Original
The declarations of independents: Open‐ended survey responses and the nature of non‐identification
Abstract
Abstract While many Americans identify as politically “independent,” conventional wisdom suggests most are covert partisans, especially “leaners.” However, we argue that independents exhibit distinct attitudes toward political parties. Analyzing American National Election Studies open‐ended responses from 1984 to 2020, we employ structural topic models and support vector machines to explore differences in how independents and partisans express “dislikes” about the major parties. Our results show that leaning independents differ significantly from self‐identified partisans in their language and align more closely with pure independents. Furthermore, we find that independents are more likely than partisans to mention issues related to “politics”—such as political cynicism, concern about special interests, or distaste for partisan conflict—when discussing their “dislikes.” These findings suggest that independents have meaningful distinctions from partisans beyond voting behavior, cautioning against overlooking the nuances between these groups.
中文
独立人士的宣言:开放式调查回答与政党非认同的本质
摘要
尽管许多美国人自认为政治上“独立”,但传统观点认为其中大多数是隐蔽的党派人士,尤其是“偏向者”。然而,我们认为独立人士对政党表现出独特的态度。通过分析1984年至2020年美国全国选举研究的开放式回答,我们运用结构主题模型和支持向量机,探讨独立人士与党派人士在表达对主要政党的“不喜欢”时的差异。我们的结果显示,有偏向的独立人士在语言上与自我认同的党派人士显著不同,并更接近纯独立人士。此外,我们发现独立人士比党派人士更可能在讨论其“不喜欢”时提及与“政治”相关的问题——如政治犬儒主义、对特殊利益的担忧,或对党派冲突的反感。这些发现表明,独立人士与党派人士的差异不仅体现在投票行为上,还具有有意义的区别,提醒我们不应忽视这些群体之间的细微差别。
关键词
独立人士、政党认同、党派偏好、开放式调查回答、结构主题模型、支持向量机、美国全国选举研究、政治犬儒主义