Stefan Stelzer & Volker Zöpfel
Metrics Handle with Care: The Paradox of Measuring Team Performance
#1about 2 minutes
Why measuring lines of code backfires on teams
Measuring developer productivity by lines of code encourages writing bloated, unmaintainable software instead of efficient solutions.
#2about 3 minutes
How ticket counts and estimates create perverse incentives
Focusing on the number of solved tickets or estimation accuracy leads to ticket-splitting overhead and padded estimates, ultimately reducing output.
#3about 4 minutes
Why managers resort to metrics due to lack of trust
Managers often use metrics as a proxy for understanding because software development is inherently invisible, leading to a breakdown of trust.
#4about 2 minutes
Building trust by becoming part of the team
Managers can foster a high-trust environment by getting involved with the team, creating psychological safety, and enabling ownership.
#5about 3 minutes
Using internal metrics for team self-improvement
Metrics like work-in-progress limits, review queue size, and codebase size can be powerful tools for a team to identify bottlenecks and manage workload.
#6about 2 minutes
Shifting focus to meaningful product-level metrics
Instead of comparing team-level output, focus on product-level metrics like quality, cost of usage, and availability to drive meaningful improvements.
#7about 1 minute
A summary on measuring with the right attitude
Effective measurement requires a healthy team environment, a clear target for the metric, and a focus on what truly improves the product.
Related jobs
Jobs that call for the skills explored in this talk.
Power Plus Communications
Mannheim, Germany
Intermediate
Senior
Python
Automated Testing
+1
VECTOR Informatik
Stuttgart, Germany
Senior
Kubernetes
Terraform
+1
Matching moments
01:32 MIN
Organizing a developer conference for 15,000 attendees
Cat Herding with Lions and Tigers - Christian Heilmann
03:38 MIN
Balancing the trade-off between efficiency and resilience
What 2025 Taught Us: A Year-End Special with Hung Lee
04:22 MIN
Why HR struggles with technology implementation and adoption
What 2025 Taught Us: A Year-End Special with Hung Lee
03:34 MIN
The business case for sustainable high performance
Sustainable High Performance: Build It or Pay the Price
03:39 MIN
Breaking down silos between HR, tech, and business
What 2025 Taught Us: A Year-End Special with Hung Lee
04:27 MIN
Moving beyond headcount to solve business problems
What 2025 Taught Us: A Year-End Special with Hung Lee
03:48 MIN
Automating formal processes risks losing informal human value
What 2025 Taught Us: A Year-End Special with Hung Lee
03:12 MIN
Creating psychological safety as the foundation for performance
Sustainable High Performance: Build It or Pay the Price
Featured Partners
Related Videos
Do you know how fast you were developing?
Markus Walker
How to sabotage your software development with agile? – 10 pro tips for guaranteed success
Marlene Roth & Tobias Mohr
From Monolith Tinkering to Modern Software Development
Lars Gentsch
Shipping Quality Software In Hostile Environments
Luka Kladaric
Are Code Reviews Worth It? Insights from 16 Years of Review Data
Sven Amann
Resolving technical debts in software architecture
Carola Lilienthal
Seven Myths, Three Reasons, One Goal
Stefan Priebsch
Why (most) software projects fail silently...
Hendrik Lösch
Related Articles
View all articles.webp?w=240&auto=compress,format)



From learning to earning
Jobs that call for the skills explored in this talk.

Patronus Group
Berlin, Germany
Senior
Kotlin
Spring Boot
Amazon Web Services (AWS)

Wilken GmbH
Ulm, Germany
Senior
Kubernetes
AI Frameworks
GitHub Copilot
Anthropic Claude
Cloud (AWS/Google/Azure)

Hubert Burda Media
München, Germany
€80-95K
Intermediate
Senior
Node.js
JavaScript
TypeScript

Wilken GmbH
Ulm, Germany
Senior
DevOps
Microservices
Cloud Architecture
Microsoft Dynamics
Cloud (AWS/Google/Azure)


MARKT-PILOT GmbH
Stuttgart, Germany
Remote
€75-90K
Senior
Java
Angular
TypeScript

Confideck GmbH
Vienna, Austria
Remote
Intermediate
Senior
Node.js
MongoDB
TypeScript

