机构:Hebrew Univ Jerusalem, Hebrew Univ, Business Sch, Jerusalem, Israel
Taylor, Sean J.
Muchnik, Lev
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机构:
Hebrew Univ Jerusalem, Hebrew Univ, Business Sch, Jerusalem, Israel
Microsoft Res, Herzliyya, IsraelHebrew Univ Jerusalem, Hebrew Univ, Business Sch, Jerusalem, Israel
Muchnik, Lev
[1
,2
]
Kumar, Madhav
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机构:
MIT, Sloan Sch Management, 77 Massachusetts Ave, Cambridge, MA 02139 USAHebrew Univ Jerusalem, Hebrew Univ, Business Sch, Jerusalem, Israel
Kumar, Madhav
[3
]
Aral, Sinan
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机构:
MIT, Sloan Sch Management, 77 Massachusetts Ave, Cambridge, MA 02139 USAHebrew Univ Jerusalem, Hebrew Univ, Business Sch, Jerusalem, Israel
Aral, Sinan
[3
]
机构:
[1] Hebrew Univ Jerusalem, Hebrew Univ, Business Sch, Jerusalem, Israel
[2] Microsoft Res, Herzliyya, Israel
[3] MIT, Sloan Sch Management, 77 Massachusetts Ave, Cambridge, MA 02139 USA
Leveraging data from a longitudinal field experiment, Taylor and colleagues show that identity cues, such as a username, increase how viewers vote and reply to online content. Their results support a rich-get-richer dynamic when identity cues are salient. Identity cues appear ubiquitously alongside content in social media today. Some also suggest universal identification, with names and other cues, as a useful deterrent to harmful behaviours online. Unfortunately, we know little about the effects of identity cues on opinions and online behaviours. Here we used a large-scale longitudinal field experiment to estimate the extent to which identity cues affect how people form opinions about and interact with content online. We randomly assigned content produced on a social news aggregation website to 'identified' and 'anonymous' conditions to estimate the causal effect of identity cues on how viewers vote and reply to content. The effects of identity cues were significant and heterogeneous, accounting for between 28% and 61% of the variation in voting associated with commenters' production, reputation and reciprocity. Our results also showed that identity cues cause people to vote on content faster (consistent with heuristic processing) and to vote according to content producers' reputations, production history and reciprocal votes with content viewers. These results provide evidence that rich-get-richer dynamics and inequality in social content evaluation are mediated by identity cues. They also provide insights into the evolution of status in online communities. From a practical perspective, we show via simulation that social platforms may improve content quality by including votes on anonymized content as a ranking signal.
机构:
Univ Airlangga, Social Sci, Fac Social & Polit Sci, Jalan Dharmawangsa Dalam, Surabaya 60286, East Java, IndonesiaUniv Airlangga, Social Sci, Fac Social & Polit Sci, Jalan Dharmawangsa Dalam, Surabaya 60286, East Java, Indonesia
Prastiwi, Merlia Indah
Suyanto, Bagong
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Univ Airlangga, Fac Social & Polit Sci, Jalan Dharmawangsa Dalam, Surabaya 60286, East Java, IndonesiaUniv Airlangga, Social Sci, Fac Social & Polit Sci, Jalan Dharmawangsa Dalam, Surabaya 60286, East Java, Indonesia
Suyanto, Bagong
Tzzati, Yuyun Wahyu
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Univ Airlangga, Fac Social & Polit Sci, Jalan Dharmawangsa Dalam, Surabaya 60286, East Java, IndonesiaUniv Airlangga, Social Sci, Fac Social & Polit Sci, Jalan Dharmawangsa Dalam, Surabaya 60286, East Java, Indonesia
机构:
Huazhong Univ Sci & Technol China, Sch Management, Wuhan, Peoples R ChinaHuazhong Univ Sci & Technol China, Sch Management, Wuhan, Peoples R China
Pan, Zhao
Lu, Yaobin
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机构:
Huazhong Univ Sci & Technol China, Informat Syst, Wuhan, Peoples R ChinaHuazhong Univ Sci & Technol China, Sch Management, Wuhan, Peoples R China
Lu, Yaobin
Wang, Bin
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机构:
Univ Texas Rio Grande Valley, Informat Syst, Edinburg, TX USAHuazhong Univ Sci & Technol China, Sch Management, Wuhan, Peoples R China
Wang, Bin
Chau, Patrick Y. K.
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机构:
Univ Hong Kong, Fac Business & Econ, Strateg Informat Management, Hong Kong, Hong Kong, Peoples R ChinaHuazhong Univ Sci & Technol China, Sch Management, Wuhan, Peoples R China