"We Need a Woman in Music": Exploring Wikipedia's Values on Article Priority

08/17/2022
by   Mo Houtti, et al.
0

Wikipedia – like most peer production communities – suffers from a basic problem: the amount of work that needs to be done (articles to be created and improved) exceeds the available resources (editor effort). Recommender systems have been deployed to address this problem, but they have tended to recommend work tasks that match individuals' personal interests, ignoring more global community values. In English Wikipedia, discussion about Vital articles constitutes a proxy for community values about the types of articles that are most important, and should therefore be prioritized for improvement. We first analyzed these discussions, finding that an article's priority is considered a function of 1) its inherent importance and 2) its effects on Wikipedia's global composition. One important example of the second consideration is balance, including along the dimensions of gender and geography. We then conducted a quantitative analysis evaluating how four different article prioritization methods – two from prior research – would affect Wikipedia's overall balance on these two dimensions; we found significant differences among the methods. We discuss the implications of our results, including particularly how they can guide the design of recommender systems that take into account community values, not just individuals' interests.

READ FULL TEXT

page 18

page 19

page 20

research
07/17/2023

Leveraging Recommender Systems to Reduce Content Gaps on Peer Production Platforms

Peer production platforms like Wikipedia commonly suffer from content ga...
research
01/14/2020

Keeping Community in the Loop: Understanding Wikipedia Stakeholder Values for Machine Learning-Based Systems

On Wikipedia, sophisticated algorithmic tools are used to assess the qua...
research
12/04/2022

Exploring and Eliciting Needs and Preferences from Editors for Wikidata Recommendations

Wikidata is an open knowledge graph created, managed, and maintained col...
research
07/06/2018

Improving information quality of Wikipedia articles with cooperative principle

Purpose: The purpose of this paper is to investigate the impact of coope...
research
08/15/2021

Measuring Wikipedia Article Quality in One Dimension by Extending ORES with Ordinal Regression

Organizing complex peer production projects and advancing scientific kno...

Please sign up or login with your details

Forgot password? Click here to reset