Sociological Methods & Research最新文献

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Measuring the Nature of Individual Sequences 测量单个序列的性质
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-09-27 DOI: 10.1177/00491241211036156
G. Ritschard
{"title":"Measuring the Nature of Individual Sequences","authors":"G. Ritschard","doi":"10.1177/00491241211036156","DOIUrl":"https://doi.org/10.1177/00491241211036156","url":null,"abstract":"This study reviews and compares indicators that can serve to characterize numerically the nature of state sequences. It also introduces several new indicators. Alongside basic measures such as the length, the number of visited distinct states, and the number of state changes, we shall consider composite measures such as turbulence and the complexity index, and measures that take account of the nature (e.g., positive vs. negative or ranking) of the states. The discussion points out the strange behavior of some of the measures—Elzinga’s turbulence and the precarity index of Ritschard, Bussi, and O’Reilly in particular—and propositions are made to avoid these flaws. The usage of the indicators is illustrated with two applications using data from the Swiss Household Panel. The first application tests the U-shape hypothesis about the evolution of life satisfaction along the life course, and the second one examines the scarring effect of earlier employment sequences.","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":"52 1","pages":"2016 - 2049"},"PeriodicalIF":6.3,"publicationDate":"2021-09-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"65286260","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 13
Coping With Plenitude: A Computational Approach to Selecting the Right Algorithm 应对丰富:选择正确算法的计算方法
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-09-13 DOI: 10.1177/00491241211031273
Ramina Sotoudeh, Paul DiMaggio
{"title":"Coping With Plenitude: A Computational Approach to Selecting the Right Algorithm","authors":"Ramina Sotoudeh, Paul DiMaggio","doi":"10.1177/00491241211031273","DOIUrl":"https://doi.org/10.1177/00491241211031273","url":null,"abstract":"Sociologists increasingly face choices among competing algorithms that represent reasonable approaches to the same task, with little guidance in choosing among them. We develop a strategy that uses simulated data to identify the conditions under which different methods perform well and applies what is learned from the simulations to predict which method will perform best on never-before-seen empirical data sets. We apply this strategy to a class of methods that group respondents to attitude surveys according to whether they share construals of a given domain. This allows us to identify the relative strengths and weaknesses of the methods we consider, including relational class analysis, correlational class analysis, and eight other such variants. Results support the “no free lunch” view that researchers should abandon the quest for one best algorithm in favor of matching algorithms to kinds of data for which each is most appropriate and provide direction on how to do so.","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":" ","pages":""},"PeriodicalIF":6.3,"publicationDate":"2021-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48762683","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Promise Into Practice: Application of Computer Vision in Empirical Research on Social Distancing 承诺付诸实践:计算机视觉在社交距离实证研究中的应用
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-09-13 DOI: 10.1177/00491241221099554
W. Bernasco, Eveline Hoeben, D. Koelma, L. S. Liebst, Josephine Thomas, Joska Appelman, Cees G. M. Snoek, M. R. Lindegaard
{"title":"Promise Into Practice: Application of Computer Vision in Empirical Research on Social Distancing","authors":"W. Bernasco, Eveline Hoeben, D. Koelma, L. S. Liebst, Josephine Thomas, Joska Appelman, Cees G. M. Snoek, M. R. Lindegaard","doi":"10.1177/00491241221099554","DOIUrl":"https://doi.org/10.1177/00491241221099554","url":null,"abstract":"Social scientists increasingly use video data, but large-scale analysis of its content is often constrained by scarce manual coding resources. Upscaling may be possible with the application of automated coding procedures, which are being developed in the field of computer vision. Here, we introduce computer vision to social scientists, review the state-of-the-art in relevant subfields, and provide a working example of how computer vision can be applied in empirical sociological work. Our application involves defining a ground truth by human coders, developing an algorithm for automated coding, testing the performance of the algorithm against the ground truth, and running the algorithm on a large-scale dataset of CCTV images. The working example concerns monitoring social distancing behavior in public space over more than a year of the COVID-19 pandemic. Finally, we discuss prospects for the use of computer vision in empirical social science research and address technical and ethical challenges.","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":"52 1","pages":"1239 - 1287"},"PeriodicalIF":6.3,"publicationDate":"2021-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46253647","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
