Adaptive Personality Scales: Initial Validation Results
Transcription
Adaptive Personality Scales: Initial Validation Results
Computer Adaptive Personality Scales: A Military and Civilian Application Walter C. Borman PDRI, an SHL Company and University of South Florida Tracy Kantrowicz PreVisor, an SHL Company Outline • Description of the “adaptive test” concept • Development of NCAPS and GPIAdaptive • Initial validation results • Conclusions and next steps 1 Description of the “Adaptive Test” Concept • Initial ability domain application • Our work began in the performance domain • Forced-choice Computer Adaptive Rating Scales (CARS) • Laboratory study showed lower standard error measurement and higher validity and accuracy for CARS CARS Performance Estimation Process Very Ineffective Somewhat Ineffective Effective Very Effective 1 2 3 4 1 2 3 4 1 2 3 4 1 2 3 4 1 2 3 4 First Item Pair Second Pair Third Pair Fourth Pair Final Estimated Performance 2 Development of NCAPS • Idea was to apply CARS concept to non-cognitive testing • 19 potential personality constructs were identified • Psychologists rated their importance for 79 Navy jobs • 10 constructs selected based on means and SDs Development of NCAPS (Cont.) • PDRI generated 1725 items at all trait levels • Construct and trait level “retranslation” was conducted • 1494 items survived, 106-199 per construct 3 Example Items for Social Orientation • It is easy for me to find something in common with any person I meet (M = 6.36) • It takes real effort for me to hide my impatience with people who aren’t very bright (M = 1.49) • I am able to make friends when I put some effort into it (M = 3.63) Validation Results • Concurrent validation study designed with 110 first tour Navy Sailors • NCAPS and a conventional personality inventory administered and supervisor performance ratings gathered on nine “Navy-wide” dimensions • Composite of the ratings was reliable (interrater r = .53) 4 Validation Results (Cont.) • Unit-weighted composite of 10 NCAPS conventional against composite overall performance (r = .13 uncorrected; r = .18 corrected) • Unit-weighted composite of 10 NCAPS adaptive against composite overall performance (r = .27 uncorrected; r = .37 corrected) Validities Associated With Different Numbers of Item-Pairs (Dependability) 0.25 Validity Coefficient 0.20 0.15 0.10 0.05 0.00 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 Number of Item-Pairs 5 Civilian Version: Global Personality Inventory-Adaptive • Identified 13 dimensions for item development • PDRI and PreVisor generated 2679 items for 13 dimensions • Construct and trait level retranslation was again conducted • 2519 items “survived the cut,” 150-200 per construct Constructs Identified for GPI-Adaptive compared to NCAPS Constructs GPI-Adaptive NCAPS • • • • • • • • • • • • • • • • • • • • • • • Achievement Striving Social Orientation Cooperation Composure Adjusting to Change Positive Self-Concept Responsibility Thoroughness Sense of Duty Self-Sufficiency Learning Orientation Directing and Influencing Innovation Achievement Social Orientation Stress Tolerance Adaptability/Flexibility Attention to Detail Dependability Dutifulness/Integrity Self Reliance Willingness to Learn Vigilance 6 Validation Results • Concurrent Validity Study Against Supervisor Performance Ratings (N=1340) • Unit-Weighted Composite Against Overall Performance (r=.28, corrected for criterion unreliability) • Validities Asymptote at 5-8 Item Pairs • Testing Time ½ that of Conventional Inventory 7