The Virtues of Moderation
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``At the End of the Day Facebook Does What It Wants'': How Users
“At the End of the Day Facebook Does What It Wants”: How Users Experience Contesting Algorithmic Content Moderation KRISTEN VACCARO, University of Illinois Urbana-Champaign CHRISTIAN SANDVIG, University of Michigan KARRIE KARAHALIOS, University of Illinois Urbana-Champaign Interest has grown in designing algorithmic decision making systems for contestability. In this work, we study how users experience contesting unfavorable social media content moderation decisions. A large-scale online experiment tests whether different forms of appeals can improve users’ experiences of automated decision making. We study the impact on users’ perceptions of the Fairness, Accountability, and Trustworthiness of algorithmic decisions, as well as their feelings of Control (FACT). Surprisingly, we find that none of the appeal designs improve FACT perceptions compared to a no appeal baseline. We qualitatively analyze how users write appeals, and find that they contest the decision itself, but also more fundamental issues like thegoalof moderating content, the idea of automation, and the inconsistency of the system as a whole. We conclude with suggestions for – as well as a discussion of the challenges of – designing for contestability. CCS Concepts: • Human-centered computing → Human computer interaction (HCI); Social media. Additional Key Words and Phrases: content moderation; algorithmic experience ACM Reference Format: Kristen Vaccaro, Christian Sandvig, and Karrie Karahalios. 2020. “At the End of the Day Facebook Does What It Wants”: How Users Experience Contesting Algorithmic Content Moderation. Proc. ACM Hum.-Comput. Interact. 4, CSCW2, Article 167 (October 2020), 22 pages. https://doi.org/10.1145/3415238 1 INTRODUCTION As algorithmic decision making systems become both more prevalent and more visible, interest has grown in how to design them to be trustworthy, understandable and fair. -
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Lawless: the secret rules that govern our digital lives (and why we need new digital constitutions that protect our rights) Submitted version. Forthcoming 2019 Cambridge University Press. Nicolas P. Suzor Table of Contents Part I: a lawless internet Chapter 1. The hidden rules of the internet ............................................................................................. 6 Process matters ....................................................................................................................................................... 12 Chapter 2. Who makes the rules?.......................................................................................................... 17 Whose values apply? ............................................................................................................................................... 22 The moderation process .......................................................................................................................................... 25 Bias and accountability ........................................................................................................................................... 28 Chapter 3. The internet’s abuse problem ............................................................................................... 41 Abuse reflects and reinforces systemic inequalities ................................................................................................ 50 Dealing with abuse needs the involvement of platforms ....................................................................................... -
Content Moderation
