Self-promotion in science is ubiquitous but not exercised to the same extent by everyone. It is unclear whether there are gender differences in the frequency of self-promotion or the benefits individuals get from it. Here, we examine gender differences in scholarly self-promotion using 7M Tweet mentions of 539K research papers published in 2018 by 1.3M authors. Our analysis shows that female authors are significantly less likely than male authors to promote their papers, even after controlling for a number of important factors including journal impact, affiliation prestige, author productivity and number of citations, authorship position, number of coauthors, and research topics. The magnitude of the gender gap is more strongly impacted by papers' journal impact than by authors' affiliation prestige, their previous productivity, or academic discipline. In particular, male scholars are 60\% more likely to self-promote than comparable female scholars papers published in journals with very high impact factor, whereas the same probability is only 28\% for publications in low impact journals. Although women self-promote less often overall, when they do, their papers receive slightly more mentions on Twitter. Our findings offer the first large-scale evidence for the gender gap in scholarly self-promotion online and unpack details about the circumstances under which discrepancies in self-promotion are the most substantial, helping inform policy aimed at closing the gender gap in visibility and recognition.
翻译:科学的自我促进是普遍存在的,但每个人并没有在同样的程度上行使科学的自我促进,不清楚在自我促进的频率或个人从中获得的好处方面是否有性别差异。在这里,我们用7M Tweet 来研究学术自我促进方面的性别差异。我们用7M Tweet 来研究2018年出版的539K研究论文。我们的分析表明,女性作者比男性作者更不可能在2018年出版的539K研究论文。我们的分析表明,即使在控制了杂志影响、归属声望、作者生产力和引文数量、作者地位、共同作者人数和研究题目等一些重要因素之后,女性作者宣传其论文的可能性也大大低于男性作者。 与作者相比,在2018年出版的论文中,男性作者比男性作者更容易自我促进539K研究论文的539K论文。尽管妇女自我促进的程度和引文数量、作者地位、共同作者和研究题目的数量等许多重要因素之后,在Twitter上略微地提到她们的论文。我们发现,由于论文的杂志影响,其影响比作者的声誉影响更大。我们第一次提供了大规模证据,用以说明在学术意识上的自我认识差距,从而缩小了内部认识差距。