Beyond Fixing Facebook
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A Brief Primer on the Economics of Targeted Advertising
ECONOMIC ISSUES A Brief Primer on the Economics of Targeted Advertising by Yan Lau Bureau of Economics Federal Trade Commission January 2020 Federal Trade Commission Joseph J. Simons Chairman Noah Joshua Phillips Commissioner Rohit Chopra Commissioner Rebecca Kelly Slaughter Commissioner Christine S. Wilson Commissioner Bureau of Economics Andrew Sweeting Director Andrew E. Stivers Deputy Director for Consumer Protection Alison Oldale Deputy Director for Antitrust Michael G. Vita Deputy Director for Research and Management Janis K. Pappalardo Assistant Director for Consumer Protection David R. Schmidt Assistant Director, Oÿce of Applied Research and Outreach Louis Silva, Jr. Assistant Director for Antitrust Aileen J. Thompson Assistant Director for Antitrust Yan Lau is an economist in the Division of Consumer Protection of the Bureau of Economics at the Federal Trade Commission. The views expressed are those of the author and do not necessarily refect those of the Federal Trade Commission or any individual Commissioner. ii Acknowledgments I would like to thank AndrewStivers and Jan Pappalardo for invaluable feedback on numerous revisions of the text, and the BE economists who contributed their thoughts and citations to this paper. iii Table of Contents 1 Introduction 1 2 Search Costs and Match Quality 5 3 Marketing Costs and Ad Volume 6 4 Price Discrimination in Uncompetitive Settings 7 5 Market Segmentation in Competitive Setting 9 6 Consumer Concerns about Data Use 9 7 Conclusion 11 References 13 Appendix 16 iv 1 Introduction The internet has grown to touch a large part of our economic and social lives. This growth has transformed it into an important medium for marketers to serve advertising. -
Brand Messages on Twitter: Predicting Diffusion with Textual
CORE Metadata, citation and similar papers at core.ac.uk Provided by Carolina Digital Repository BRAND MESSAGES ON TWITTER: PREDICTING DIFFUSION WITH TEXTUAL CHARACTERISTICS Chris J. Vargo A dissertation submitted to the faculty at the University of North Carolina at Chapel Hill in partial fulfillment of the requirements for the degree of Doctor of Philosophy in the School of Journalism and Mass Communication. Chapel Hill 2014 Approved by: Joe Bob Hester Donald Lewis Shaw Francesca Carpentier Justin H. Gross Jaime Arguello © 2014 Chris J. Vargo ALL RIGHTS RESERVED ii ABSTRACT Chris J. Vargo: Brand Messages On Twitter: Predicting Diffusion With Textual Characteristics (Under the direction of Joe Bob Hester) This dissertation assesses brand messages (i.e. tweets by a brand) on Twitter and the characteristics that predict the amount of engagement (a.k.a. interaction) a tweet receives. Attention is given to theories that speak to characteristics observable in text and how those characteristics affect retweet and favorite counts. Three key concepts include sentiment, arousal and concreteness. For positive sentiment, messages appeared overly positive, but still a small amount of the variance in favorites was explained. Very few tweets had strong levels of arousal, but positive arousal still explained a small amount of the variance in retweet counts. Despite research suggesting that concreteness would boost sharing and interest, concrete tweets were retweeted and shared less than vague tweets. Vagueness explained a small amount of the variance in retweet and favorite counts. The presence of hashtags and images boosted retweet and favorite counts, and also explained variance. Finally, characteristics of the brand itself (e.g. -
Social Media Compliance for Investment Advisers by Peter I