A Robustness Test Protocol for Applied QCA: Theory and R Software Application 应用QCA的鲁棒性测试协议:理论与R软件应用
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-08-26 DOI: 10.1177/00491241211036158
Ioana-Elena Oană, Carsten Q. Schneider
{"title":"A Robustness Test Protocol for Applied QCA: Theory and R Software Application","authors":"Ioana-Elena Oană, Carsten Q. Schneider","doi":"10.1177/00491241211036158","DOIUrl":"https://doi.org/10.1177/00491241211036158","url":null,"abstract":"The robustness of qualitative comparative analysis (QCA) results features high on the agenda of methodologists and practitioners. This article aims at advancing this debate on several fronts. First, in line with the extant literature, we take a comprehensive view on robustness arguing that decisions on calibration, consistency, and frequency thresholds should all be tested. Second, we introduce the notion of “sensitivity range” as the range of values for any of these parameters within which the solution formula remains unchanged. Third, we argue that interpreting robustness is more intricate than simply checking if solutions remain unchanged. Beyond sensitivity ranges, researchers should assess robustness by evaluating changes in parameters of fit and the classification of cases as robust, shaky, or possible. Fourth, we enable researchers to perform more than one robustness test at a time by proposing the notions of a “test set”: the overlap between conceptually plausible alternative solutions that can be generated; and of a “robust core”: that part of a QCA solution that withstands the robustness checks. Fifth, we present functionalities implemented in the R package SetMethods that enable researchers to put in practice our proposals. These advancements are integrated into a comprehensive QCA Robustness Test Protocol consisting of three main tests: sensitivity ranges, fit-oriented robustness, and case-oriented robustness. We illustrate the protocol’s implementation with an example on high life expectancy across the globe.","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":" ","pages":""},"PeriodicalIF":6.3,"publicationDate":"2021-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44888650","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 14
A Tale of Twin Dependence: A New Multivariate Regression Model and an FGLS Estimator for Analyzing Outcomes With Network Dependence 双胞胎依赖的故事:一个新的多元回归模型和一个用于分析网络依赖结果的FGLS估计
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-08-12 DOI: 10.1177/00491241211031263
Weihua An
{"title":"A Tale of Twin Dependence: A New Multivariate Regression Model and an FGLS Estimator for Analyzing Outcomes With Network Dependence","authors":"Weihua An","doi":"10.1177/00491241211031263","DOIUrl":"https://doi.org/10.1177/00491241211031263","url":null,"abstract":"In this article, I present a new multivariate regression model for analyzing outcomes with network dependence. The model is capable to account for two types of outcome dependence including the mean dependence that allows the outcome to depend on selected features of a known dependence network and the error dependence that allows the outcome to be additionally correlated based on patterned connections in the dependence network (e.g., according to whether the ties are asymmetric, mutual, or triadic). For example, when predicting a group of students’ smoking status, the outcome can depend on the students’ positions in their friendship network and also be correlated among friends. I show that analyses ignoring the mean dependence can lead to severe bias in the estimated coefficients while analyses ignoring the error dependence can lead to inefficient inferences and failures in recognizing unmeasured social processes. I compare the new model with related models such as multilevel models, spatial regression models, and exponential random graph models and show their connections and differences. I propose a two-step, feasible generalized least squares estimator to estimate the model that is computationally fast and robust. Simulations show the validity of the new model (and the estimator) while four empirical examples demonstrate its versatility. Associated R package “fglsnet” is available for public use.","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":" ","pages":""},"PeriodicalIF":6.3,"publicationDate":"2021-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47741542","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Social Autopsy 社会解剖
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-08-09 DOI: 10.1177/00491241211036163
S. Timmermans, Pamela J. Prickett
