• IEEE.org
  • IEEE CS Standards
  • Career Center
  • About Us
  • Subscribe to Newsletter

0

IEEE-CS_LogoTM-orange
  • MEMBERSHIP
  • CONFERENCES
  • PUBLICATIONS
  • EDUCATION & CAREER
  • VOLUNTEER
  • ABOUT
  • Join Us
IEEE-CS_LogoTM-orange

0

IEEE Computer Society Logo
Sign up for our newsletter
IEEE COMPUTER SOCIETY
About UsBoard of GovernorsNewslettersPress RoomIEEE Support CenterContact Us
COMPUTING RESOURCES
Career CenterCourses & CertificationsWebinarsPodcastsTech NewsMembership
BUSINESS SOLUTIONS
Corporate PartnershipsConference Sponsorships & ExhibitsAdvertisingRecruitingDigital Library Institutional Subscriptions
DIGITAL LIBRARY
MagazinesJournalsConference ProceedingsVideo LibraryLibrarian Resources
COMMUNITY RESOURCES
GovernanceConference OrganizersAuthorsChaptersCommunities
POLICIES
PrivacyAccessibility StatementIEEE Nondiscrimination PolicyIEEE Ethics ReportingXML Sitemap

Copyright 2026 IEEE - All rights reserved. A public charity, IEEE is the world’s largest technical professional organization dedicated to advancing technology for the benefit of humanity.

  • Home
  • /Publications
  • /Tech News
  • /Research
  • Home
  • / ...
  • /Tech News
  • /Research

A Question (and an Answer) about Expertise in the Stack Overflow Universe

By IEEE Computer Society Team on
August 31, 2023

Limitations of Stack Overflor reputationStack Overflow (SO) is a pivotal online community where developers gather to learn and share knowledge in a question-and-answer format on a vast array of programming topics.

For their contributions, SO users receive reputation points. This fact raised a question in the minds of five Canadian researchers: Are SO reputation points an accurate measure of a user’s expertise?

To answer it, they launched a study that examined the reputation-related activities of more than 93,000 high-reputation SO users. The answer they found is unequivocally stated in the title of their resulting research paper, “Is Reputation on Stack Overflow Always a Good Indicator for Users’ Expertise? No!”

The Study and Its Findings


When SO users earn reputation points, it strengthens their profiles, which can—as the study points out—bring job opportunities as (according to other research) reputation is sometimes used as a proxy for expertise and skill. A heavy burden, perhaps, but assuming that a reputation is based on knowledge, it is not a terribly problematic one.

For example, as the authors point out, if an SO user provides insightful answers to many questions on a particular topic, it’s reasonable to consider them as possessing some expertise on that topic.

However, relying solely on accumulated SO reputation points to measure expertise can be misleading. The study found, for example, that the knowledge that such points are based on can sometimes recline comfortably on the head of a pin. Or rather, on a single answer to a single question. This was in fact the case in 12% of the 93,000+ users studied.

Further, the study investigated how those high-reputation users earned their points and found that nearly 14% earned more than 50% of their points by asking questions. Putting aside the fading cultural values of curiosity and humility to dig deeper, the study highlights that how other users vote on (that is, up-vote or down-vote) a question or an answer is a key factor in how many points a contribution adds or subtracts from the contributor’s reputation tally.

One question, for example, received nearly 28,000 upvotes, translating to upwards of 280,000 reputation points. While this case is a massive outlier in terms of up-vote activity, it does beg the question of whether the asker has expertise in the topic or is merely someone skilled at pinpointing a vexing problem that would soon haunt every developer on Earth.

Where to Find the Findings (and More)


In addition to describing the SO reputation points system, the paper details the study’s methodology and its results, including several graphs and tables.

The researchers also discuss the implications of their findings and recommend a new measure—similar to academia’s h-value—that SO might consider adopting to better evaluate user expertise.

Download “Is Reputation on Stack Overflow Always a Good Indicator for Users’ Expertise? No!”

Download the Full Study

LATEST NEWS
From Clicks to Conversations: How HCI Is Evolving in an AI-First World
From Clicks to Conversations: How HCI Is Evolving in an AI-First World
The AI Adoption Gap: Why Enterprise AI Fails After Deployment
The AI Adoption Gap: Why Enterprise AI Fails After Deployment
Inspiring Tomorrow’s Innovators: IEEE CS Juniors TechXperience Kenya 2026
Inspiring Tomorrow’s Innovators: IEEE CS Juniors TechXperience Kenya 2026
Parallel Systems, Leadership, and Research Strategy in Computing: an Interview with Jean-Luc Gaudiot
Parallel Systems, Leadership, and Research Strategy in Computing: an Interview with Jean-Luc Gaudiot
Top HCI Trends in 2026: The Rise of AI Agents and Invisible Interfaces
Top HCI Trends in 2026: The Rise of AI Agents and Invisible Interfaces
Get the latest news and technology trends for computing professionals with ComputingEdge
Sign up for our newsletter
Read Next

From Clicks to Conversations: How HCI Is Evolving in an AI-First World

The AI Adoption Gap: Why Enterprise AI Fails After Deployment

Inspiring Tomorrow’s Innovators: IEEE CS Juniors TechXperience Kenya 2026

Parallel Systems, Leadership, and Research Strategy in Computing: an Interview with Jean-Luc Gaudiot

Top HCI Trends in 2026: The Rise of AI Agents and Invisible Interfaces

From CMDB to Dynamic Digital Twins: Lessons Learned in Building Enterprise Digital Brains

An Evaluation of Autoencoder Architectures for Fraud Detection in Credit Card Transactions

Parallel Systems, Leadership, and Research Strategy in Computing: an Interview with Jean-Luc Gaudiot