Are You What You Tweet? The Impact of Sentiment on Digital News Consumption and Social Media Sharing
References
- (2018) The impact of user personality traits on word of mouth: Text-mining social media platforms. Inform. Systems Res. 29(3):612–640.Link, Google Scholar
- AdSpeed (2010) How much to charge for advertising on your website? April 21, https://www.adspeed.com/Blog/How-much-charge-advertising-website-1104.html.Google Scholar
- (2012) Blog, blogger, and the firm: Can negative posts by employees lead to positive outcomes? Inform. Systems Res. 23(2):306–322.Link, Google Scholar
- (2017) Social media and fake news in the 2016 election. J. Econom. Perspect. 31(2):211–236.Crossref, Google Scholar
- (1997) The news media, the problem frame, and the production of fear. Sociol. Quart. 38(4):647–668.Crossref, Google Scholar
- (2019) The impact of constructive news on affective and behavioural responses. Journalism Stud. 20(13):1940–1959.Crossref, Google Scholar
- (2003) Fixed effects, random effects or Hausman–Taylor? A pretest estimator. Econom. Lett. 79(3):361–369.Crossref, Google Scholar
- (2014) Broadcasting and narrowcasting: How audience size affects what people share. J. Marketing Res. 51(3):286–299.Crossref, Google Scholar
- (1982) A self-presentational view of social phenomena. Psych. Bull. 91(1):3–26.Crossref, Google Scholar
- (1987) Self-presentation theory: Self-construction and audience pleasing. Mullen B, Goethals GR, eds. Theories of Group Behavior (Springer, New York), 71–87.Crossref, Google Scholar
- (1990) Estimation of switching models from revealed preferences and stated intentions. Transportation Res. Part A General 24(6):485–495.Crossref, Google Scholar
- (2012) What makes online content viral? J. Marketing Res. 49(2):192–205.Crossref, Google Scholar
- (2008) How are preferences revealed? J. Public Econom. 92(8–9):1787–1794.Crossref, Google Scholar
- (2019) A coevolution model of network structure and user behavior: The case of content generation in online social networks. Inform. Systems Res. 30(1):117–132.Link, Google Scholar
- (2003) Latent Dirichlet allocation. J. Machine Learning Res. 3:993–1022.Google Scholar
- (2015) Sharing the news: Effects of informational utility and opinion leadership on online news sharing. Journalism Mass Comm. Quart. 92(2):320–345.Crossref, Google Scholar
- (2013) The News Gap: When the Information Preferences of the Media and the Public Diverge (MIT Press, Cambridge, MA).Crossref, Google Scholar
- (2016) The social news gap: How news reading and news sharing diverge. J. Comm. 66(3):343–365.Crossref, Google Scholar
- Büschken J, Allenby GM (2016) Sentence-based text analysis for customer reviews. Marketing Sci. 35(6):953–975.Google Scholar
- Centre for Media Transition (2018) The Impact of Digital Platforms on News and Journalistic Content. Retrieved November 28, 2019, https://www.accc.gov.au/system/files/ACCC%20commissioned%20report%20-%20The%20impact%20of%20digital%20platforms%20on%20news%20and%20journalistic%20content%2C%20Centre%20for%20Media%20Transition%20%282%29.pdf.Google Scholar
- (2010) Measuring user influence in Twitter: The million follower fallacy. Proc. Fourth Internat, AAAI Conf. Weblogs Soc. Media (AAAI, Palo Alto, CA), 10–17.Google Scholar
- (2019) Editorial vs. audience gatekeeping: Analyzing news selection and consumption dynamics in online news media. IEEE Trans. Comput. Soc. Systems 6(4):680–691.Crossref, Google Scholar
- (2012) Plausibly exogenous. Rev. Econom. Statist. 94(1):260–272.Crossref, Google Scholar
- (2017) Did shy Trump supporters bias the 2016 Polls? Evidence from a nationally-representative list experiment. J. Statist. Politics Policy 8(1):29–40.Google Scholar
- (1964) The Approval Motive (Wiley, New York).Google Scholar
- (1995) Sex, violence, and consonance/differentiation: An analysis of local TV news values. Journalism Mass Comm. Quart. 72(1):128–138.Crossref, Google Scholar