THOMSON REUTERS Social media compliance for investment advisers By Peter I. Altman, Esq., Sandra Lewitz, Esq., and Kelly Handschumacher, Esq., Akin Gump MARCH 21, 2019 Social media pervades all aspects of society, from personal This spate of activity reflects the SEC’s focus on social media as and social communications to entertainment, business and an area replete with risk for registered investment advisers and politics. Presidents and CEOs communicate through Twitter; reinforces their obligations under the advertising, books and political activists organize through Facebook; and businesses records, and compliance rules of the Investment Advisers Act of blur the distinction between content and advertisement through 1940. Instagram. It is no surprise then that government agencies and Without careful attention to the changing communications law enforcement now routinely look at social media activity, both landscape and regulatory requirements, advisers could in real time and after the fact, for evidence of illegal activity. inadvertently violate these rules. For example, an adviser inviting For its part, the Securities and Exchange Commission has shown the public to “like” an investment adviser representative’s an increasing focus on social media activity in its examinations and biography that it posted on Facebook and then receiving “likes” investigations, such as using LinkedIn profiles during enforcement could violate the Testimonial Rule.2 And an adviser failing to investigation testimony to establish a witness’s experience and maintain records of tweets that it issues to provide news about citing public tweets as the basis for enforcement actions. One the firm or of private Facebook, WhatsApp or LinkedIn messages should assume that the SEC, whether in an examination or with clients about their investments could violate the Books and enforcement investigation, will review anything publicly available Records Rule. -
Guide-Twitter
Guide pour les préfectures décembre 2014 GUIDE TWITTER POUR LES PRÉFECTURES TABLE DES MATIÈRES Introduction ............................................................................................................3 I. Twitter : les grands principes ...........................................................................4 1. Qu’est-ce que c’est ? . ............................................................................................4 2. Faut-il y être présent ? . ...........................................................................................5 2.1. En matière de veille . .........................................................................................5 2.2. En matière de communication . ............................................................................6 2.3. Combien ça coûte ? .........................................................................................6 3. Comment y être présent ?. .......................................................................................7 4. Quels sont les risques ? ..........................................................................................8 4.1. Usurpation d’identité ........................................................................................8 4.2. Le manque de modestie ....................................................................................9 4.3. La transmission d’une information erronée ou contenant une faute................................10 4.4. La modération sur Twitter .................................................................................11 -
Copyright by Patrick Warren Eubanks 2019
Copyright by Patrick Warren Eubanks 2019 The Report Committee for Patrick Warren Eubanks Certifies that this is the approved version of the following Report: “There’s No Guidebook for This”: Black Freelancers and Digital Technologies APPROVED BY SUPERVISING COMMITTEE: S. Craig Watkins, Supervisor Kathleen McElroy “There’s no Guidebook for This”: Black Freelancers and Digital Technologies by Patrick Warren Eubanks Report Presented to the Faculty of the Graduate School of The University of Texas at Austin in Partial Fulfillment of the Requirements for the Degree of Master of Arts The University of Texas at Austin May 2019 Abstract “There’s no Guidebook for This”: Black Freelancers and Digital Technologies Patrick Warren Eubanks, MA The University of Texas at Austin, 2019 Supervisor: S. Craig Watkins Freelancing has become increasingly common in a variety of industries due to the continued economic restructuring of post-industrial capitalism. While writing has traditionally been a precarious profession characterized by low pay and intermittent work, once secure forms of employment, such as newspaper work, have experienced a precipitous decline within the past few decades. As the number of writers engaged in standard employment contracts