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Keyword-Assisted Topic Models 关键词辅助主题模型
IF 4.2 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-04-01 DOI: 10.1111/ajps.12779
Shusei Eshima, Kosuke Imai, Tomoya Sasaki

In recent years, fully automated content analysis based on probabilistic topic models has become popular among social scientists because of their scalability. However, researchers find that these models often fail to measure specific concepts of substantive interest by inadvertently creating multiple topics with similar content and combining distinct themes into a single topic. In this article, we empirically demonstrate that providing a small number of keywords can substantially enhance the measurement performance of topic models. An important advantage of the proposed keyword-assisted topic model (keyATM) is that the specification of keywords requires researchers to label topics prior to fitting a model to the data. This contrasts with a widespread practice of post hoc topic interpretation and adjustments that compromises the objectivity of empirical findings. In our application, we find that keyATM provides more interpretable results, has better document classification performance, and is less sensitive to the number of topics.

近年来,基于概率主题模型的全自动内容分析因其可扩展性而受到社会科学家的青睐。然而,研究人员发现,这些模型经常会无意中创建多个内容相似的主题,并将不同的主题合并为一个主题,从而无法衡量实质性的特定概念。在本文中,我们通过实证证明,提供少量关键词就能大大提高主题模型的测量性能。所提出的关键词辅助主题模型(keyATM)的一个重要优势是,关键词的指定要求研究人员在对数据拟合模型之前标注主题。这与普遍存在的事后对主题进行解释和调整的做法形成了鲜明对比,这种做法损害了实证研究结果的客观性。在我们的应用中,我们发现 keyATM 提供了更多可解释的结果,具有更好的文档分类性能,而且对主题数量的敏感度较低。
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引用次数: 0
Globalization and Promissory Representation 全球化与承诺表述
IF 4.2 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-03-30 DOI: 10.1111/ajps.12789
Christina J. Schneider, Robert Thomson

Despite the centrality of promise keeping to representation, we know little about how it is affected by economic globalization, which is one of the modern world's defining characteristics. We argue that globalization reduces governing parties' ability to keep their campaign promises. We test the empirical implications of our theory with a mixed-methods approach that combines a large-n quantitative comparative analysis of pledge fulfillment with a typical case study to trace the underlying causal mechanisms of the theory. The findings indicate that international economic integration exerts a large negative effect on the likelihood of pledge fulfillment in a broad range of contexts and that the hypothesized mechanisms are clearly observable in the detailed case study. These findings have important implications for democratic representation in a globalized world.

尽管遵守承诺是代表权的核心,但我们对经济全球化如何影响代表权却知之甚少,而经济全球化正是现代世界的显著特征之一。我们认为,全球化削弱了执政党履行竞选承诺的能力。我们采用混合方法检验了我们理论的实证含义,该方法结合了对承诺履行情况的大n定量比较分析和典型案例研究,以追溯该理论的内在因果机制。研究结果表明,在各种情况下,国际经济一体化对履行承诺的可能性产生了很大的负面影响,而且在详细的案例研究中可以清楚地观察到假设的机制。这些发现对全球化世界中的民主代表制具有重要意义。
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引用次数: 0
Modeling Theories of Women's Underrepresentation in Elections 妇女在选举中代表性不足的建模理论
IF 4.2 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-03-30 DOI: 10.1111/ajps.12785
Scott Ashworth, Christopher R. Berry, Ethan Bueno de Mesquita

Research on women candidates in American elections uncovers four key facts: Women (i) are underrepresented among candidates, (ii) are underrepresented among office holders, (iii) perform better in office, and (iv) win open seats at equal rates to men. Scholars offer two types of explanations: Women are less willing to run than men, due to differential costs or a gap in self-perceived qualification, or voters discriminate at the ballot box. We formally model these mechanisms. Lower willingness to run predicts the first three facts but not the fourth. Voter discrimination at the ballot box predicts the first three facts and creates competing effects with respect to the fourth. Thus, the major stylized facts cannot be explained without voter discrimination, whether overt or more subtle. We explore whether a close-election regression discontinuity distinguishes the mechanisms; surprisingly, it does not.