Robert Lewington (Twitch) & The Fair Play Alliance Executive Steering Committee April 2021 Being ‘Targeted’ about Content Moderation: Strategies for consistent, scalable and effective response to Disruption & Harm 1 Content Moderation: Best Practices for Targeted Reporting & reactive UGC Management At Scale March 2021 Abstract This document provides replicable best practice information on how to moderate User-Generated Content (UGC) in social applications or services (including digital media and video games). Its focus is on reactive moderation, a central component of the growing content moderation toolkit where a service provider responds to reports submitted by users of its service regarding UGC that may violate its Terms of Service. Specifically, the document explores and advocates for a ‘targeted’ approach to the creation of reporting mechanisms. This allows users to closely identify the specific infraction, utilise evidence of the infraction—access to which is facilitated as part of the design of the reporting process—enabling consistent content moderation at scale. Note, however, that we will also make passing-reference to pre, post and proactive (see Appendix A) moderation approaches. Specifics of how best to tailor these best practices to a particular application or service will differ based on various parameters, including: type of service (social media, video game etc.); type of media (text, image, audio, video etc.); sharing mechanism (feed/gallery, avatar, communication etc.); persistence (ephemeral vs. static/umutable) and others, and therefore this document should be considered a set of high-level instructive principles rather than prescriptive guidelines. Contents i. Background ii. The Content Moderation Flywheel ○ Community Guidelines/Code of Conduct ○ Targeted reporting ■ Context ○ Scalable Content Moderation ○ Education ○ Technology iii. -
Deeper Attention to Abusive User Content Moderation
Deeper Attention to Abusive User Content Moderation John Pavlopoulos Prodromos Malakasiotis Ion Androutsopoulos Straintek, Athens, Greece Straintek, Athens, Greece Athens University of Economics [email protected] [email protected] and Business, Greece [email protected] Abstract suffer from abusive user comments, which dam- age their reputations and make them liable to fines, Experimenting with a new dataset of 1.6M e.g., when hosting comments encouraging illegal user comments from a news portal and an actions. They often employ moderators, who are existing dataset of 115K Wikipedia talk frequently overwhelmed, however, by the volume page comments, we show that an RNN op- and abusiveness of comments.3 Readers are dis- erating on word embeddings outpeforms appointed when non-abusive comments do not ap- the previous state of the art in moderation, pear quickly online because of moderation delays. which used logistic regression or an MLP Smaller news portals may be unable to employ classifier with character or word n-grams. moderators, and some are forced to shut down We also compare against a CNN operat- their comments sections entirely. ing on word embeddings, and a word-list We examine how deep learning (Goodfellow baseline. A novel, deep, classification- et al., 2016; Goldberg, 2016, 2017) can be em- specific attention mechanism improves the ployed to moderate user comments. We experi- performance of the RNN further, and can ment with a new dataset of approx. 1.6M manually also highlight suspicious words for free, moderated (accepted or rejected) user comments without including highlighted words in the from a Greek sports news portal (called Gazzetta), training data. -
Weblogs and the Technology Lifecycle
Weblogs and the Technology Lifecycle: Context, Geek-Chic and Personal Community by James M. Milne A dissertation submitted in partial fulfillment of the requirements for the degree of Doctor of Philosophy Department of Anthropology College of Arts and Sciences University of South Florida Major Professor: S. Elizabeth Bird, Ph.D Kevin Yelvington, Ph.D Susan Greenbaum, Ph.D Mark Neumann, Ph.D Randy Miller, Ph.D Date of Approval: March 16, 2004 Keywords: blog, mass media, journalism, virtual community, mediascape © Copyright 2004, James M. Milne Dedication As we are all the sum of the supports, great and small, that we have received our whole lives, I am the result of the blessings showered upon me. This is dedicated to the family and friends who provided me with the inspiration, capabilities and the freedom to explore the mysteries that life has in it. Through their love, I am created as the man I am. I hope we are all the better for it. Acknowledgements This work would not have been possible without the assistance of several important groups of people. The faculty and staff of the University of South Florida have a passionate dedication to the development and application of anthropology in uses great and small. Their vision and energy has helped to reshape anthropology and will, no doubt, continue to do so. Without the engagement of the many people who work or play in the various disciplines of the mass media and journalism, there would have been nothing learned. So many people helped me, they cannot all be listed here, but thank you all. -