{"title":"The Social Autopsy","authors":"S. Timmermans, Pamela J. Prickett","doi":"10.1177/00491241211036163","DOIUrl":"https://doi.org/10.1177/00491241211036163","url":null,"abstract":"The social autopsy takes the death of a set of individuals as its starting point and then critically and systematically examines social and political conditions to explain these deaths and generate awareness and policy change. After distinguishing the social autopsy from other means to explain excess and premature deaths, we delineate three core methodological principles of the social autopsy: social relevance as a guiding criterion to sample the deaths to be autopsied, embedding the patterning of deaths in social worlds, and a focus on contextual causality and social mechanisms. We provide three contemporary examples of excess deaths calling out for social autopsies: school shootings, Black deaths at the hands of police, and migrant border deaths.","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":" ","pages":""},"PeriodicalIF":6.3,"publicationDate":"2021-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45283480","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Linking Input Inequality and Outcome Inequality 链接投入不平等和产出不平等
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-08-01 DOI: 10.1177/00491241211014245
G. Jasso
{"title":"Linking Input Inequality and Outcome Inequality","authors":"G. Jasso","doi":"10.1177/00491241211014245","DOIUrl":"https://doi.org/10.1177/00491241211014245","url":null,"abstract":"Inequality often appears in linked pairs of variables. Examples include schooling and income, income and consumption, and wealth and happiness. Consider the famous words of Veblen: “wealth confers honor.” Understanding inequality requires understanding input inequality, outcome inequality, and the relation between the two—in both inequality between persons and inequality between subgroups. This article contributes to the methodological toolkit for studying inequality by developing a framework that makes explicit both input inequality and outcome inequality and by addressing three main associated questions: (1) How do the mechanisms for generating and altering inequality differ across inputs and outcomes? (2) Which have more inequality—inputs or outcomes? (3) Under what conditions, and by what mechanisms, does input inequality affect outcome inequality? Results include the following: First, under specified conditions, distinctive mechanisms govern inequality in inputs and inequality in outcomes. Second, input inequality and outcome inequality can be the same or different; if different, whether inequality is greater among inputs or outcomes depends on the configuration of outcome function, types of inputs, distributional form of and inequality in cardinal inputs, and number of and associations among inputs. Third, the link between input inequality and outcome inequality is multiform; it can be nonexistent, linear, or nonlinear, and if nonlinear, it can be concave or convex. More deeply, this work signals the formidable empirical challenges in studying inequality, but also the fast growing toolbox. For example, even if the outcome distribution is difficult to derive, fundamental theorems on the variance make it possible to analyze the input–outcome inequality connection. Similarly, within specified distributions, the general inequality parameter makes it possible to express results in terms of both measures of overall inequality and measures of subgroup inequality.","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":"50 1","pages":"944 - 1005"},"PeriodicalIF":6.3,"publicationDate":"2021-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1177/00491241211014245","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41766388","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Evaluating the Cumulative Impact of Childhood Misfortune: A Structural Equation Modeling Approach. 评估童年不幸的累积影响:一个结构方程模型方法。
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-08-01 Epub Date: 2019-09-24 DOI: 10.1177/0049124119875957
Sarah Mustillo, Miao Li, Kenneth F Ferraro
{"title":"Evaluating the Cumulative Impact of Childhood Misfortune: A Structural Equation Modeling Approach.","authors":"Sarah Mustillo,&nbsp;Miao Li,&nbsp;Kenneth F Ferraro","doi":"10.1177/0049124119875957","DOIUrl":"10.1177/0049124119875957","url":null,"abstract":"<p><p>Most studies of the early origins of adult health rely on summing dichotomously measured negative exposures to measure childhood misfortune (CM), neglect, adversity, or trauma. There are several limitations to this approach, including that it assumes each exposure carries the same level of risk for a particular outcome. Further, it often leads researchers to dichotomize continuous measures for the sake of creating an additive variable from similar indicators. We propose an alternative approach within the structural equation modeling (SEM) framework that allows differential weighting of the negative exposures and can incorporate dichotomous and continuous observed variables as well as latent variables. Using the Health and Retirement Study data, our analyses compare the traditional approach (i.e., adding indicators) with alternative models and assess their prognostic validity on adult depressive symptoms. Results reveal