- (2007) Yahoo! for Amazon: Sentiment extraction from small talk on the web. Management Sci. 53(9):1375–1388.Link, Google Scholar
- (2015) The challenge of retaining customers acquired with free trials. J. Marketing Res. 52(2):217–234.Crossref, Google Scholar
- (2013) Media, aggregators and the link economy: Strategic hyperlink formation in content networks. Management Sci. 59(10):2360–2379.Link, Google Scholar
- (2016) Attention allocation in information-rich environments: The case of news aggregators. Management Sci. 62(9):2543–2562.Link, Google Scholar
- (1990) Personality structure: Emergence of the five-factor model. Annual Rev. Psych. 41(1):417–440.Crossref, Google Scholar
- (2013) What would it take to change an inference? Using Rubin’s causal model to interpret the robustness of causal inferences. Ed. Evaluation Policy Anal. 35(4):437–460.Crossref, Google Scholar
- (1987) Balancing good news and bad news: An ethical obligation? J. Mass Media Ethics 2(2):82–92.Crossref, Google Scholar
- (2010) News & the news media in the digital age: Implications for democracy. Daedalus 139(2):8–17.Crossref, Google Scholar
- (2013) Sentiment during recessions. J. Finance 68(3):1267–1300.Crossref, Google Scholar
- (2010) What drives media slant? Evidence from US daily newspapers. Econometrica 78(1):35–71.Crossref, Google Scholar
- (2004) Using online conversations to study word-of-mouth communication. Marketing Sci. 23(4):545–560.Link, Google Scholar
- (1959) The Presentation of Self in Everyday Life (Doubleday, New York).Google Scholar
- (2013) Social media brand community and consumer behavior: Quantifying the relative impact of user- and marketer-generated content. Inform. Systems Res. 24(1):88–107.Link, Google Scholar
- (2011) Newspaper reports and consumer choice: Evidence from the do not call registry. Management Sci. 57(9):1640–1654.Link, Google Scholar
- (1981) Language and individual differences: The search for universals in personality lexicons. Rev. Personality Soc. Psych. 2(1):141–165.Google Scholar
- (2009) The role of hubs in the adoption process. J. Marketing 73:1–13.Crossref, Google Scholar
- (2011) Mirror, mirror on my Facebook wall: Effects of exposure to Facebook on self-esteem. Cyberpsych. Behav. Soc. Networks 14(1–2):79–83.Crossref, Google Scholar
- (2004) Finding scientific topics. Proc. Natl. Acad. Sci. USA 101(1):5228–5235.Crossref, Google Scholar
- Guardian (2016) The real ‘shy Trump’ vote—how 53% of white women pushed him to victory (November 10), https://www.theguardian.com/us-news/2016/nov/10/white-women-donald-trump-victory.Google Scholar
- (1993) Using stated response choice data to enrich revealed preference discrete choice models. Marketing Lett. 4(2):139–151.Crossref, Google Scholar
- (2012) Social TV: Real-time social media response to TV advertising. Proc. Sixth Internat. Workshop Data Mining Online Advertising Internet Econom. (ACM, New York), 1–9.Google Scholar
- (2010) Social desirability bias in voter turnout reports: Tests using the item count technique. Public Opinion Quart. 74(1):37–67.Crossref, Google Scholar
- (2012) Which candidates do the public discuss online in an election campaign? The use of social media by 2012 presidential candidates and its impact on candidate salience. Government Inform. Quart. 29(4):455–461.Crossref, Google Scholar
- (2004) Stating preference for the ethereal but choosing the concrete: How the tangibility of attributes affects attribute weighting in value elicitation and choice. J. Consumer Psych. 14(1–2):132–140.Crossref, Google Scholar
- (2017) Analyst information discovery and information interpretation roles: A topic modeling approach. Management Sci. 64(6):2833–2855.Link, Google Scholar
- (2005) Contributing knowledge to electronic knowledge repositories: An empirical investigation. MIS Quart. 29(1):113–143.Crossref, Google Scholar
