Identifying factors that predict promotion time to E-4 and re-enlistment eligibility for U.S. Marine Corps Field Radio Operators

Approved for public release; distribution is unlimited === We develop statistical models to identify the most influential entry-level attributes of a Marine recruit to predict two performance measures: the Computed Tier Score and the time to achieve the rank of Corporal (E-4) in the 0621 Field Radio...

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Main Author: Wathen, William G.
Other Authors: Koyak, Robert A.
Published: Monterey, California: Naval Postgraduate School 2015
Online Access:http://hdl.handle.net/10945/44686
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spelling ndltd-nps.edu-oai-calhoun.nps.edu-10945-446862015-02-19T04:03:29Z Identifying factors that predict promotion time to E-4 and re-enlistment eligibility for U.S. Marine Corps Field Radio Operators Wathen, William G. Koyak, Robert A. Seagren, Chad W. Operations Research Approved for public release; distribution is unlimited We develop statistical models to identify the most influential entry-level attributes of a Marine recruit to predict two performance measures: the Computed Tier Score and the time to achieve the rank of Corporal (E-4) in the 0621 Field Radio Operator Military Occupational Specialty (MOS). We use data collected from 2007 through 2014, on more than 1,100 Marines in the 0621 MOS to construct multivariate linear regression models to estimate Marines’ Computed Tier Score and time to achieve E-4 based on their individual personal and professional attributes. We find statistically significant relationships to exist between the entry-level attributes of a Marine recruit and the performance measures. The most influential predictor variables include the run time on the USMC Initial Skills Test (IST), number of crunches on the IST, rifle score, the Armed Services Vocational Aptitude Battery (ASVAB) General Technical (GT) score, ASVAB Clerical (CL) score, ASVAB General Science (GS) score, ASVAB Mathematics Knowledge (MK) score, ASVAB Paragraph Comprehension (PC) score, weight, and whether a Marine receives a weight waiver upon entrance into service. We recommend that new job performance measures be created for each high-density MOS in order to conduct further testing for MOS suitability. 2015-02-18T00:18:20Z 2015-02-18T00:18:20Z 2014-12 Thesis http://hdl.handle.net/10945/44686 This publication is a work of the U.S. Government as defined in Title 17, United States Code, Section 101. Copyright protection is not available for this work in the United States. Monterey, California: Naval Postgraduate School
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sources NDLTD
description Approved for public release; distribution is unlimited === We develop statistical models to identify the most influential entry-level attributes of a Marine recruit to predict two performance measures: the Computed Tier Score and the time to achieve the rank of Corporal (E-4) in the 0621 Field Radio Operator Military Occupational Specialty (MOS). We use data collected from 2007 through 2014, on more than 1,100 Marines in the 0621 MOS to construct multivariate linear regression models to estimate Marines’ Computed Tier Score and time to achieve E-4 based on their individual personal and professional attributes. We find statistically significant relationships to exist between the entry-level attributes of a Marine recruit and the performance measures. The most influential predictor variables include the run time on the USMC Initial Skills Test (IST), number of crunches on the IST, rifle score, the Armed Services Vocational Aptitude Battery (ASVAB) General Technical (GT) score, ASVAB Clerical (CL) score, ASVAB General Science (GS) score, ASVAB Mathematics Knowledge (MK) score, ASVAB Paragraph Comprehension (PC) score, weight, and whether a Marine receives a weight waiver upon entrance into service. We recommend that new job performance measures be created for each high-density MOS in order to conduct further testing for MOS suitability.
author2 Koyak, Robert A.
author_facet Koyak, Robert A.
Wathen, William G.
author Wathen, William G.
spellingShingle Wathen, William G.
Identifying factors that predict promotion time to E-4 and re-enlistment eligibility for U.S. Marine Corps Field Radio Operators
author_sort Wathen, William G.
title Identifying factors that predict promotion time to E-4 and re-enlistment eligibility for U.S. Marine Corps Field Radio Operators
title_short Identifying factors that predict promotion time to E-4 and re-enlistment eligibility for U.S. Marine Corps Field Radio Operators
title_full Identifying factors that predict promotion time to E-4 and re-enlistment eligibility for U.S. Marine Corps Field Radio Operators
title_fullStr Identifying factors that predict promotion time to E-4 and re-enlistment eligibility for U.S. Marine Corps Field Radio Operators
title_full_unstemmed Identifying factors that predict promotion time to E-4 and re-enlistment eligibility for U.S. Marine Corps Field Radio Operators
title_sort identifying factors that predict promotion time to e-4 and re-enlistment eligibility for u.s. marine corps field radio operators
publisher Monterey, California: Naval Postgraduate School
publishDate 2015
url http://hdl.handle.net/10945/44686
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