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Conditional Logit Model

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Journal Article
Demography (1988) 25 (3): 415–427.
Published: 01 August 1988
...Saul D. Hoffman; Greg J. Duncan Abstract Although discrete-choice statistical techniques have been used with increasing regularity in demographic analyses, Mcl’adden’s conditional logit model is less well known and seldom used. Conditional logit models are appropriate when the choice among...
Journal Article
Demography (2018) 55 (3): 1069–1090.
Published: 09 May 2018
... neighborhood deprivation and earnings. We model neighborhood selection using a conditional logit model, from which we derive correction terms. Driven by the recognition that most households prefer certain types of neighborhoods rather than specific areas, we employ a principle components analysis to reduce...
Journal Article
Demography (2019) 56 (1): 75–102.
Published: 04 January 2019
... domestic and international destinations. We use event history procedures with logistic, multinomial logit, and alternative-specific conditional logit regression models. Our emphasis on aspirations might raise questions concerning the factors that impinge on the formation of aspirations, including...
Journal Article
Demography (2018) 55 (3): 849–875.
Published: 24 April 2018
... for exchange, both as complements and substitutes. We apply conditional logit models to show how patterns of assortative mating among never-married and previously married persons are subject to local marriage market opportunities and constraints. The results reveal that previously married individuals “cast...
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Journal Article
Demography (2002) 39 (3): 435–453.
Published: 01 August 2002
... than are members of opposite-sex cohabiting couples, and members of opposite-sex cohabiting couples are more alike than are members of same-sex couples. 14 1 2011 © Population Association of America 2002 2002 Logit Model Married Couple Assortative Mating Conditional Logit Model...
Journal Article
Demography (2019) 56 (5): 1665–1692.
Published: 21 August 2019
.... Technical details about how we specify the choice set formation processes and incorporate affordability constraints are provided in the online appendix . Our CSF model reduces to the conditional logit model (i.e., assumes neighborhoods receive equal consideration) when all scale factors are equal, all...
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Includes: Supplementary data
Journal Article
Demography (2004) 41 (2): 189–212.
Published: 01 May 2004
... and Program Participation, which span the period when many states began to adopt welfare waivers and to implement TANF, and estimated logit models of the incidence of female headship and state-stratified, Cox proportional hazard models of the rates of entry into and exit from headship. We found little...
Journal Article
Demography (2019) 56 (3): 1051–1073.
Published: 16 April 2019
... these neighborhood attributes, we present results from conditional logit models predicting the destination neighborhood choice of mixed-race and monoracial couples with children. The models presented in Table 3 use a series of interactions among couple categories, neighborhood diversity (entropy), and neighborhood...
Includes: Supplementary data
Journal Article
Demography (2020) 57 (2): 675–703.
Published: 26 March 2020
... influence neighborhood attractiveness only through their interactions with neighborhood features. Assuming the errors follow an extreme value (Gumbel) distribution, a discrete-choice conditional logit model generates a predicted probability of individual i selecting neighborhood j at time t : 2 p...
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Includes: Supplementary data
Journal Article
Demography (2016) 53 (3): 623–647.
Published: 18 April 2016
... construct an analytical sample of 4,007 children from 971 extended households, which is approximately 28.44 % of the reshaped sample and 38.53 % of the sample with at least one parent still alive. 9 We use an extended household fixed-effects logistic regression model/conditional logit model...
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Journal Article
Demography (1998) 35 (4): 421–434.
Published: 01 November 1998
...Carol E. Kaufman Abstract In this paper, patterns of contraceptive use among black South African women in the late 1980s are examined. Multilevel logit models are used to evaluate the extent to which segregation of the African population into homelands gave rise to uneven patterns of contraceptive...
Journal Article
Demography (2022) 59 (5): 1929–1951.
Published: 01 October 2022
... birthplace and language endogamy affect our measures of panethnic intermarriage? To address these research questions, I use a conditional logit model approach ( Gullickson 2021 ) that allows me to easily adjust for differences in the size and spatial distribution of ethnoracial groups and to include...
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Includes: Supplementary data
Journal Article
Demography (2014) 51 (6): 2155–2178.
Published: 25 November 2014
... of the incidental parameters problem (Greene 2009 ; Lancaster 2000 ). The conditional logit can be used to estimate a nonlinear binary choice model with fixed effects captured in a sufficient statistic that conditions the likelihood function, similar to how fixed effects are differenced out in a linear model...
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Journal Article
Demography (2017) 54 (4): 1277–1304.
Published: 05 July 2017
... whites, reflecting the more extreme geographic clustering of black populations. This clustering results in less variation in tracts’ proximity to kin for black movers than for whites, which could make it more difficult to observe a large effect size for blacks. Table 6 Conditional logit models...
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Journal Article
Demography (1990) 27 (4): 559–578.
Published: 01 November 1990
... in the United States . Journal of Biosocial Science , 11 , 119 – 132 . Hoffman , S. , & Duncan , G. ( 1988 ). Multinomial and Conditional Logit Models in Demography . Demography , 25 , 415 – 427 . 10.2307/2061541 Kane , T. , Caminiratne , K. , & Stephens , E...
Journal Article
Demography (2001) 38 (2): 267–282.
Published: 01 May 2001
... is the effect for individual i. A fixed-effects model for binary response data is Chamberlain s conditional logit model (Greene 2000:837 41). If individuals are observed at two time points, this ap- proach involves maximizing the likelihood for each pair of observations conditional on yi1 + yi2. However, only...
Journal Article
Demography (1983) 20 (2): 227–234.
Published: 01 May 1983
... is the same for all ages and depends only on the time duration between successive life tables. The end result is that the logit functions of the survivorship probabilities at two points in time are linearly related with a slope of one. The projecting power of the model has been tested by using U.S. life...
Journal Article
Demography (2003) 40 (1): 151–170.
Published: 01 February 2003
... never experienced welfare. For models using childhood subperiods, the fixed-effect results show that the probability of 12. We did not pursue simulations using the fixed-effect logits because Chamberlain s conditional logit model does not produce estimates of the family effects. Hence, for a sample...
Journal Article
Demography (1989) 26 (3): 485–498.
Published: 01 August 1989
... on the delta method for approximating change in a function of several variables. Drawing on an analogy to survival in a life table, the relational logit model is applied to parity progression. This method allows several parity distributions to be synthesized and to have differences summarized with two...
Journal Article
Demography (2016) 53 (2): 471–505.
Published: 22 March 2016
..., or (3) violent: Mediation of area-level measures by household-level measures Without Individual Measures With Individual Measures a % Change b IPV (violence/control)  Logit model 0.401* 0.395* –1  LDV model 0.454* 0.459* 1  Individual fixed-effects model 0.453* 0.462...
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