校正用作预测变量的潜在变量中的测量误差。
CORRECTING FOR MEASUREMENT ERROR IN LATENT VARIABLES USED AS PREDICTORS.
作者信息
Schofield Lynne Steuerle
机构信息
Swarthmore College, Department of Mathematics and Statistics.
出版信息
Ann Appl Stat. 2015 Dec 1;9(4):2133-2152. doi: 10.1214/15-AOAS877.
Abstract
This paper represents a methodological-substantive synergy. A new model, the Mixed Effects Structural Equations (MESE) model which combines structural equations modeling and item response theory is introduced to attend to measurement error bias when using several latent variables as predictors in generalized linear models. The paper investigates racial and gender disparities in STEM retention in higher education. Using the MESE model with 1997 National Longitudinal Survey of Youth data, I find prior mathematics proficiency and personality have been previously underestimated in the STEM retention literature. Pre-college mathematics proficiency and personality explain large portions of the racial and gender gaps. The findings have implications for those who design interventions aimed at increasing the rates of STEM persistence among women and under-represented minorities.
摘要
本文展示了一种方法与实质内容的协同作用。引入了一种新模型，即混合效应结构方程（MESE）模型，该模型结合了结构方程建模和项目反应理论，以解决在广义线性模型中使用多个潜在变量作为预测变量时的测量误差偏差问题。本文研究了高等教育中STEM领域留校率方面的种族和性别差异。使用MESE模型和1997年全国青年纵向调查数据，我发现先前在STEM留校率文献中，大学前数学能力和个性被低估了。大学前数学能力和个性解释了很大一部分种族和性别差距。这些发现对于那些设计旨在提高女性和代表性不足的少数族裔在STEM领域坚持率的干预措施的人具有启示意义。
相似文献
1
CORRECTING FOR MEASUREMENT ERROR IN LATENT VARIABLES USED AS PREDICTORS.校正用作预测变量的潜在变量中的测量误差。
Ann Appl Stat. 2015 Dec 1;9(4):2133-2152. doi: 10.1214/15-AOAS877.
2
Predictive Inference Using Latent Variables with Covariates.使用带有协变量的潜在变量进行预测推断。
Psychometrika. 2015 Sep;80(3):727-47. doi: 10.1007/s11336-014-9415-z. Epub 2014 Sep 18.
3
The use of cognitive ability measures as explanatory variables in regression analysis.在回归分析中使用认知能力测量作为解释变量。
IZA J Labor Econ. 2012 Dec;1(1). doi: 10.1186/2193-8997-1-4. Epub 2012 Oct 9.
4
Correction for Item Response Theory Latent Trait Measurement Error in Linear Mixed Effects Models.线性混合效应模型中项目反应理论潜在特质测量误差的校正。
Psychometrika. 2019 Sep;84(3):673-700. doi: 10.1007/s11336-019-09672-7. Epub 2019 Jun 10.
5
Perceived mathematical ability under challenge: a longitudinal perspective on sex segregation among STEM degree fields.面临挑战时的数学能力认知：对STEM学位领域性别隔离的纵向研究
Front Psychol. 2015 Jun 9;6:530. doi: 10.3389/fpsyg.2015.00530. eCollection 2015.
7
Using a Multivariate Multilevel Polytomous Item Response Theory Model to Study Parallel Processes of Change: The Dynamic Association Between Adolescents' Social Isolation and Engagement With Delinquent Peers in the National Youth Survey.使用多变量多水平多分类项目反应理论模型研究变化的并行过程：全国青少年调查中青少年社会隔离与与不良同伴交往之间的动态关联
Multivariate Behav Res. 2010 May 28;45(3):508-52. doi: 10.1080/00273171.2010.483387.
8
Latent variables, measurement error and methods for analysing longitudinal binary and ordinal data.潜在变量、测量误差以及纵向二元和有序数据的分析方法。
Stat Med. 1999 Feb 28;18(4):385-96. doi: 10.1002/(sici)1097-0258(19990228)18:4<385::aid-sim25>3.0.co;2-1.
9
Dynamic Latent Trait Models with Mixed Hidden Markov Structure for Mixed Longitudinal Outcomes.具有混合隐藏马尔可夫结构的动态潜在特质模型用于混合纵向结果
J Appl Stat. 2016;43(4):704-720. doi: 10.1080/02664763.2015.1077373. Epub 2015 Oct 2.
10
Coming out in STEM: Factors affecting retention of sexual minority STEM students.性少数群体 STEM 学生的保留因素：出柜在 STEM 领域的影响。
Sci Adv. 2018 Mar 14;4(3):eaao6373. doi: 10.1126/sciadv.aao6373. eCollection 2018 Mar.
