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Understanding and Reducing the Spread of Misinformation Online (Extended Abstract)

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Academic year: 2022

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Understanding and Reducing the Spread of Misinformation Online

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Invited Talk - Extended Abstract

David G. Rand Sloan School of Management, Massachusetts Institute of Technology

[email protected]

I will give an overview of our work assessing various interventions against mis- information and “fake news” on social media (for a review, see [7]). I will start by briefly discussing the limitations of two of the most commonly discussed ap- proaches: warnings based on professional fact-checking, which are not scalable and which we find may increase belief in, and sharing, of misinformation which is not flagged [4]; and emphasizing publishers, which is (surprisingly) ineffective because untrusted outlets typically produce headlines that are judged as inaccu- rate even without knowing the source [2]. I will then focus on two more promising approaches. First, we show that most users do not want to share misinformation, but may wind up doing so anyway because the social media context directs their attention towards other, more salient factors. Therefore, we show using survey experiments and a Twitter field experiment that shifting users’ attention towards accuracy increases the quality of news they subsequently share [5, 7, 3]. Second, we show that crowds of laypeople produce judgments that are highly aligned with professional fact-checkers when assessing the trustworthiness of news sources [6, 3] and the accuracy of individual articles [1], indicating that using crowdsourcing to identify misinformation is a promising approach.

References

1. Allen, J., Arechar, A.A., Pennycook, G., Rand, D.G.: Scaling up fact-checking using the wisdom of crowds. Preprint available at https://psyarxiv. com/9qdza (2020) 2. Dias, N., Pennycook, G., Rand, D.G.: Emphasizing publishers does not effectively

reduce susceptibility to misinformation on social media. Harvard Kennedy School Misinformation Review 1(1) (2020)

3. Epstein, Z., Pennycook, G., Rand, D.: Will the crowd game the algorithm? using layperson judgments to combat misinformation on social media by downranking distrusted sources. In: Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. pp. 1–11 (2020)

?Copyright 2021 for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0). Presented at the MISINFO 2021 workshop held in conjunction with the 30th ACM The Web Conference, 2021, in Ljubljana, Slovenia.

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2 Rand

4. Pennycook, G., Epstein, Z., Mosleh, M., Arechar, A.A., Eckles, D., Rand, D.G.:

Shifting attention to accuracy can reduce misinformation online. Nature pp. 1–6 (2021)

5. Pennycook, G., McPhetres, J., Zhang, Y., Lu, J.G., Rand, D.G.: Fighting covid-19 misinformation on social media: Experimental evidence for a scalable accuracy- nudge intervention. Psychological science31(7), 770–780 (2020)

6. Pennycook, G., Rand, D.G.: Fighting misinformation on social media using crowd- sourced judgments of news source quality. Proceedings of the National Academy of Sciences116(7), 2521–2526 (2019)

7. Pennycook, G., Rand, D.G.: The psychology of fake news. Trends in cognitive sci- ences (2021)

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