- (1996) Compassion fatigue: Communication and burnout toward social problems. Journalism Mass Comm. Quart. 73(3):687–707.Crossref, Google Scholar
- (2015) News sharing in social media: A review of current research on news sharing users, content, and networks. Soc. Media Soc. 1(2):1–14.Google Scholar
- (2010) What is Twitter, a social network or a news media? Proc. 19th Internet Conf. World Wide Web (ACM, New York), 591–600.Google Scholar
- (2005) Why hackers do what they do: Understanding motivation and effort in free/open source software projects. Feller J, Fitzgerald B, Hissam S, Lakhani KR, eds. Perspectives on Free and Open Source Software (MIT Press, Cambridge, MA).Google Scholar
- (2011) Automated marketing research using online customer reviews. J. Marketing Res. 48(5):881–894.Crossref, Google Scholar
- (2012) News sharing in social media: The effect of gratifications and prior experience. Comput. Human Behav. 28(2):331–339.Crossref, Google Scholar
- (2018) Advertising content and consumer engagement on social media: Evidence from Facebook. Management Sci. 64(11):5105–5131.Link, Google Scholar
- (2013) Down-to-the-minute effects of super bowl advertising on online search behavior. Proc. 14th ACM Conf. Electronic Commerce (ACM, New York), 639–656.Google Scholar
- (2016) Platform integration and demand spillovers in complementary markets: Evidence from Facebook’s integration of Instagram. Management Sci. 63(10):3438–3458.Link, Google Scholar
- (2020) Self-attentive sentimental sentence embedding for sentiment analysis. Proc. IEEE Internat. Conf. Acoustics Speech Signal Processing (IEEE, Piscataway, NJ), 1678–1682.Google Scholar
- (2013) More than words: The influence of affective content and linguistic style matches in online reviews on conversion rates. J. Marketing 77:87–103.Crossref, Google Scholar
- (1978) Language and social stratification: The case of a Confucian society. Anthropological Linguistics 20(7):320–326.Google Scholar
- (2017) Constructive journalism: An introduction and practical guide for applying positive psychology techniques to news production. J. Media Innovations 4(2):20–34.Crossref, Google Scholar
- (2006) An empirical two-stage choice model with decision rules applied to internet clickstream data. J. Marketing Res. 43(4):680–692.Crossref, Google Scholar
- (2016) Sentiment analysis: Detecting valence, emotions, and other affectual states from text. Meiselman HL, ed. Emotion Measurement (Woodhead, Sawston, UK), 201–237.Crossref, Google Scholar
- (2016) Free vs. for-a-fee: The impact of a paywall on the pattern and effectiveness of word-of-mouth via social media. MIS Quart. 40(1):31–56.Crossref, Google Scholar
- (2005) Seeing starts: Exploiting class relationships for sentiment categorization with respect to rating scales. Proc. 43rd Annual Meeting Assoc. Comput. Linguistics (Association for Computational Linguistics, Stroudsburg, PA), 115–124.Google Scholar
- (2012) Handling endogenous regressors by joint estimation using copulas. Marketing Sci. 31(4):567–586.Link, Google Scholar
- (1997) The news media: An effective political actor? Political Comm. 14(4):445–455.Crossref, Google Scholar
- (2008) Self-presentation of personality: An agency-communion framework. John OP, Robins RW, Pervin LA, eds. Handbook of Personality: Theory and Research (Guilford Press, New York), 492–517.Google Scholar
- (2015) Linguistic inquiry and word count: LIWC2015, http://liwc.net.Google Scholar
- (2018) Shareaholic: Search overtook social for referral traffic in 2017 as Google passed Facebook. VentureBeat (February 22), https://venturebeat.com/2018/02/22/shareaholic-search-overtook-social-for-referral-traffic-in-2017-as-google-passed-facebook/.Google Scholar
- (2021) Correcting misclassification bias in regression models with variables generated via data mining. Inform. Systems Res. 32(2):462–480.Link, Google Scholar
