Learn About Ordered Logit Regression in R With Data From the General Social Survey (2016)

2019 ◽  
Author(s):  
Feng Shi ◽  
Contention ◽  
2021 ◽  
pp. 1-19
Author(s):  
Randle J. Hart

Much has been made of the Millennial generation’s seemingly low rates of political participation. Some argue that this generation is politically apathetic, while others suggest that Millennials have eschewed traditional politics in favor of protest as a means of political participation. Drawing on Canada’s 2013 General Social Survey (Cycle 27, Social Identity), I employ an exploratory latent class analysis to determine whether the Millennial generation can be usefully categorized according to their participation in various forms of political, civic, and social movement activities. I then use binary logit regression to determine how well the biographical availability hypothesis explains Millennial politics. This research reveals that Canadian Millennials may be grouped into four categories: the politically unengaged, the politically expressive, the civically engaged, and activist. Support for the biographical availability hypothesis is mixed. As expected, students are more likely to be activists and parenthood reduces the odds of being politically expressive or an activist, but home ownership does not decrease the chances of Millennials being politically engaged and increases the chances of being civically engaged. Younger Millennials (ages 15–24) are much more likely to be politically unengaged compared to older Millennials (ages 25–34).


Author(s):  
Leanne Findlay ◽  
Dafna Kohen

Affordability of child care is fundamental to parents’, in particular, women’s decision to work. However, information on the cost of care in Canada is limited. The purpose of the current study was to examine the feasibility of using linked survey and administrative data to compare and contrast parent-reported child care costs based on two different sources of data. The linked file brings together data from the 2011 General Social Survey (GSS) and the annual tax files (TIFF) for the corresponding year (2010). Descriptive analyses were conducted to examine the socio-demographic and employment characteristics of respondents who reported using child care, and child care costs were compared. In 2011, parents who reported currently paying for child care (GSS) spent almost $6700 per year ($7,500 for children age 5 and under). According to the tax files, individuals claimed just over $3900 per year ($4,700). Approximately one in four individuals who reported child care costs on the GSS did not report any amount on their tax file; about four in ten who claimed child care on the tax file did not report any cost on the survey. Multivariate analyses suggested that individuals with a lower education, lower income, with Indigenous identity, and who were self-employed were less likely to make a tax claim despite reporting child care expenses on the GSS. Further examination of child care costs by province and by type of care are necessary, as is research to determine the most accurate way to measure and report child care costs.


2015 ◽  
Vol 38 (3) ◽  
pp. 21
Author(s):  
Scot Ausborn ◽  
Julia Rotondo ◽  
Tim Mulcahy

Mapping the General Social Survey to the Generic Statistical Business Process Model: NORC's Experience


2021 ◽  
pp. 073112142199485
Author(s):  
Ashley Wendell Kranjac ◽  
Robert L. Wagmiller

Americans’ attitudes toward same-sex relationships have liberalized considerably over the last 40 years. We examine how the demographic processes generating social change in attitudes toward same-sex relationships changed over time. Using data from the 1973 to 2018 General Social Survey and decomposition techniques, we estimate the relative contributions of intracohort change and cohort replacement to overall social change for three different periods. We examine (1) the period prior to the rapid increase in attitude liberalization toward same-sex marriage rights (1973–1991), (2) the period of contentious debate about same-sex marriage and lesbian and gay rights (1991–2002), and (3) the period of legislative and judicial liberalization at the state and federal levels (2002–2018). We find that both intracohort and intercohort change played positive and significant roles in the liberalization of attitudes toward same-sex relationships in the postlegalization period, but that individual change was more important than population turnover over this period.


2015 ◽  
Vol 47 (2) ◽  
pp. 169-206 ◽  
Author(s):  
Andrew S. Fullerton ◽  
Jun Xu

Adjacent category logit models are ordered regression models that focus on comparisons of adjacent categories. These models are particularly useful for ordinal response variables with categories that are of substantive interest. In this article, we consider unconstrained and constrained versions of the partial adjacent category logit model, which is an extension of the traditional model that relaxes the proportional odds assumption for a subset of independent variables. In the unconstrained partial model, the variables without proportional odds have coefficients that freely vary across cutpoint equations, whereas in the constrained partial model two or more of these variables have coefficients that vary by common factors. We improve upon an earlier formulation of the constrained partial adjacent category model by introducing a new estimation method and conceptual justification for the model. Additionally, we discuss the connections between partial adjacent category models and other models within the adjacent approach, including stereotype logit and multinomial logit. We show that the constrained and unconstrained partial models differ only in terms of the number of dimensions required to describe the effects of variables with nonproportional odds. Finally, we illustrate the partial adjacent category logit models with empirical examples using data from the international social survey program and the general social survey.


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