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Social and Behavioral Sciences Commons™
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- Alcohol (2)
- Fixed and Random Effects (2)
- Mundlak Regression (2)
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- COVID (1)
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- Decomposition (1)
- Domestic violence (1)
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- Mental health disorders (1)
- On-duty assaults (1)
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- State dependence (1)
- Substance use disorders (1)
- Supplemental nutrition assistance program (1)
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Articles 1 - 7 of 7
Full-Text Articles in Social and Behavioral Sciences
The Mundlak Spatial Estimator, Badi H. Baltagi
The Mundlak Spatial Estimator, Badi H. Baltagi
Center for Policy Research
The spatial Mundlak model first considered by Debarsy (2012) is an alternative to fixed effects and random effects estimation for spatial panel data models. Mundlak modelled the correlated random individual effects as a linear combination of the averaged regressors over time plus a random time-invariant error. This paper shows that if spatial correlation is present whether spatial lag or spatial error or both, the standard Mundlak result in panel data does not hold and random effects does not reduce to its fixed effects counterpart. However, using maximum likelihood one can still estimate these spatial Mundlak models and test the correlated …
Covid-19 Has Strengthened The Relationship Between Alcohol Consumption And Domestic Violence, Monica Deza, Aaron Chalfin, Shooshan Danagoulian
Covid-19 Has Strengthened The Relationship Between Alcohol Consumption And Domestic Violence, Monica Deza, Aaron Chalfin, Shooshan Danagoulian
Center for Policy Research
A large body of evidence documents a link between alcohol consumption and violence involving intimate partners and close family members. Recent scholarship suggests that since the onset of the COVID-19 pandemic and subsequent stay-at-home orders, there has been a marked increase in domestic violence. This research considers an important mechanism behind the increase in domestic violence during the COVID-19 pandemic: an increase in the riskiness of alcohol consumption. We combine 911 call data with newly available high-resolution microdata on visits to bars and liquor stores in Detroit, MI and find that the strength of the relationship between visits to alcohol …
Treatment For Mental Health And Substance Use: Spillovers To Police Safety, Monica Deza
Treatment For Mental Health And Substance Use: Spillovers To Police Safety, Monica Deza
Center for Policy Research
We study the effect of community access to mental health and substance use treatment on police officer safety, which we proxy with on-duty assaults on officers. Police officers often serve as first-responders to people experiencing mental health and substance use crises, which can place police officers at risk. Combining agency-level data on police officer on-duty assaults and county-level data on the number of treatment centers that offer mental health and substance use care, we estimate two-way fixed-effects regressions and find that an additional four centers per county (the average annual increase observed in our data) leads to a 1.3% reduction …
Unemployment, Alcohol, And Tobacco Use: Separating State Dependence From Unobserved Heterogeneity, Monica Deza
Unemployment, Alcohol, And Tobacco Use: Separating State Dependence From Unobserved Heterogeneity, Monica Deza
Center for Policy Research
Previous literature presents mixed evidence on the effect of alcohol consumption on labor market outcomes. On one hand, heavy alcohol consumption has been shown to have detrimental effects on labor market outcomes. On the other hand, moderate consumption is positively associated with wages and employment. Despite substantial reduced form evidence, previous literature has not been able to separately identify the causal pathways linking moderate versus heavy alcohol use to labor market performance due to the lack of natural experiments that only target moderate versus heavy drinking, as well as limitations of available structural methods that model state dependence and unobserved …
Moving Policies Toward Racial And Ethnic Equality: The Case Of The Supplemental Nutrition Assistance Program, Alfonso Flores-Lagunes, Hugo B. Jales, Judith Liu, Norbert L. Wilson
Moving Policies Toward Racial And Ethnic Equality: The Case Of The Supplemental Nutrition Assistance Program, Alfonso Flores-Lagunes, Hugo B. Jales, Judith Liu, Norbert L. Wilson
Center for Policy Research
We analyze the role played by the Supplemental Nutrition Assistance Program (SNAP) in alleviating or exacerbating inequality across racial and ethnic groups in food expenditures and in the resources needed to meet basic food needs (the “food resource gap”). To do this, we propose a simple framework that decomposes differences across groups in SNAP benefit transfer levels into three components: eligibility, participation, and generosity. This decomposition is then linked to differences in food expenditures and the food resource gap. Our results reveal that among the three components, differences in eligibility contribute the most to SNAP benefits differentials for Black and …
The Two-Way Mundlak Estimator, Badi H. Baltagi
The Two-Way Mundlak Estimator, Badi H. Baltagi
Center for Policy Research
Mundlak (1978) shows that the fixed effects estimator is equivalent to the random effects estimator in the one-way error component model once the random individual effects are modeled as a linear function of all the averaged regressors over time. In the spirit of Mundlak, this paper shows that this result also holds for the two-way error component model once this individual and time effects are modeled as linear functions of all the averaged regressors across time and across individuals. Woolridge (2021) also shows that the two-way fixed effects estimator can be obtained as a pooled OLS with the regressors augmented …
Racial Disparities In School Poverty And Spending: Examining Allocations Within And Across Districts, Robert Bifulco, Sarah Souders
Racial Disparities In School Poverty And Spending: Examining Allocations Within And Across Districts, Robert Bifulco, Sarah Souders
Center for Policy Research
Using recently available school-level finance data, we compare exposure to low-income classmates and average per pupil spending for black, Hispanic, and white students. Using within metropolitan area comparisons, we find that the typical black and Hispanic students attend schools with much higher proportions of low-income students than the typical white student, and that per pupil spending in the typical black and Hispanic students’ schools is higher than in the typical white student’s school. Drawing on estimates of the additional spending required to provide low-income students equal educational opportunity, we find that it is unlikely that the additional spending in schools …