引用本文的文献
1
Indirect effects of social support and hope on quality of life emotional distress among stroke survivors: A three-wave structural equation model.社会支持与希望对中风幸存者生活质量和情绪困扰的间接影响：一个三波结构方程模型。
Front Psychiatry. 2022 Jul 28;13:919078. doi: 10.3389/fpsyt.2022.919078. eCollection 2022.
2
To Score or Not to Score? A Simulation Study on the Performance of Test Scores, Plausible Values, and SEM, in Regression With Socio-Emotional Skill or Personality Scales as Predictors.计分还是不计分？以社会情感技能或人格量表作为预测变量进行回归分析时，关于测验分数、合理值和标准误表现的模拟研究。
Front Psychol. 2021 Oct 15;12:679481. doi: 10.3389/fpsyg.2021.679481. eCollection 2021.
3
Suicide Attempts and Perceived Social Support among Chinese Drug Users: The Mediating Role of Self-Esteem and Depression.中国吸毒者自杀未遂与感知社会支持：自尊和抑郁的中介作用。
Int J Environ Res Public Health. 2020 Dec 30;18(1):208. doi: 10.3390/ijerph18010208.
4
Comparing self-reported and O*NET-based assessments of job control as predictors of self-rated health for non-Hispanic whites and racial/ethnic minorities.比较自我报告和 O*NET 为基础的工作控制评估，作为非西班牙裔白人和种族/族裔少数群体自评健康的预测指标。
PLoS One. 2020 Aug 6;15(8):e0237026. doi: 10.1371/journal.pone.0237026. eCollection 2020.
5
Estimating Gestational Age From Ultrasound Fetal Biometrics.通过超声胎儿生物测量估计孕周。
Obstet Gynecol. 2017 Aug;130(2):433-441. doi: 10.1097/AOG.0000000000002137.
本文引用的文献
1
The use of cognitive ability measures as explanatory variables in regression analysis.在回归分析中使用认知能力测量作为解释变量。
IZA J Labor Econ. 2012 Dec;1(1). doi: 10.1186/2193-8997-1-4. Epub 2012 Oct 9.
2
Predictive Inference Using Latent Variables with Covariates.使用带有协变量的潜在变量进行预测推断。
Psychometrika. 2015 Sep;80(3):727-47. doi: 10.1007/s11336-014-9415-z. Epub 2014 Sep 18.
3
Measurement Error in the AFQT in the NLSY79.
Econ Lett. 2014 Jun 1;123(3):262. doi: 10.1016/j.econlet.2014.02.026.
4
The More Things Change, the More They Stay the Same? Examining Gender Equality in Prior Achievement and Entry into STEM College Majors over Time.万变不离其宗？审视既往成就中的性别平等以及随着时间推移进入STEM专业的情况。
Am Educ Res J. 2012 Dec 1;49(6). doi: 10.3102/0002831211435229.
5
Considering the Impact of Racial Stigmas and Science Identity: Persistence Among Biomedical and Behavioral Science Aspirants.考虑种族耻辱感和科学身份认同的影响：生物医学和行为科学有志者的坚持情况。
J Higher Educ. 2011 Sep;82(5):564-596. doi: 10.1353/jhe.2011.0030.
6
Inference from ecological models: estimating the relative risk of stroke from air pollution exposure using small area data.来自生态模型的推断：利用小区域数据估计空气污染暴露导致中风的相对风险。
Spat Spatiotemporal Epidemiol. 2010 Jul;1(2-3):123-31. doi: 10.1016/j.sste.2010.03.006. Epub 2010 Mar 20.
7
Why can't a man be more like a woman? Sex differences in Big Five personality traits across 55 cultures.为什么男人不能更像女人？55种文化中五大性格特质的性别差异。
J Pers Soc Psychol. 2008 Jan;94(1):168-182. doi: 10.1037/0022-3514.94.1.168.
8
A measurement error model for time-series studies of air pollution and mortality.空气污染与死亡率时间序列研究的测量误差模型。
Biostatistics. 2000 Jun;1(2):157-75. doi: 10.1093/biostatistics/1.2.157.
9
The theoretical status of latent variables.潜在变量的理论地位。
Psychol Rev. 2003 Apr;110(2):203-219. doi: 10.1037/0033-295X.110.2.203.
10
Commentary: practical advantages of Bayesian analysis of epidemiologic data.评论：流行病学数据贝叶斯分析的实际优势
Am J Epidemiol. 2001 Jun 15;153(12):1222-6. doi: 10.1093/aje/153.12.1222.
Zotero 插件