyball: How We Benchmarked Google vs Meta

Jirka Bachel

Co-Founder & CEO

Jirka Bachel
Open session

World Congress 2026 North America

September 24, 2026 · 14:50–15:20

Stage 9

How to generate business value through performance optimizations

Nikolai Sidiropulo

Software Engineer at Meta

Nikolai Sidiropulo
Open session

World Congress 2026 North America

September 25, 2026 · 15:30–16:00

Stage 4

Evals Are Infra: Building AI Systems Developers Can Actually Trust

Phoebe Wang

Member of Technical Staff at OpenAI

Phoebe Wang
Open session

World Congress 2026 North America

September 24, 2026 · 13:00–13:05

Outdoor Stage

Valven: Intelligence for AI-Driven Software Lifecycle

Serdar Bicer

Serdar Bicer, CTO at VALVEN

Serdar Bicer
Open session

World Congress 2026 North America

September 24, 2026 · 16:10–16:40

Stage 2

The Death of the Code Review

Laurie Voss

Head of Developer Relations

Laurie Voss
Open session

World Congress 2026 North America

September 25, 2026 · 14:50–15:20

Tech Leaders Stage

Keeping Code Quality at AI Speed

Daksh Gupta, Arthur Hicken, Brian Mann

Daksh Gupta
Arthur Hicken
Brian Mann