that parameter estimates using the conventional model likely underestimate the effects of CM on adult health outcomes. Additionally, while the conventional approach inhibits testing for mediation, our model enables testing mediation of both individual CM variables and the cumulative variable. Further, we test whether cumulative CM is moderated by the accumulation of protective factors, which facilitates theoretical advances in life course and social inequality research. The approach presented here is one way to examine the cumulative effects of early exposures while attending to diversity in the types of exposures experienced. Using the SEM framework, this versatile approach could be used to model the accumulation of risk or reward in many other areas of sociology and the social sciences beyond health.</p>","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":"50 3","pages":"1073-1109"},"PeriodicalIF":6.3,"publicationDate":"2021-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1177/0049124119875957","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39850101","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Uncertainty, Possibility, and Causal Power in QCA QCA中的不确定性、可能性和因果力
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-07-27 DOI: 10.1177/00491241211031268
R. Rutten
{"title":"Uncertainty, Possibility, and Causal Power in QCA","authors":"R. Rutten","doi":"10.1177/00491241211031268","DOIUrl":"https://doi.org/10.1177/00491241211031268","url":null,"abstract":"Uncertainty undermines causal claims; however, the nature of causal claims decides what counts as relevant uncertainty. Empirical robustness is imperative in regularity theories of causality. Regularity theory features strongly in QCA, making its case sensitivity a weakness. Following qualitative comparative analysis (QCA) founder Charles Ragin’s emphasis on ontological realism, this article suggests causality as a power and thus breaks with the ontological determinism of regularity theories. Exercising causal powers makes it possible for human agents to achieve an outcome but does not determine that they will. The article explains how QCA’s truth table analysis “models” possibilistic uncertainty and how crisp sets do this better than fuzzy sets. Causal power is at the heart of critical realist philosophy of science. Like Ragin, critical realism suggests empirical analysis as merely describing underlying causal relationships. Empirical statements must be substantively interpreted into causal claims. The article is critical of “empiricist” QCA that infers causality from the robustness of set relationships.","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":" ","pages":""},"PeriodicalIF":6.3,"publicationDate":"2021-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1177/00491241211031268","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45443051","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 13
Open-ended versus Closed Probes: Assessing Different Formats of Web Probing 开放式与封闭式探测:评估不同形式的网络探测
IF 6.3 2区 社会学
Sociological Methods & Research Pub Date : 2021-07-21 DOI: 10.1177/00491241211031271
C. Neuert, Katharina Meitinger, Dorothée Behr
{"title":"Open-ended versus Closed Probes: Assessing Different Formats of Web Probing","authors":"C. Neuert, Katharina Meitinger, Dorothée Behr","doi":"10.1177/00491241211031271","DOIUrl":"https://doi.org/10.1177/00491241211031271","url":null,"abstract":"The method of web probing integrates cognitive interviewing techniques into web surveys and is increasingly used to evaluate survey questions. In a usual web probing scenario, probes are administered immediately after the question to be tested (concurrent probing), typically as open-ended questions. A second possibility of administering probes is in a closed format, whereby the response categories for the closed probes are developed during previously conducted qualitative cognitive interviews. Using closed probes has several benefits, such as reduced costs and time efficiency, because this method does not require manual coding of open-ended responses. In this article, we investigate whether the insights gained into item functioning when implementing closed probes are comparable to the insights gained when asking open-ended probes and whether closed probes are equally suitable to capture the cognitive processes for which traditionally open-ended probes are intended. The findings reveal statistically significant differences with regard to the variety of themes, the patterns of interpretation, the number of themes per respondent, and nonresponse. No differences in number of themes across formats by sex and educational level were found.","PeriodicalId":21849,"journal":{"name":"Sociological Methods & Research","volume":" ","pages":""},"PeriodicalIF":6.3,"publicationDate":"2021-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1177/00491241211031271","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46997234","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
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