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Comparing QCA Methods for Exploring Conjunctural Causation -From the Perspective of Type I and Type II Errors-

机译:比较用于探索结构因果关系的QCa方法 - 从I型和II型错误的角度来看 -

摘要

The existing literature in the field of social sciences does not analyze conjunctural (interaction) effects adequately because of the limitations in comparative methods. For example, statistical analyses, such as regression analysis, tend to commit type II error in examining conjunctural effects and overlook true conjunctural effects. Qualitative Comparative Analysis (QCA) has come to be employed in many studies as a method for exploring conjunctural causations, especially against nonlarge N cases. QCA, especially the classical form (crisp-set QCA: csQCA),however, has been criticized for reasons such as its inability to include control variables and the dichotomization of variables. In other words, it has been criticized for committing type I error in testing conjunctural effects. In order to overcome this criticism, a developed version of QCA (fuzzy-set QCA: fsQCA) was introduced and has been applied in preceding studies. fsQCA allows us to employ nonbinary variables and is considered to be superior to csQCA. The purpose of this paper is to discuss whether fsQCA is better than csQCA for exploring conjunctural causations. From the perspective of type I and type II errors, the present paper claims that fsQCA is not always preferable to csQCA. As an illustrative analysis, the present paper analyzes an empirical research question concerning countries' frequencies in filing dispute settlements under GATT (General Agreement on Tariffs and Trade) /WTO (World Trade Organization) using the two methods. The results also provide an implication on comparative methods beyond QCAs; although comparative methods, especially statistical analyses, emphasize the importance of avoiding type II error and using detailed measurement, this may not always be the case.
机译:由于比较方法的局限性,社会科学领域的现有文献未能充分分析结膜(相互作用)效应。例如,诸如回归分析之类的统计分析倾向于在检查结膜效果时犯II型错误,而忽略了真正的结膜效果。定性比较分析(QCA)已被用作许多研究结膜因果关系的方法,特别是针对非N大病例。然而,QCA尤其是经典形式(crisp-set QCA:csQCA)因诸如无法包含控制变量和变量二分法等原因而受到批评。换句话说,它被批评在测试结膜效果时犯了I型错误。为了克服这种批评,引入了QCA的开发版本(模糊集QCA:fsQCA),并将其应用于先前的研究中。 fsQCA允许我们使用非二进制变量,并且被认为优于csQCA。本文的目的是探讨fsQCA是否优于csQCA,以探讨结膜因果关系。从类型I和类型II错误的角度来看,本文认为fsQCA并不总是比csQCA更可取。作为说明性分析,本文使用两种方法分析了有关国家根据关税和贸易总协定/世界贸易组织(WTO)/ GATT(关税与贸易总协定)提交争端解决的频率的实证研究问题。结果也为超越QCAs的比较方法提供了启示。尽管比较方法(尤其是统计分析)强调了避免II型错误和使用详细测量的重要性,但并非总是如此。

著录项

  • 作者

    Fujita Taisuke;

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  • 年度 2013
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  • 原文格式 PDF
  • 正文语种 en
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