job knowledge versus multiple-choice in-basket ...annex.ipacweb.org/library/conf/03/orvis.pdf ·...

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Job Knowledge Versus Multiple Job Knowledge Versus Multiple - - Choice In Choice In - - Basket Examinations: Basket Examinations: Which Method is a Superior Which Method is a Superior Indicator of Job Knowledge? Indicator of Job Knowledge? Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields, Ph.D. Fields Consulting Group, Inc.

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Page 1: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

Job Knowledge Versus MultipleJob Knowledge Versus Multiple--Choice InChoice In--Basket Examinations: Basket Examinations:

Which Method is a Superior Which Method is a Superior Indicator of Job Knowledge?Indicator of Job Knowledge?

Karin A. Orvis, M.A.George Mason University

Laura E. Fields, M.S. and Cassi L. Fields, Ph.D.Fields Consulting Group, Inc.

Page 2: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 2

Purpose of Present ResearchPurpose of Present Research

To explore whether the job knowledge exam (JK) or multiple-choice in-basket exam (MC IB) is the superior method for assessing the construct of job knowledge based on several criteria

Page 3: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 3

OverviewOverview✦Provide an overview of the consulting

project

✦Review format and sample questions of a JK exam and MC IB exam

✦Discuss the current study’s research questions and findings

Page 4: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 4

Project OverviewProject Overview

Agency Requirements✦ 100 question

multiple-choice exam

✦ Open-book and closed-book portions

✦ Screen for assessment center

Our Concerns✦ High adverse

impact

✦ Limited diversity in the assessment center

Page 5: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 5

Project OverviewProject Overview

Our solution✦ Split the multiple-choice exam into two

parts

✦ Part One: 60 question traditional multiple-choice JK exam

✦ Part Two: 40 question multiple-choice IB exam

Page 6: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 6

Job Knowledge ExamJob Knowledge Exam

✦ Closed-book

✦ Based on knowledge areas that were:✦Critical ✦Required on the first day of the job✦Necessary to memorize

✦ Knowledge areas were weighted equally

Page 7: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 7

Job Knowledge ExamJob Knowledge Exam

ExampleYou are analyzing test data for a group of candidates. All candidates took two exercises. You want to determine if candidates’ scores on the exercises differed significantly. You should perform a(n):

A. two-way ANOVA.B. independent t-test.C. dependent t-test.D. chi-square.

Page 8: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 8

MC InMC In--Basket Exam Basket Exam

✦ Open-book

✦ Based on knowledge areas that were:✦Critical ✦Required on the first day of the job

✦ Contained two types of questions✦Source-based questions✦SME judgement-based questions

Page 9: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 9

MC InMC In--Basket Exam Basket Exam Example - Item 1

MemoTo: Consultant CandidateFrom: Cassi FieldsRE: Presentation at GMU

I was asked to give a presentation at GMU regarding validating passing scores this Friday. Due to a conflict, I am unable to give the presentation. Therefore, I would like you to give the presentation in my place.

Page 10: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 10

MC InMC In--Basket Exam Basket Exam Example - Item 1 Source-based question

Which of the following would you most likely address in this presentation?

A. The Angoff MethodB. Validity GeneralizationC. Realistic Job PreviewsD. Item Characteristic Curves

Page 11: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 11

MC InMC In--Basket Exam Basket Exam Example - Item 1 SME-based questionIn response to this item, you should tell Cassi that you:

A. can attend the presentation and will present your draft to her on Thursday.

B. cannot attend and suggest an appropriate person to give the presentation.

C. cannot attend the presentation, but will help another person prepare the presentation.

D. will check your schedule and get back with her on Wednesday.

Page 12: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 12

Development & ValidationDevelopment & Validation

✦Drafted by FCG

✦Reviewed by a SME committee

✦Validated using a content-oriented strategy

✦Pilot tested by a second set of SMEs

Page 13: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 13

Research QuestionsResearch QuestionsJK Exam vs. MC IB Exam

✦ Which method results in:✦ higher correlations with job performance

criteria?✦ lower standardized subgroup differences?✦ more favorable candidate reactions?

✦ Do different types of MC IB questions influence the magnitude of an in-basket’s validity and observed subgroup differences?

Page 14: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 14

Current StudyCurrent Study✦ Sample

✦Police officers who participated in a promotion process for the rank of Sergeant

✦Measures✦ JK exam & MC IB exam✦ Criteria: supervisory performance rating (PRS)

✦ Overall performance and six dimensions

Page 15: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 15

Results:Results:Job Performance CriteriaJob Performance Criteria

JK MC IB✦ Overall performance .39** .27**

✦ Dimension 1 .26** .31**

✦ Dimension 2 .25** .22*

✦ Dimension 3 .33** .21*

✦ Dimension 4 .38** .22*

✦ Dimension 5 .34** .18 ✦ Dimension 6 .34** .11

Page 16: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 16

Incremental ValidityIncremental ValidityHierarchical regression results

β = .35**JK

β = .11MC IB

.10**.1710.51**Step 2

β = .27**MC IB

.07**.078.12**Step 1

∆R 2R 2F

Page 17: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 17

Subgroup Differences and Subgroup Differences and Candidate ReactionsCandidate Reactions

JK MC IB

✦ Minority-White (d) .31 .55

✦Candidate reactions(based on anecdotal comments)

Page 18: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 18

Type of MC IB QuestionType of MC IB Question

Standardized subgroup differences

.00.59.55d

SME-Based

Source-Based

MC IB Total

Page 19: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 19

Type of MC IB QuestionType of MC IB Question

Candidate reactions (based on appeals written)

✦ A higher proportion of SME-based questions were appealed✦ “Says who?”✦ “Not in book.”

✦ A lower proportion of appeals written on SME-based questions were upheld

Page 20: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 20

Type of MC IB QuestionType of MC IB Question

Performance dataMC IB Source SME

✦ Overall .27** .22** .15

✦ Dimension 1 .31** .28** .11✦ Dimension 2 .22* .16+ .19*

✦ Dimension 3 .21* .16+ .16+

✦ Dimension 4 .22* .18+ .13✦ Dimension 5 .18 .18+ .01✦ Dimension 6 .11 .09 .09

Page 21: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 21

LimitationsLimitations✦ PRS measure

✦ Officer vs. Sergeant performance

✦ No quantitative data on candidate reactions

✦ Differences in format (open/closed book)

Page 22: Job Knowledge Versus Multiple-Choice In-Basket ...annex.ipacweb.org/library/conf/03/orvis.pdf · Karin A. Orvis, M.A. George Mason University Laura E. Fields, M.S. and Cassi L. Fields,

IPMAAC 2003 Fields Consulting Group, Inc. 22

ConclusionsConclusions✦ Administering both exam types does not

contribute incrementally to prediction✦ Optimal method?

✦ Both can reliably measure Job Knowledge✦ The MC IB allows for the measurement of other

KSAs (e.g., Judgement)✦ If SME-based questions are included, adverse

impact may be reduced✦ If only Source-based questions are included,

may be unnecessarily cognitively complex and increase adverse impact