Preface |
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iii | |
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vi | |
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vii | |
Summary |
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viii | |
Acknowledgments |
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xiv | |
Abbreviations |
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xvi | |
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1 | (8) |
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Overview of Air Force HDHA-Specialty Recruiting, Screening, and Training |
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2 | (3) |
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5 | (2) |
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Organization of This Report |
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7 | (2) |
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2 Efforts to Improve HDHA-Specialty Training Outcomes |
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9 | (10) |
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Previous and Ongoing Efforts to Improve HDHA-Specialty Training Success |
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10 | (3) |
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Challenges in Addressing Training Attrition in HDHA Specialties |
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13 | (5) |
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18 | (1) |
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3 Recruit Characteristics Associated with HDHA-Specialty Training Success |
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19 | (19) |
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19 | (5) |
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Generalized Boosted Models Address Limitations of Traditional Regression Models |
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24 | (1) |
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The Coefficient of Discrimination Indicates Whether New Characteristics Improve the Quality of Predictions |
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25 | (1) |
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26 | (11) |
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37 | (1) |
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4 Illustrative Example of an Intervention to Reduce Attrition |
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38 | (14) |
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We Focus on Improving Fitness for Pararescue Candidates |
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38 | (1) |
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Prior Research on Fitness Improvements Used to Simulate Changes in Attrition Levels |
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39 | (3) |
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42 | (6) |
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Recommendations to Develop Candidates for HDHA Specialties |
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48 | (2) |
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50 | (2) |
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5 Identifying Gaps in HDHA-Specialty Recruiting |
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52 | (9) |
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52 | (2) |
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Air Force Representatives Perceive a Range of Recruiting Challenges |
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54 | (3) |
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Recommendations to Improve Recruiting |
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57 | (3) |
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60 | (1) |
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6 Identifying Gaps in HDHA-Specialty Screening |
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61 | (17) |
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61 | (1) |
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Screening Gap Analysis Started by Identifying Six Training KSAOs for HDHA Specialties |
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62 | (2) |
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Next, the Level of Coverage Offered by Existing Screening Assessments Was Determined |
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64 | (1) |
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Finally, Three Methods That Could Offer Fuller Coverage of Training KSAOs Were Identified |
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65 | (7) |
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Recommendations and COAs to Improve Screening |
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72 | (5) |
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77 | (1) |
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7 Conclusions and Implications |
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78 | (5) |
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Question 1 What Factors Are Associated with Training Attrition in Select Air Force HDHA Specialties? |
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78 | (1) |
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Question 2 What, If Any, Are the Gaps in Recruiting and Screening Candidates to Enter These Select HDHA Specialties? |
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78 | (1) |
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Question 3 What Methods Should the Air Force Consider Using to Recruit, Screen, and Develop Candidates for These Select HDHA Specialties? |
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79 | (1) |
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Limitations of Existing Data |
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80 | (1) |
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Data Limitations Can Be Addressed by Hiring an Experienced Researcher into the Battlefield Airmen Training Group |
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80 | (1) |
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81 | (2) |
Appendix A Current Screening Tools for Air Force HDHA Specialties |
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83 | (6) |
Appendix B Technical Training for Air Force HDHA Specialties |
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89 | (7) |
Appendix C Pairwise Comparisons Among Predictors and Outcomes |
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96 | (4) |
Appendix D Training Attrition Costs and Offsets |
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100 | (4) |
References |
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104 | |