- (2010) Software framework for topic modelling with large corpora. Proc. LREC 2010 Workshop New Challenges NLP Frameworks, Valletta, Malta (May 22) 46–50.Google Scholar
- (1986) The need for new approaches to social class analysis in sociolinguistics. Language Comm. 6(3):215–221.Crossref, Google Scholar
- (2006) Understanding the motivations, participation, and performance of open source software developers: A longitudinal study of the Apache projects. Management Sci. 52(7):984–999.Link, Google Scholar
- (1974) Estimating causal effects of treatments in randomized and nonrandomized studies. J. Ed. Psych. 66(5):688–701.Crossref, Google Scholar
- (2003) We are what we post? Self-presentation in personal web space. J. Consumer Res. 30(3):385–404.Crossref, Google Scholar
- (2013) Content sharing in a social broadcasting environment: Evidence from Twitter. MIS Quart. 38(1):123–142.Crossref, Google Scholar
- (1996) Hardwired for news: Using biological and cultural evolution to explain the surveillance function. J. Comm. 46(3):32–47.Crossref, Google Scholar
- (1991) Deviant acts, risky business and U.S. interests: The newsworthiness of world events. Journalism Quart. 68(4):781–795.Crossref, Google Scholar
- (2014) How to attract and retain readers in enterprise blogging. Inform. Systems Res. 25(1):35–52.Link, Google Scholar
- (2013) Recursive deep models for semantic compositionality over a sentiment treebank. Proc. Conf. Empirical Methods Natural Language Processing (Association for Computational Linguistics, Stroudsburg, PA), 1642–1660.Google Scholar
- (2006) Good news and bad news: Asymmetric responses to economic information. J. Politics 68(2):372–385.Crossref, Google Scholar
- (2005) Testing for weak instruments in linear IV regression. Andrews DWK, Stock JH eds. Identification and Inference in Econometric Models: Essays in Honor of Thomas J. Rothenberg (Cambridge University Press, New York), 80–108.Crossref, Google Scholar
- (2007) Negative psychological effects of watching the news in the television: Relaxation or another intervention may be needed to buffer them! Internat. J. Behav. Medicine 14(2):57–62.Crossref, Google Scholar
- (2010) Newspapers online traffic is strong, so why are ad rates weak? CBS News (June 29), https://www.cbsnews.com/news/newspapers-online-traffic-is-strong-so-why-are-ad-rates-weak/.Google Scholar
- (2013) Intrinsic vs. image-related utility in social media: Why do people contribute content to Twitter? Marketing Sci. 32(3):368–392.Link, Google Scholar
- (2010) Determining influential users in internet social networks. J. Marketing Res. 47(4):643–658.Crossref, Google Scholar
- (2011) Election forecasts with Twitter: How 140 characters reflect the political landscape. Soc. Sci. Comput. Rev. 29(4):402–418.Crossref, Google Scholar
- (2015) Dual screening the political: Media events, social media, and citizen engagement. J. Comm. 65(6):1041–1061.Crossref, Google Scholar
- (2005) Let me count the ways: The interchange of verbal and nonverbal cues in computer-mediated and face-to-face affinity. J. Language Soc. Psych. 24(1):36–65.Crossref, Google Scholar
- (2005) Why should I share? Examining social capital and knowledge contribution in electronic networks of practice. MIS Quart. 29(1):35–57.Crossref, Google Scholar
- (2017) Social media is killing the news. Medium (August 31), https://medium.com/s/which-half-is-wasted/social-media-is-killing-the-news-ae91c4a1add8.Google Scholar
- (2002) Econometric Analysis of Cross Section and Panel Data (MIT Press, Cambridge, MA).Google Scholar
- (2019) konfound: Command to quantify robustness of causal inferences. Stata J. 19(3):523–550.Crossref, Google Scholar
- (2018) Mind the gap: Accounting for measurement error and misclassification in variables generated via data mining. Inform. Systems Res. 29(1):4–24.Link, Google Scholar
- (2011) Group size and incentives to contribute: A natural experiment at Chinese Wikipedia. Amer. Econom. Rev. 101:1601–1615.Crossref, Google Scholar