Viral Spiral Also by David Bollier
VIRAL SPIRAL ALSO BY DAVID BOLLIER Brand Name Bullies Silent Theft Aiming Higher Sophisticated Sabotage (with co-authors Thomas O. McGarity and Sidney Shapiro) The Great Hartford Circus Fire (with co-author Henry S. Cohn) Freedom from Harm (with co-author Joan Claybrook) VIRAL SPIRAL How the Commoners Built a Digital Republic of Their Own David Bollier To Norman Lear, dear friend and intrepid explorer of the frontiers of democratic practice © 2008 by David Bollier All rights reserved. No part of this book may be reproduced, in any form, without written permission from the publisher. The author has made an online version of the book available under a Creative Commons Attribution-NonCommercial license. It can be accessed at http://www.viralspiral.cc and http://www.onthecommons.org. Requests for permission to reproduce selections from this book should be mailed to: Permissions Department, The New Press, 38 Greene Street, New York,NY 10013. Published in the United States by The New Press, New York,2008 Distributed by W.W.Norton & Company,Inc., New York ISBN 978-1-59558-396-3 (hc.) CIP data available The New Press was established in 1990 as a not-for-profit alternative to the large, commercial publishing houses currently dominating the book publishing industry. The New Press operates in the public interest rather than for private gain, and is committed to publishing, in innovative ways, works of educational, cultural, and community value that are often deemed insufficiently profitable. www.thenewpress.com A Caravan book. For more information, visit www.caravanbooks.org. Composition by dix! This book was set in Bembo Printed in the United States of America 10987654321 CONTENTS Acknowledgments vii Introduction 1 Part I: Harbingers of the Sharing Economy 21 1. -
Proquest Dissertations
Produced Subjectivities and Productive Subjects: Locating the Potential of the Self-Reflective Blog Zorianna Zurba Submitted in partial fulfillment Of the requirements for the degree of Interdisciplinary MA in Popular Culture Brock University St. Catharines, Ontario © June 2008 Library and Archives Bibliotheque et 1*1 Canada Archives Canada Published Heritage Direction du Branch Patrimoine de I'edition 395 Wellington Street 395, rue Wellington OttawaONK1A0N4 Ottawa ON K1A 0N4 Canada Canada Your File Votre reference ISBN: 978-0-494-57215-3 Our file Notre reference ISBN: 978-0-494-57215-3 NOTICE: AVIS: The author has granted a non L'auteur a accorde une licence non exclusive exclusive license allowing Library and permettant a la Bibliotheque et Archives Archives Canada to reproduce, Canada de reproduire, publier, archiver, publish, archive, preserve, conserve, sauvegarder, conserver, transmettre au public communicate to the public by par telecommunication ou par I'lnternet, prater, telecommunication or on the Internet, distribuer et vendre des theses partout dans le loan, distribute and sell theses monde, a des fins commerciales ou autres, sur worldwide, for commercial or non support microforme, papier, electronique et/ou commercial purposes, in microform, autres formats. paper, electronic and/or any other formats. The author retains copyright L'auteur conserve la propriete du droit d'auteur ownership and moral rights in this et des droits moraux qui protege cette these. Ni thesis. Neither the thesis nor la these ni des extraits substantial de celle-ci substantial extracts from it may be ne doivent etre imprimes ou autrement printed or otherwise reproduced reproduits sans son autorisation. without the author's permission. -
Writing Program Administration Volume 29, Number 3 (Spring 2006) © Council of Writing Program Administrators