has sharply decreased, an increasing number of individuals must engage in freelance work to earn a living as writers. While all freelance writers face precarity at the hands of digital media outlets due to exploitative and unstable labor and business practices, black freelancers experience distinct forms of precarity, such as a lack of access to professional networks and mentors. This report aims to identify the ways in which digital technologies allow black freelancers to insulate themselves from the risks inherent to the digital media ecosystem, ending with recommendations for education systems, digital media organizations and freelancers seeking to promote equity in digital publishing. -
Marketing-Social-De-Performance.Pdf
MARKETING INTRODUCTION SOCIAL Si vous êtes un entrepreneur ou un « marketeu », vous avez très certainement entendu parler de la publicité Facebook — le nouveau canal publicitaire = +$ cool et branché! Alors qu’il est vrai que ce type de publicité peut être extrêmement efficace, peu de gens osent se lancer dans le bain. Il faut dire que c’est facile de = -$ flamber beaucoup d’argent dans le vide lorsqu’on ne connaît pas ça! « Qu’est-ce qui vaut la peine d’être acheté? » « À quel prix? » « Comment faire ses enchères? » « Comment est-ce que votre budget est dépensé par Facebook? » Autant de questions qui vous empêchent de passer à l’action! C’est pour cette raison que j’ai mis en place ce court guide. Il s’agit d’un condensé de tout ce que vous avez besoin de savoir et comprendre avant de commencer à ! dépenser votre argent en publicité. 2 CE GUIDE EST DIVISÉ EN 5 GRANDS CHAPITRES Débutons par la base. Comment ça fonctionne? Comment Facebook vous facture-t-il? Quels sont les 1 termes fréquemment utilisés dans ce monde? Etc. Apprenez à gérer vos attentes envers la publicité Facebook et à la lier avec vos objectifs d’affaires. 2 Qu’est-ce qui fait qu’une pub particulière génère des revenus alors qu’une autre en perd? Découvrez la technique la plus rentable et la plus simple à mettre en place par l’ensemble des entreprises — le remarketing. Vous comprendrez 3 comment les entreprises augmentent leur rétention et génèrent des ventes à des prix ridiculement bas. Assimilez 6 façons d’utiliser la publicité Facebook 4 pour votre entreprise! Comment reconnaître une bonne publicité d’une mauvaise? À l’aide de deux exemples, vous 5 comprendrez rapidement les subtilités! À tout moment, vous pouvez lancer vos questions sur Twitter en utilisant le hashtag #AskOlivierLambert 3 Comment créer une CHAPITRE 1 publicité Facebook? La première étape logique est de créer une publicité. -
Eric Johnson Producer of Recode Decode with Kara Swisher Vox Media
FIRESIDE Q&A How podcasting can take social media storytelling ‘to infinity and beyond’ Eric Johnson Producer of Recode Decode with Kara Swisher Vox Media Rebecca Reed Host Off the Assembly Line Podcast 1. Let’s start out by introducing yourself—and telling us about your favorite podcast episode or interview. What made it great? Eric Johnson: My name is Eric Johnson and I'm the producer of Recode Decode with Kara Swisher, which is part of the Vox Media Podcast Network. My favorite episode of the show is the interview Kara conducted with Facebook CEO Mark Zuckerberg — an in-depth, probing discussion about how the company was doing after the Cambridge Analytica scandal and the extent of its power. In particular, I really liked the way Kara pressed Zuckerberg to explain how he felt about the possibility that his company's software was enabling genocide in Myanmar; his inability to respond emotionally to the tragedy was revealing, and because this was a podcast and not a TV interview she was able to patiently keep asking the question, rather than moving on to the next topic. Rebecca Reed: My name is Rebecca Reed and I’m an Education Consultant and Host of the Off the Assembly Line podcast. Off the Assembly Line is your weekly dose of possibility-sparking conversation with the educators and entrepreneurs bringing the future to education. My favorite episode was an interview with Julia Freeland Fisher, author of Who You Know. We talked about the power of student social capital, and the little known role it plays in the so-called “achievement gap” (or disparity in test scores from one school/district to the next). -
