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Decision Making

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Validity, Correlation with other predictors, Adverse impact, Utility ... When a predictor discriminates by screening out a disproportionate number of ... – PowerPoint PPT presentation

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Title: Decision Making


1
Decision Making
2
Lecture Outline
  • Choice of Assessment Method
  • Validity, Correlation with other predictors,
    Adverse impact, Utility
  • Determining Assessment Scores
  • Compensatory, Multiple hurdle
  • Determine Cut Scores
  • Minimum competency, Top-down, Banding

3
Choice of Assessment Method
  • Validity coefficient
  • Correlation with other predictors
  • Adverse impact
  • Utility

4
Validity Correlation With Other Predictors
  • Validity
  • Criterion-related validity
  • Extent to which predictor adds value to
    prediction of job success
  • Face validity
  • Extent to which a test looks like it measures
    what it is supposed to measure appears to be
    job-related
  • Correlation with other predictors
  • To add value, a predictor must add to prediction
    of success above and beyond other predictors

5
Discussion Question
  • When making a decision about which methods to
    use, what matters more criterion-related
    validity or face validity?

6
Adverse Impact Utility Analysis
  • Adverse impact
  • When a predictor discriminates by screening out a
    disproportionate number of minorities and women
  • Utility analysis
  • Expected economic gain from using a predictor
  • Focuses on the monetary impact of using a
    predictor

7
Discussion Question
  • Would you rather use a predictor with high
    validity and high adverse impact or one with low
    validity and low adverse impact?

8
Determining Assessment Scores
  • Single predictor
  • Multiple predictor methods
  • Compensatory model
  • Scores from one predictor are added to scores on
    another predictor to create some overall score
  • Check out pages 537-542 in the textbook
  • Multiple hurdles model
  • An applicant must earn a passing score on each
    predictor before advancing in the selection
    process

9
Determining Cut Scores
  • Cut score
  • The minimum score an applicant must reach to not
    be eliminated from the selection process
  • Methods for determining cut scores
  • Minimum competency
  • What are the minimum qualifications necessary to
    do the job?
  • Top-down
  • Once cut score is set, who are the best
    candidates?
  • Banding
  • Can we statistically figure out a group of
    applicants that are basically equal even though
    they have slightly different scores?

10
Discussion Question
  • Do you think it is ethical to use banding to
    increase diversity?

11
Discussion Question?
  • All models we have discussed thus far take into
    account KSAs as a basis for hiring. If we know
    that fit is also an important factor that
    impacts performance, turnover, etc., how should
    fit be included in the selection process and
    decision?

12
Take-Home Points
  • Aware of the factors to consider when determining
    which assessment methods to use
  • Understand different methods of combining
    predictors and creating cut scores
  • Realize that fit is also a big part of the
    equation
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