WPA: Writing Program Administration Volume 29, Number 3 (Spring 2006) © Council of Writing Program Administrators Writing Program Administration Journal of the Council of Writing Program Administrators Managing Editors Gregory Glau. Arizona State University Barry Maid . Arizona State University Duane Roen . Arizona State University Editorial Board Linda Adler-Kassner . .. .Eastern Michigan University Chris Anson . .North Carolina State University William P. Banks . East Carolina University Larry Beason . .University of South Alabama Linda S. Bergmann . Purdue University Shane Borrowman . .Gonzaga University Irene L. Clark . California State University, Northridge Gail S. Corso . Neumann College Beth Daniell . Kennesaw State University Michael J. Day . .. .Northern Illinois University Marvin Diogenes . Stanford University Sid Dobrin . University of Florida Donna Dunbar-Odom . .Texas A & M University-Commerce Russel Durst . University of Cincinnati Christine Farris . Indiana University Lynée Gaillet . .Georgia State University Jeffrey R. Galin . .Florida Atlantic University Paula Gillespie . Marquette University Maureen Goggin . .Arizona State University Risa P. Gorelick . .Monmouth University Jeff Grabill . Michigan State University Sherrie Gradin . .Ohio University Kristine Hansen . Brigham Young University Rich Haswell . .Texas A&M University, Corpus Christi Carol Haviland . California State University, San Bernardino Elizabeth Hodges . Virginia Commonwealth University WPA29_3.indd 1 4/13/06 12:23:13 AM WPA: Writing Program Administration Volume 29, Number 3 (Spring 2006) © Council of Writing Program Administrators Editorial Board (Continued) Deborah Holdstein . Northern Illinois University Mara Holt . Ohio University Bruce Horner . University of Wisconsin-Milwaukee Alice Horning . Oakland University Rebecca Moore Howard . .Syracuse University Joseph Janangelo . .Loyola University George H. Jensen . University of Arkansas at Little Rock Catherine Latterell . .Pennsylvania State University, Altoona College Carrie Leverenz. -
Recommendations for the Facebook Content Review Board
STANFORD Policy Practicum: Creating a Social Media Oversight Board Recommendations for the Facebook Content Review Board 2018-19 PRACTICUM RESEARCH TEAM: Shaimaa BAKR, Ph.D. Electrical Engineering ‘20 Madeline MAGNUSON, J.D. ’20 Fernando BERDION-DEL VALLE, J.D. ’20 Shawn MUSGRAVE, J.D. ’21 Isabella GARCIA-CAMARGO, B.S.’20 Ashwin RAMASWAMI, B.S. ‘21 Julia GREENBERG, J.D. ’19 Nora TAN, B.S. ’19 Tara IYER, B.S.’19 Marlena WISNIAK, LL.M. ’19 Alejandra LYNBERG, J.D. ’19 Monica ZWOLINSKI, J.D. ’19 INSTRUCTORS: Paul BREST, Faculty Director, Law and Policy Lab Daniel HO, William Benjamin Scott and Luna M. Scott Professor of Law Nathaniel PERSILY, James B. McClatchy Professor of Law Rob REICH, Faculty Director, Center for Ethics in Society TEACHING ASSISTANT: Liza STARR, J.D./M.B.A. ’21 SPRING POLICY CLIENT: Project on Democracy and the Internet, Stanford Center on Philanthropy and Civil Society 2019 559 Nathan Abbot Way Stanford, CA https://law.stanford.edu/education/only-at-sls/law-policy-lab// Contents Executive Summary ....................................................................................3 Introduction ................................................................................................8 I. The Need for Governing Principles ..........................................................9 II. Structure and Membership ...................................................................10 A. Selection Process for Board Members ..............................................................10 B. Membership Criteria .............................................................................................12 -
Nosostros, El Medo: Cómo Las Audiencias
THINKING PAPER Nosotros, el medio Cómo las audiencias están modelando el futuro de la noticias y la información. Por Shayne Bowman y Chris Willis Editado por J.D. Lasica | Traducido por Guillermo Franco M. THINKING PAPER Nosotros,Nosotros, elel mediomedio Cómo las audiencias están modelando el futuro de la noticias y la información. Por Shayne Bowman y Chris Willis Editado por J.D. Lasica Traducido por Guillermo Franco M. We Media Encargado por The Media Center del American Press Institute. Publicado en julio del 2003 en PDF y HTML: www.hypergene.net/wemedia/ Traducido en Español en febrero del 2005 en PDF y HTML: www.hypergene.net/wemedia/espanol.php Ilustración de la carátula de Campbell Laird, www.campbelllaird.com Nosotros, el medio | Cómo las audiencias están modelando el futuro de la noticias y la información Copyright © 2003 Shayne Bowman, Chris Willis and The Media Center at The American Press Institute. Este trabajo es Licenciado por Creative Commons. Reconocimiento-NoComercial-CompartirIgual 2.0 www.creativecommons.org/licenses/by-nc-sa/2.0/deed.es Creative Commons, 559 Nathan Abbott Way, Stanford, California 94305, USA. Publicado en julio del 