Abstract
Content on Twitter’s home timeline is selected and ordered by personalization algorithms. By consistently ranking certain content higher, these algorithms may amplify some messages while reducing the visibility of others. There’s been intense public and scholarly debate about the possibility that some political groups benefit more from algorithmic amplification than others. We provide quantitative evidence from a long-running, massive-scale randomized experiment on the Twitter platform that committed a randomized control group including nearly 2 million daily active accounts to a reverse-chronological content feed free of algorithmic personalization. We present two sets of findings. First, we studied tweets by elected legislators from major political parties in seven countries. Our results reveal a remarkably consistent trend: In six out of seven countries studied, the mainstream political right enjoys higher algorithmic amplification than the mainstream political left. Consistent with this overall trend, our second set of findings studying the US media landscape revealed that algorithmic amplification favors right-leaning news sources. We further looked at whether algorithms amplify far-left and far-right political groups more than moderate ones; contrary to prevailing public belief, we did not find evidence to support this hypothesis. We hope our findings will contribute to an evidence-based debate on the role personalization algorithms play in shaping political content consumption.
Publisher
Proceedings of the National Academy of Sciences
Reference42 articles.
1. Political polarization on twitter: Implications for the use of social media in digital governments;Hong;Gov. Inf. Q.,2016
2. The Economist, Twitter’s algorithm does not seem to silence conservatives. Economist, 1 August 2020. https://www.economist.com/graphic-detail/2020/08/01/twitters-algorithm-des-not-seem-to-silence-conservatives. Accessed 1 September 2020.
3. Z. Tufekci , Youtube, the great radicalizer. NY Times, 10 March 2018. https://www.nytimes.com/2018/03/10/opinion/sunday/youtube-politics-radical.html. Accessed 1 September 2020.
4. Political polarization on twitter;Conover;ICWSM,2011
5. Exposure to opposing views on social media can increase political polarization
Cited by
135 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献