Development of a big data application architecture for Navy Manpower, Personnel, Training, and Education
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Authors
Kamel, Magdi N.
Subjects
Big Data
application architecture
enterprise architecture
OPNAV N1
manpower
personnel
training
education
predictive modeling
CRISP-DM
aviation community retention
application architecture
enterprise architecture
OPNAV N1
manpower
personnel
training
education
predictive modeling
CRISP-DM
aviation community retention
Advisors
Date of Issue
2016-12
Date
December 2016
Publisher
Monterey, California: Naval Postgraduate School
Language
Abstract
Navy Manpower, Personnel, Training, and Education (MPTE) decision makers require improved access to the information obtained from the vast amounts of data contained in a number of disparate databases/data stores in order to make informed decisions and understand second- and third-order effects of those decisions. Toward this end, the effort of this research was two-fold. First, it examined and proposed an end-to-end application architecture for performing analytics for MPTE. Second, it developed a decision tree model to predict retention of post-command aviators, using the Cross-Industry Standard Process for Data Mining (CRISP-DM), in support of one Navy MPTE’s main concerns: retention in post-command aviator community.
This research concluded that with the exponential collection and growth of diverse data, there is a need for a combination of Big Data and traditional data warehousing architectures to support analytics at MPTE. The data-mining effort developed a preliminary predictive model for post-command aviation retention and concluded that the number of NOBCs, particularly non-aviation NOBCs, was the most important indicator for predicting retention. Additional data sources particularly those that contain Fitness Reports/Evaluations need to be included in order to improve the accuracy of the model.
Type
Technical Report
Description
Series/Report No
Department
Information Sciences (IS)
Organization
Identifiers
NPS Report Number
NPS-IS-17-001
Sponsors
N1 – Manpower, Personnel, Education and Training
Funder
Format
Citation
Distribution Statement
Approved for public release; distribution is unlimited.
Rights
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.