Advertising Content and Consumer Engagement on Social Media: Evidence from Facebook
University of Pennsylvania ScholarlyCommons Marketing Papers Wharton Faculty Research 1-2018 Advertising Content and Consumer Engagement on Social Media: Evidence from Facebook Dokyun Lee Kartik Hosanagar University of Pennsylvania Harikesh Nair Follow this and additional works at: https://repository.upenn.edu/marketing_papers Part of the Advertising and Promotion Management Commons, Business Administration, Management, and Operations Commons, Business Analytics Commons, Business and Corporate Communications Commons, Communication Technology and New Media Commons, Marketing Commons, Mass Communication Commons, Social Media Commons, and the Technology and Innovation Commons Recommended Citation Lee, D., Hosanagar, K., & Nair, H. (2018). Advertising Content and Consumer Engagement on Social Media: Evidence from Facebook. Management Science, http://dx.doi.org/10.1287/mnsc.2017.2902 This paper is posted at ScholarlyCommons. https://repository.upenn.edu/marketing_papers/339 For more information, please contact [email protected]. Advertising Content and Consumer Engagement on Social Media: Evidence from Facebook Abstract We describe the effect of social media advertising content on customer engagement using data from Facebook. We content-code 106,316 Facebook messages across 782 companies, using a combination of Amazon Mechanical Turk and natural language processing algorithms. We use this data set to study the association of various kinds of social media marketing content with user engagement—defined as Likes, comments, shares, and click-throughs—with the messages. We find that inclusion of widely used content related to brand personality—like humor and emotion—is associated with higher levels of consumer engagement (Likes, comments, shares) with a message. We find that directly informative content—like mentions of price and deals—is associated with lower levels of engagement when included in messages in isolation, but higher engagement levels when provided in combination with brand personality–related attributes. -
News in Social Media and Messaging Apps
News in social media and messaging apps Qualitative research report Prepared for the Reuters Institute for the Study of Journalism, University of Oxford with the support of the Google News Initiative September 2018 Contents EXECUTIVE SUMMARY 3 INTRODUCTION 4 2.1 BACKGROUND 4 2.2 RESEARCH OBJECTIVES 4 2.3 RESEARCH DESIGN 5 FACEBOOK AND NEWS 6 3.1 IN THE BEGINNING 6 3.2 FACEBOOK’S BUNDLE OF BENEFITS 6 3.3 NEWS ADDED TO THE MIX 8 3.4 FALLING OUT OF LOVE WITH FACEBOOK 8 3.5 MAJOR CHANGE ANNOUNCED 10 MESSAGING APPS AND NEWS 13 4.1 THE SHIFT TO MESSAGING APPS 13 4.2 COMPARING NETWORKS 15 TRUST AND DIGITAL LITERACY 17 5.1 ALGORITHMS, FILTER BUBBLES AND ECHO CHAMBERS 17 5.2 THE SPECTRE OF FAKE NEWS 17 5.3 HOW SHOULD GOVERNMENTS RESPOND TO FAKE NEWS? 19 5.4 CRITICAL ASSESSMENT 20 5.5 TRUST CUES IN FACEBOOK 22 5.6 TRUST CUES IN WHATSAPP 23 5.7 VIDEO AND AUDIO 24 CONCLUSIONS AND IMPLICATIONS 25 APPENDIX 26 7.1 METHODOLOGY AND SAMPLE 26 7.2 RECRUITMENT QUESTIONNAIRE FLOW 27 7.3 DISCUSSION FLOW 27 7.4 PEAK IN USE OF FACEBOOK FOR NEWS 28 7.5 GROWTH IN USE OF MESSAGING APPS FOR NEWS 28 7.6 MARK ZUCKERBERG ANNOUNCEMENT 29 2 Executive summary The tide is turning on Facebook as a news platform because its phenomenal success as a social network has made it less conducive to discussing and sharing news. People are being pushed to the safety of messaging apps by the combination of privacy fears, exposure risk, content clutter and declining relevance. -
The FCC's Knowledge Problem: How to Protect Consumers Online
