Weighting Omissions and Best Practices When Using Large-Scale Data in Educational Research

Federal agencies conduct large, national studies that provide abundant data easily accessible to researchers. While these datasets provide access to rich data for analyzing a multitude of topics, certain skills are necessary

[1]  David Kaplan,et al.  A Model-Based Approach to Validating Education Indicators Using Multilevel Structural Equation Modeling , 1997 .

[2]  Daniel J. Pratt.  Beginning Postsecondary Students Longitudinal Study Second Follow-up (BPS:90/94) Final Technical Report. , 1996 .

[3]  D. Pfeffermann.  The Role of Sampling Weights when Modeling Survey Data , 1993 .

[4]  Graham Kalton,et al.  Models in the Practice of Survey Sampling , 1983 .

[5]  Ita G. G. Kreft,et al.  Multilevel Analysis Methods , 1994 .

[6]  H. Goldstein,et al.  Weighting for unequal selection probabilities in multilevel models , 1998 .

[7]  Alberto F. Cabrera,et al.  Three Critical Tasks Facing America's Disadvantaged , 2001 .

[8]  Debbie L. Hahs-Vaughn,et al.  A Primer for Using and Understanding Weights With National Datasets , 2005 .

[9]  Laura M. Stapleton,et al.  The Incorporation of Sample Weights Into Multilevel Structural Equation Models , 2002 .

[10]  Amy Rathbun,et al.  USER'S MANUAL FOR THE ECLS-K THIRD GRADE PUBLIC-USE DATA FILE AND ELECTRONIC CODE BOOK , 2004 .

[11]  Statistical Significance Testing. , 1998 .

[12]  Robert Chambers,et al.  Introduction to Part A , 2003 .

[13]  Scott L. Thomas,et al.  Analysis of Large-Scale Secondary Data in Higher Education Research: Potential Perils Associated with Complex Sampling Designs , 2001 .

[14]  Edward L. Korn,et al.  Examples of Differing Weighted and Unweighted Estimates from a Sample Survey , 1995 .

[15]  M. Csíkszentmihályi,et al.  Optimal experience: Introduction to Part IV , 1988 .

[16]  Aaron J. Ferguson,et al.  On the Utilization of Sample Weights in Latent Variable Models. , 1999 .

[17]  W. DuMouchel,et al.  Using Sample Survey Weights in Multiple Regression Analyses of Stratified Samples , 1983 .

[18]  J. Kyle Roberts,et al.  The Pitfalls of Ignoring Multilevel Design in National Datasets. , 2000 .

[19]  Eun Sul Lee,et al.  Analyzing Complex Survey Data , 1989 .

[20]  Kosuke Imai,et al.  Survey Sampling , 1998, Nov/Dec 2017.

[21]  B. Muthén,et al.  Multilevel Covariance Structure Analysis , 1994 .

[22]  Sameena Salvucci,et al.  National Education Longitudinal Study of 1988 (NELS:88) Research Framework and Issues. Working Paper Series. , 1996 .

[23]  Kenneth G. Manton,et al.  “Equivalent Sample Size” and “Equivalent Degrees of Freedom” Refinements for Inference Using Survey Weights under Superpopulation Models , 1992 .

[24]  A. Satorra,et al.  Complex Sample Data in Structural Equation Modeling , 1995 .

[25]  L. Kish,et al.  Inference from Complex Samples , 1974 .