Sample selection bias in models of commuting time

被引:15
|
作者
Cooke, TJ [1 ]
Ross, SL
机构
[1] Univ Connecticut, Dept Geog, Storrs, CT 06269 USA
[2] Univ Connecticut, Dept Econ, Storrs, CT 06269 USA
关键词
D O I
10.1080/0042098992944
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This research conceptualises, measures and evaluates the effects of sample selection bias on models of commuting time. Data are drawn from the Public Use Microdata Sample of the 1990 US Census for the Boston metropolitan area. The major finding of the analysis is that the process that determines entry into employment introduces sample selection bias into the estimates of commuting-time models. The degree of sample selection bias observed differs by race/ethnicity and gender on such key variables as marital and parental status and reliance on public transport, because the influence of these variables on employment differs by race/ethnicity and gender, These variables are important for evaluating both the spatial mismatch and the spatial entrapment hypotheses and therefore the contribution of previous analyses should be reconsidered.
引用
收藏
页码:1597 / 1611
页数:15
相关论文
共 50 条
  • [1] MODELS FOR SAMPLE SELECTION BIAS
    WINSHIP, C
    MARE, RD
    [J]. ANNUAL REVIEW OF SOCIOLOGY, 1992, 18 : 327 - 350
  • [2] Sample selection bias in credit scoring models
    Banasik, J
    Crook, J
    Thomas, L
    [J]. JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2003, 54 (08) : 822 - 832
  • [3] Estimating models with sample selection bias: A survey
    Vella, F
    [J]. JOURNAL OF HUMAN RESOURCES, 1998, 33 (01) : 127 - 169
  • [4] Sample selection bias in evaluation of prediction performance of causal models
    Long, James P.
    Ha, Min Jin
    [J]. STATISTICAL ANALYSIS AND DATA MINING, 2022, 15 (01) : 5 - 14
  • [5] Sample selection bias and Heckman models in strategic management research
    Certo, S. Trevis
    Busenbark, John R.
    Woo, Hyun-Soo
    Semadeni, Matthew
    [J]. STRATEGIC MANAGEMENT JOURNAL, 2016, 37 (13) : 2639 - 2657
  • [6] Correcting for sample selection bias in Bayesian distributional regression models
    Wiemann, Paul F., V
    Klein, Nadja
    Kneib, Thomas
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2022, 168
  • [7] SELECTIVITY BIAS CORRECTION METHODS IN POLYCHOTOMOUS SAMPLE SELECTION MODELS
    SCHMERTMANN, CP
    [J]. JOURNAL OF ECONOMETRICS, 1994, 60 (1-2) : 101 - 132
  • [8] Models for sample selection bias in contingent valuation: Application to forest biodiversity
    Garcia, Serce
    Harou, Patrice
    Montagne, Claire
    Stenger, Anne
    [J]. JOURNAL OF FOREST ECONOMICS, 2009, 15 (1-2) : 59 - 78
  • [9] Elliptical regression models for multivariate sample-selection bias correction
    Hea-Jung Kim
    Hyoung-Moon Kim
    [J]. Journal of the Korean Statistical Society, 2016, 45 : 422 - 438
  • [10] SIMPLE TESTS FOR SAMPLE SELECTION BIAS IN CENSORED AND DISCRETE CHOICE MODELS
    VELLA, F
    [J]. JOURNAL OF APPLIED ECONOMETRICS, 1992, 7 (04) : 413 - 421