2003 en PDF y HTML http://www.hypergene.net/wemedia/espanol.php http://www.mediacenter.org/mediacenter/research/wemedia/ Traducido por Guillermo Franco M. Editor, www.eltiempo.com Gerente de Contenido Nuevos Medios [email protected] Casa Editorial El Tiempo (CEET) Colombia Editado por J.D. Lasica, Senior Editor, Online Journalism Review, www.jdlasica.com Ilustración de la carátula de Campbell Laird, www.campbelllaird.com Diseño por Shayne Bowman, www.hypergene.net Sobre The Media Center The Media Center es una organización educativa y de investigación sin ánimo de lucro, comprometida con la construcción de una sociedad mejor informada en un mundo conectado. -
Sociolinguistic Variation and Enregisterment in an Online Community of Practice: a Case Study of Metafilter.Com
Sociolinguistic Variation and Enregisterment in an Online Community of Practice: A Case Study of MetaFilter.com Kimberly Ann Witten PhD University of York Language and Linguistic Science September 2014 I Abstract With the emergence of communities that are primarily based in computer-mediated communication (CMC) environments, we see the prevalence of internet-derived neologisms, i.e., netologisms. Often these netologisms are acronyms (e.g., ‘LOL’), blends (e.g., ‘weblog’), or other forms of abbreviation. These new forms may present challenges for English phonotactics, which must be spontaneously resolved by first-time speakers of the netologisms. If the forms contain orthographic characters or sequences that do not directly or consistently correlate to specific English phonemes or phoneme sequences, it is likely that these new forms display phonetic variation. Netologisms can also be used as linguistic resources in taking stances or asserting aspects of identity, especially where phonetic variation is possible. These stances may represent the identity of the group, or they may become associated with particular identities within the group. The process by which sounds, features and word forms become associated with particular identities is known as enregisterment (Agha, 2003, 2005; Squires, 2010). Enregisterment has traditionally been studied in sociolinguistics as a function of individuals interacting in face-to-face (FtF) environments (Johnstone, Andrus and Danielson, 2006; Beal, 2009). However, as more of our daily interactions are mediated by computers and technology, attention must be paid to how enregisterment may take place in primarily text-based social environments. This research presents the first large-scale mixed-methods study of enregisterment occurring in CMC. -
Exploring the Dynamics of Blog Communities: the Case of Metafilter Leiser Silva*, Lakshmi Goel† & Elham Mousavidin‡ *C
doi:10.1111/j.1365-2575.2008.00304.x Info Systems J (2008) 19, 55–81 55 Exploring the dynamics of blog communities: the case of MetaFilter Leiser Silva*, Lakshmi Goel† & Elham Mousavidin‡ *C. T. Bauer College of Business, University of Houston, USA, email: [email protected], †C. T. Bauer College of Business, University of Houston, USA, email: [email protected], and ‡[email protected] Abstract. This paper explores the social processes and mechanisms that give form to a prominent type of online community: community blogs. We conducted an interpretive study that examines a particular community blog, MetaFilter, by drawing on the concepts of communities of practice as a theoretical lens. Theo- retically, we contribute to the body of knowledge of online communities by identi- fying the structures of an emergent type of community that is brought together by blog technology. Our findings suggest that cohesion in a community blog is brought about by the following practices: (a) explicit ground rules regarding mem- bership, (b) presence of moderators, (c) availability of profile information, (d) ‘net etiquette’, (e) tacit warrants for discerning pertinent posts, and (f) the deployment of specific techniques of discipline. Keywords: blogs, communities of practice, knowledge management, Web 2.0, virtual communities, interpretive research INTRODUCTION The advent of the internet has created new venues for communication and social exchanges. These venues, such as forums and newsgroups, are the focal point for the creation of new types of interactions among individuals that take the form of virtual communities (Komito, 1998; Etzioni & Etzioni, 1999; Bakardjieva & Feenberg, 2002; Wilson & Peterson, 2002).