:对美国选举中女性候选人的研究揭示了四个关键事实:女性(i)在候选人中代表性不足,(ii)在公职人员中代表性偏低,(iii)在职表现更好,以及(iv)以与男性平等的比率赢得公开席位。学者们提供了两种解释:女性比男性更不愿意参选,原因是成本差异或自我认知的资格差距,或者选民在投票箱中存在歧视。我们对这些机制进行了正式建模。较低的参选意愿可以预测前三个事实,但不能预测第四个事实。投票箱中的选民歧视预测了前三个事实,并造成了与第四个事实的竞争效应。因此,无论是公开的还是更微妙的选民歧视,都无法解释主要的程式化事实。我们探讨了紧密的选举回归不连续性是否区分了机制;令人惊讶的是,事实并非如此。
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引用次数: 3
One More Time? Parties’ Repeated Electoral Entry in Younger Democracies 再来一次?年轻民主国家的政党反复参选
IF 5 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-03-29 DOI: 10.1111/ajps.12777
Raimondas Ibenskas, Marc van de Wardt

Why and how parties continue contesting elections (“repeated entry”) is an underresearched question despite its essence for party survival and party-system stability. We study repeated entry in three decades of elections in 10 Central and Eastern European countries using a new dataset that records almost 1,000 entry decisions. Our findings underline the importance of separating between first- and second-league parties based on whether in the previous election a party could obtain representation alone. First-league parties (those that could gain representation alone) almost always contest the next election. Second-league parties (those that could not win representation alone) exit electoral competition quite frequently and adopt more diverse repeated-entry strategies. We find that second-league parties’ repeated entry depends on their closeness to the representation threshold, access to resources, and the number of competitors in their niche, but not on institutional constraints or voter dissatisfaction.

政党为何以及如何继续参选("重复参选")是一个研究不足的问题,尽管这对政党的生存和政党制度的稳定至关重要。我们利用记录了近 1000 项参选决定的新数据集,对 10 个中东欧国家三十年选举中的重复参选情况进行了研究。我们的研究结果强调了根据政党在上次选举中是否能单独获得代表权来区分第一联盟和第二联盟政党的重要性。第一联盟政党(能够单独获得代表权的政党)几乎总是参加下一次选举。第二联盟政党(不能单独赢得代表权的政党)则经常退出选举竞争,并采取更多样化的重复参选策略。我们发现,第二联盟政党的重复参选取决于其与代表权门槛的接近程度、获得资源的机会以及其利基市场中竞争者的数量,而与制度约束或选民不满无关。
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引用次数: 0
Testing the Benefits of Public Deliberation 测试公众审议的好处
IF 4.2 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-03-25 DOI: 10.1111/ajps.12775
William Minozzi, Ryan Kennedy, Kevin M. Esterling, Michael A. Neblo, Ryan Jewell

Public deliberation grows increasingly prevalent yet remains costly in terms of money and time. Accordingly, some suggest supplanting talk-based practices with individual, “deliberation within.” Yet we have little evidence either way on the additional benefits of public deliberation over its individual variant. We evaluate the benefits of public deliberation with a field experiment. With the cooperation of two sitting US Senators, we recruited several hundred of their constituents to deliberate on immigration reform. Participants were randomly assigned to either deliberate publicly in an online discussion, to deliberate individually, or to an information-only control. Across several measures, public deliberation yielded more benefits than individual deliberation. We find, moreover, little evidence to ground worries that differences in education, race, conflict avoidance, gender, or gender composition of deliberating groups will render public talk less valuable than individual deliberation.

公共讨论日益盛行,但就金钱和时间而言,成本仍然很高。因此,有人建议用 "内部商议 "来取代以谈话为基础的做法。然而,对于公共商议较之个人商议所带来的额外益处,我们几乎没有任何证据可以证明。我们通过一个实地实验来评估公共商议的益处。在两位现任美国参议员的合作下,我们招募了他们的几百名选民,就移民改革进行商议。参与者被随机分配到在线讨论中公开商议、单独商议或只提供信息的对照组。在几种衡量标准中,公开讨论比单独讨论产生了更多益处。此外,我们还发现,几乎没有证据表明,人们担心教育、种族、冲突规避、性别或商议群体的性别组成等方面的差异会使公开讨论的价值低于个人商议。
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引用次数: 0
The Dynamics of a Policy Outcome: Market Response and Bureaucratic Enforcement of a Policy Change 政策结果的动力:政策变化的市场反应和官僚执行
IF 5 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-03-22 DOI: 10.1111/ajps.12784
Steven Callander, Dana Foarta, Takuo Sugaya

