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AN APPLICATION OF SEQUENTIAL REGRESSION MULTIPLE IMPUTATION ON PANEL DATA
Authors:MICHAEL JOHAN VON MALTITZ  ABRAHAM JOHANNES VAN DER MERWE
Affiliation:Mathematical Statistics and Actuarial Science, University of the Free State, South Africa
Abstract:The relatively new sequential regression multiple imputation (SRMI) method is introduced, with the process of SRMI laid out in detail. The Project for Statistics on Living Standards and Development and the follow‐up KwaZulu‐Natal Income Dynamics Study provide the real panel data on which the methods reviewed are applied. The SRMI process is used to create multiple datasets completed with values imputed for data originally missing, and using the error component model estimation procedures and Rubin's rules, inferences on the panel data are made. Conclusions are drawn as to the applicability of the SRMI process to these data and as to the results of the regression analyses completed.
Keywords:C11  C02  C15  C16  D31  C23  D71  Sequential regression multiple imputation  SRMI  multiple imputation  panel data  household welfare  social capital
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