mlsanityData to 7 Oct 2026

Beyond Effectiveness: A Multi-Criteria Framework for Comparing Practical Socio-Technical Interventions

arXiv 2608.20649 ↗First posted 21 Aug 2026cs.AIcited by 0

Not on the map. Why?

Abstract (arXiv)

Designers and policymakers in sociotechnical domains like content moderation, privacy interfaces, recommender systems and beyond, must choose among a growing menu of proposed interventions, but typically lack a principled basis for comparing them. Prior work tends to evaluate interventions individually and mostly along the effectiveness criteria, while implementation constraints such as cost, effort and feasibility are often considered separately. We present a multi-criteria framework for evaluating sociotechnical interventions. This framework is instantiated through the case of misinformation, a domain of intense focus for proposed countermeasures. We survey N=39 researchers on 40 operationalized interventions across five evaluative criteria: political feasibility, effectiveness, user acceptance, cost, and implementation effort. We find that the interventions that experts judge to be the most effective are not always the most acceptable to the public or the most feasible to implement. We also discuss how this tension has implications for the design of sociotechnical interventions beyond misinformation, and offer a decision framework for practitioners navigating the trade-offs of sociotechnical interventions.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 7 of its 114 references that are in the map. First posted on arXiv 21 Aug 2026.

Builds on

7 of 114 references.

References · 7

  1. 2024"Community Guidelines Make this the Best Party on the Internet": An In-Depth Study of Online Platforms' Content Moderation Policiescited by 11
  2. 2020Exposure to Social Engagement Metrics Increases Vulnerability to Misinformationcited by 5
  3. 2023Do Users Want Platform Moderation or Individual Control? Examining the Role of Third-Person Effects and Free Speech Support in Shaping Moderation Preferencescited by 3
  4. 2023Online Harassment in Majority Contexts: Examining Harms and Remedies across Countriescited by 3
  5. 2021How does fake news spread? Understanding pathways of disinformation spread through APIscited by 2
  6. 2025Public support for misinformation interventions depends on perceived fairness, effectiveness, and intrusivenesscited by 1
  7. 2026FATe of Bots: Ethical Considerations of Social Bot Detectioncited by 1

Built on by

Not cited yet.