The FCC’s Knowledge Problem: How to Protect Consumers Online Hon. Maureen K. Ohlhausen* TABLE OF CONTENTS I. A FRAMEWORK FOR THINKING ABOUT REGULATION: COMPARING THE FCC AND THE FTC .................................................................. 205 A. The Regulator’s Knowledge Problem....................................... 206 B. The FCC’s Prescriptive, Ex Ante Regulatory Approach .......... 208 C. The FTC’s Flexible, Ex Post Enforcement-Based Approach ... 212 II. NET NEUTRALITY AND THE FCC: A CASE STUDY IN REGULATORY DIFFICULTY ..................................................................................... 214 A. What is Net Neutrality? ............................................................ 215 1. Proponents of Net Neutrality Regulation .......................... 215 2. Opponents of Net Neutrality Regulation .......................... 216 B. The FCC’s History of Broadband Regulation: The Road to Reclassification ........................................................................ 218 1. Broadband as a Title I information service ....................... 218 2. The Verizon Decision ........................................................ 220 3. The Aftermath of Verizon ................................................. 221 Commissioner, Federal Trade Commission. I would like to thank Neil Chilson for his contributions to this essay. The views expressed here are solely my own and do not necessarily represent the views of the Commission or any other individual Commissioner. Portions of this essay were adapted from a keynote -
Improving Transparency Into Online Targeted Advertising
AdReveal: Improving Transparency Into Online Targeted Advertising Bin Liu∗, Anmol Sheth‡, Udi Weinsberg‡, Jaideep Chandrashekar‡, Ramesh Govindan∗ ‡Technicolor ∗University of Southern California ABSTRACT tous and cover a large fraction of a user’s browsing behav- To address the pressing need to provide transparency into ior, enabling them to build comprehensive profiles of their the online targeted advertising ecosystem, we present AdRe- online interests. This widespread tracking of users and the veal, a practical measurement and analysis framework, that subsequent personalization of ads have received a great deal provides a first look at the prevalence of different ad target- of negative press; users associate adjectives such as creepy ing mechanisms. We design and implement a browser based and scary with the practice [18], primarily because they lack tool that provides detailed measurements of online display insight into how their data is being collected and used. ads, and develop analysis techniques to characterize the con- Our paper seeks to provide transparency into the targeted textual, behavioral and re-marketing based targeting mecha- advertising ecosystem, a capability that has not been ex- nisms used by advertisers. Our analysis is based on a large plored so far. We seek to enable end-users to reason about dataset consisting of measurements from 103K webpages why ads of a certain category are being displayed to them. and 139K display ads. Our results show that advertisers fre- Consider a user that repeatedly receives ads about cures for a quently target users based on their online interests; almost particularly private ailment. The user currently lacks a way half of the ad categories employ behavioral targeting. -
Kara Swisher Is on the Show Today; Tech Journalist and Co-Founder of Recode
SM 714 Transcript EPISODE 714 [INTRODUCTION] [0:00:35.0] FT: Today, we're in conversation with Silicon Valley's most feared and liked journalist. Welcome to so money, everyone. I'm your host, Farnoosh Torabi. Kara Swisher is on the show today; tech journalist and co-founder of Recode. She is an outspoken straight-shooting reporter who for decades has been working nonstop to keep Silicon Valley and the tech world at large accountable. Kara is host of the popular podcast Recode Decode. She began her career at the Washington Post and later The Wall Street Journal, before launching her own tech media empire. I kick off the interview with Kara's take on Facebook amidst the recent Cambridge Analytica scandal and the social networks tumbling stock price. Then we hear about Kara's childhood, experiencing the loss of her dad at a young age. She also takes us down memory lane to a very specific moment in her early career when she was asking for a raise, how she earned her worth and had to ask her what tech giants will be gone in 10 years’ time? Snapchat, Twitter. You might be surprised to hear Kara's predictions. Here is Kara Swisher. [INTERVIEW] [0:01:47.1] FT: Kara Swisher. Oh, my gosh. I can't believe I just said your name on this show. Welcome to So Money my icon. I love you so much. [0:01:55.3] © 2018 Farnoosh, Inc. "1 SM 714 Transcript KS: You got to calm down there. You got to calm – [0:01:56.9] FT: Okay.