Policy outcomes are determined not by the words in a statute but by the actions of private citizens. A policy's success or failure depends on how it shapes behavior and how that behavior shapes the future course of policy. To understand this process, we develop a model that combines the political and nonpolitical domains, focusing on competition policy and the regulation of markets. We show how the outcome of a policy change develops over time as firms respond in the market and interact with bureaucratic enforcement. We identify a critical threshold in market structure that determines whether a policy succeeds or fails, and discuss how the design of political institutions affects this level. The threshold represents a balancing of the path dependence of politics with the self-correcting nature of markets. It establishes when political forces dominate those in markets and, thus, when a policy change has lasting effects on society.

政策结果不是由法规中的文字决定的,而是由相应的行动决定的。一项政策是成功还是失败取决于政策如何塑造行为,以及这种行为如何反过来塑造未来的政策方针。为了理解这一过程,我们开发了一个明确结合政治和非政治领域的模型,重点关注竞争政策和市场监管。我们展示了随着企业在市场上的反应以及与官僚执法的互动,政策变化的结果是如何随着时间的推移而发展的。我们确定了市场结构中决定政策成败的一个关键阈值,并讨论了政治制度的设计如何影响这一水平。这一阈值代表了政治的路径依赖与市场的自我修正性质之间的平衡。它确定了政治力量何时主导市场,从而确定了政策变化何时会对社会产生持久影响。斯坦福大学商学院,骑士管理中心,斯坦福,CA 94305;sjc@stanford.edu.斯坦福大学商学院,骑士管理中心,斯坦福,CA 94305和CEPR;ofoarta@stanford.edu.斯坦福大学商学院,骑士管理中心,斯坦福,CA 94305;tsugaya@stanford.edu.
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引用次数: 0
How Politicians Learn from Citizens’ Feedback: The Case of Gender on Twitter 政治家如何从公民的反馈中学习:推特上的性别案例
IF 4.2 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-03-22 DOI: 10.1111/ajps.12772
Nikolas Schöll, Aina Gallego, Gaël Le Mens

This article studies how politicians react to feedback from citizens on social media. We use a reinforcement-learning framework to model how politicians respond to citizens’ positive feedback by increasing attention to better received issues and allow feedback to vary depending on politicians’ gender. To test the model, we collect 1.5 million tweets published by Spanish MPs over 3 years, identify gender-issue tweets using a deep-learning algorithm (BERT) and measure feedback using retweets and likes. We find that citizens provide more positive feedback to female politicians for writing about gender, and that this contributes to their specialization in gender issues. The analysis of mechanisms suggests that female politicians receive more positive feedback because they are treated differently by citizens. To conclude, we discuss implications for representation, misperceptions, and polarization.

本文研究政治家如何对公民在社交媒体上的反馈做出反应。我们使用强化学习框架来模拟政治家如何通过增加对更受关注问题的关注来回应公民的积极反馈,并允许反馈因政治家的性别而异。为了测试该模型,我们收集了西班牙国会议员在 3 年内发布的 150 万条推文,使用深度学习算法(BERT)识别性别问题推文,并使用转发和点赞衡量反馈。我们发现,公民对女性政治家撰写有关性别问题的文章给予了更多的积极反馈,这有助于她们在性别问题上的专业化。对机制的分析表明,女性政治家获得更多积极反馈是因为她们受到了公民的区别对待。最后,我们讨论了对代表性、误解和两极分化的影响。
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引用次数: 0
Target, Information, and Trade Preferences: Evidence from a Survey Experiment in East Asia 目标、信息和贸易偏好:来自东亚调查实验的证据
IF 4.2 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-03-20 DOI: 10.1111/ajps.12783
Sung Eun Kim, Jong Hee Park, Inbok Rhee, Joonseok Yang

Protectionist measures often have target countries, and public support for such measures depends on who the targets are. We identify such target effects on protectionist sentiments and examine the effects of information in tempering protectionist sentiments in East Asia. Using an original survey experiment in China, Japan, and South Korea, we test how providing information about the costs of protectionism changes public attitudes toward targeted protectionist measures. We found that providing a target country identity increased public support for protectionism by 8.6%. Providing cost information, on the other hand, reduces support for protectionism by 10%. We also found that information and target effects persist in the presence of the other: Receiving cost information reduces support for both general and targeted protectionism but does not necessarily mute the target effect. Similarly, when reputation and retaliation costs are associated with protectionism, knowing a target country identity still increases public support for protectionism.

保护主义措施通常有目标国家,公众对此类措施的支持取决于目标是谁。我们确定了这种对保护主义情绪的目标影响,并研究了信息在缓和东亚保护主义情绪方面的影响。通过在中国、日本和韩国进行的一项原始调查实验,我们测试了提供保护主义成本信息如何改变公众对有针对性的保护主义措施的态度。我们发现,提供目标国家身份会使公众对保护主义的支持增加8.6%。另一方面,提供成本信息会使公众支持保护主义的人数减少10%。我们还发现,信息和目标效应在另一种情况下持续存在:接收成本信息会减少对一般保护主义和有针对性保护主义的支持,但并不一定会减弱目标效应。同样,当声誉和报复成本与保护主义有关时,了解目标国家的身份仍然会增加公众对保护主义的支持。
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引用次数: 1
The Preference for Reciprocity in Congress 国会对互惠的偏好
IF 4.2 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-03-13 DOI: 10.1111/ajps.12774
Christian Fong

Most researchers assume legislators repay past favors to secure future rewards and avoid future punishments, but a growing literature shows that human beings are intrinsically motivated to reciprocate past favors. However, there is no systematic evidence as to whether legislators bring this preference for reciprocity to Congress. An original survey experiment, an observational study of end-of-career behavior, and a matching-based analysis of responses to committee assignments provide consistent evidence that legislators have a preference for reciprocity.

大多数研究人员认为,立法者回报过去的恩惠是为了确保未来的奖励和避免未来的惩罚,但越来越多的文献表明,人类本质上有回报过去恩惠的动机。然而,没有系统的证据表明立法者是否将这种互惠偏好带到了国会。一项原始的调查实验、一项对职业生涯结束行为的观察性研究,以及一项对委员会任务反应的匹配分析,提供了一致的证据,表明立法者更喜欢互惠。
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引用次数: 0
Retaining Political Talent: A Candidate-Centered Theory of Primary Adoption 保留政治人才:以候选人为中心的初选采纳理论
IF 5 1区 社会学 Q1 POLITICAL SCIENCE Pub Date : 2023-03-13 DOI: 10.1111/ajps.12776
Sergio J. Ascencio

Why do party leaders constrain their own power and allow the use of primary elections? I develop a model of intraparty politics and electoral competition in which an ambitious office-seeker reevaluates their party affiliation after their party chooses a nomination rule. The model shows that in settings in which the linkages between politicians and parties are weak, party leaders adopt primaries in order to keep potential defectors from pursuing their individual ambitions outside of the party. The main theoretical result shows that only parties that are electorally strong ex ante can use primaries as a strategy to hold their parties together. Thus, in contrast to an extensive literature linking the use of primaries to electorally weak parties, this model posits the existence of a positive relationship between the use of primaries and a party's electoral strength. Analysis of legislative and gubernatorial nominations in Mexico provides strong support for the model's expectations.

为什么政党领导人会限制自己的权力并允许使用初选?我建立了一个党内政治和选举竞争模型,在该模型中,雄心勃勃的公职竞选者会在政党选择提名规则后重新评估其党派归属。该模型表明,在政治家与政党之间联系薄弱的情况下,政党领导人会通过初选来阻止潜在的叛党者在党外追求个人抱负。主要的理论结果表明,只有事前选情强劲的政党才能将初选作为维系政党团结的策略。因此,与大量文献将初选的使用与选举实力较弱的政党联系在一起的观点不同,本模型假设初选的使用与政党的选举实力之间存在正相关关系。对墨西哥立法机构和州长提名的分析为该模型的预期提供了有力支持。
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引用次数: 0
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American Journal of Political Science
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