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Measurement, Reliability and Validity
 Fundamentals of Measurement
 The relationship between Reliability and Selection
 The relationship between Validity and Selection
 How Validity is applied in utilizing assessments
7-3
Key Concepts
• Measurement
• The process of assigning numbers to objects to
represent quantities of an attribute of the objects
• Scores
• The amount of the attribute being assessed
• Correlation between scores
• A statistical measure of the relation between the two
sets of scores
The Role of Measurement
 Assists the selection
manager with understanding
an applicants attributes
 It involves numbers playing
an important role
 It is essential to the
implementation and
administration of selection
programs
7-5
Importance and Use of Measures
• Summary of measurement process
• (a) Choose an attribute of interest
• (b) Develop operational definition of attribute
• (c) Construct a measure of attribute as operationally defined
• (d) Use measure to actually gauge attribute
• Results of measurement process
• Scores become indicators of attribute
• Initial attribute and its operational definition are transformed
into a numerical expression of attribute
The Role of Measurement
Criteria
 Measurement of an
employees success on
the job
 Dollar of sales or dollars
saved in context of money
or the targets achieved
Predictors
 Forms of assessment
used to measure criteria
 Interviews , Performance
Tests, Paper pencil Tests,
or Computer Tests.
The Role of Measurement
Predictors:
 Background
information
 Resumes
 Applications
 Interviews
 Tests:
 Aptitude or Ability
 Achievement
 Personality
Use of Measures in Staffing
7-8
7-9
Measurement: Standardization
• Involves
• Controlling influence of extraneous factors
on scores generated by a measure and
• Ensuring scores obtained reflect the attribute
measured
• Properties of a standardized measure
• Content is identical for all candidates measured
• Administration of measure is identical for all
candidates
• Rules for assigning numbers are clearly specified
and agreed on in advance
7-10
Measurement: Differences in
Objective and Subjective Measures
• Objective measures
• Rules used to assign numbers to attribute
are predetermined, communicated, and
applied through a system
• Subjective measures
• Scoring system is more elusive, often
involving a rater who assigns the numbers
The Role of Measurement
Evaluating Criteria:
 Will situation change
alter the criteria
 Is it realistic and
represent the job
 Does management
accept the criteria
The Role of Measurement
Evaluating Predictors:
 Does the predictor
appear appropriate
 Is the cost less than an
inaccurate decision
 Has it been
standardized
 Can it be administrated
to a group v/s an
individual
7-13
Quality of Measures
• Reliability of measures
• Validity of measures
• Validity generalization
Concept of Reliability
Reliability Defined
The degree of dependability,
consistency, or stability of
scores on measures used in
selection
Concept of Reliability
Factors Influencing The
Reliability of a Assessment
 Method of Estimating
Reliability
 Individual Differences
Among Respondents
 Length of a Measure
• Test Question Difficulty
• Administration of a measure
7-16
Quality of Measures: Reliability
• Definition: Consistency of
measurement of an attribute
• A measure is reliable to the extent it
provides a consistent set of scores to
represent an attribute
• Reliability of measurement is of
concern
• Both within a single time period and
between time periods
• For both objective and subjective measures
7-17
Ex. 7.6: Summary of Types of
Reliability
7-18
Quality of Measures: Reliability
• Measurement error
• Actual score = true score + error
• Deficiency error: Occurs when there is
failure
to measure some aspect of attribute
assessed
• Contamination error: Represents
occurrence of unwanted or
undesirable influence on the measure
and on individuals being measured
7-19
Ex. 7.7 - Sources of Contamination Error
and Suggestions for Control
7-20
Quality of Measures: Reliability
• Procedures to calculate reliability estimates
• Coefficient alpha
• Should be least .80 for a measure to have an acceptable
degree of reliability
• Inter-rater agreement
• Minimum level of inter-rater agreement - 75% or higher
• Test-Retest reliability
• Concerned with stability of measurement
• Level of r should range between r = .50 to r = .90
• Intra-rater agreement
• For short time intervals between measures, a fairly high
relationship is expected - r = .80 or 90%
7-21
Quality of Measures: Reliability
• Implications of reliability
• Standard error of measurement
• Since only one score is obtained from an
applicant, the critical issue is how accurate the
score is as an indicator of an applicant’s true
level of knowledge
• Relationship to validity
• Reliability of a measure places an upper limit on
the possible validity of a measure
• A highly reliable measure is not necessarily valid
• Reliability does not guarantee validity - it only
makes it possible
7-22
Quality of Measures: Validity
• Definition: Degree to which a measure truly
measures the attribute it is intended to
measure
• How well an assessments predicts employee
performance.
• Accuracy of measurement
• Exh. 7.9: Accuracy of Measurement
• Accuracy of prediction
• Exh. 7.10: Accuracy of Prediction
Concept of Validity
Types of Validity Strategies
 Criterion-related Validity
testing the relationship between the predictor and
criterion in relation to job performance
 Content Validity
Validates those job behaviors that are necessary for
successful job performance
 Construct Validity
Test validation method that determines whether a test
measures certain traits or qualities that are important in
performing the job
7-24
Ex. 7.9: Accuracy of
Measurement
7-25
Exh. 7.10: Accuracy of
Prediction
7-26
Exh. 7.10: Accuracy of
Prediction
7-27
Validity of Measures in Staffing
• Importance of validity to staffing process
• Predictors must be accurate representations of
characteristics to be measured
• Predictors must be accurate in predicting job
success
• Validity of predictors explored through
validation studies
• Two types of validation studies
• Criterion-related validation
• Content validation
7-28
Ex. 7.12: Concurrent and Predictive
Validation Designs
7-29
Ex. 7.12: Concurrent and Predictive
Validation Designs
7-30
Content Validation
• Content validation involves
• Demonstrating the questions/problems
(predictor scores) are a representative sample
of the kinds of situations occurring on the job
• Criterion measures are not used
• A judgment is made about the probable
correlation between predictors and criterion
measures
• Used in two situations
• When there are too few people to form a
sample for criterion-related validation
• When criterion measures are not available
• Exh. 7.14: Content Validation
7-31
Validity Generalization
• Degree to which validity can be
extended to other contexts
• Contexts include different situations,
samples of people and time periods
• Situation-specific validity vs. validity
generalization
• Exh. 7.16: The Logic of Validity
Generalization
• Distinction is important because
• Validity generalization allows greater
latitude than situation specificity
• More convenient and less costly not to have
to conduct a separate validation study for
every situation

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Lecture 3 measurement, reliability and validity (

  • 2.  Fundamentals of Measurement  The relationship between Reliability and Selection  The relationship between Validity and Selection  How Validity is applied in utilizing assessments
  • 3. 7-3 Key Concepts • Measurement • The process of assigning numbers to objects to represent quantities of an attribute of the objects • Scores • The amount of the attribute being assessed • Correlation between scores • A statistical measure of the relation between the two sets of scores
  • 4. The Role of Measurement  Assists the selection manager with understanding an applicants attributes  It involves numbers playing an important role  It is essential to the implementation and administration of selection programs
  • 5. 7-5 Importance and Use of Measures • Summary of measurement process • (a) Choose an attribute of interest • (b) Develop operational definition of attribute • (c) Construct a measure of attribute as operationally defined • (d) Use measure to actually gauge attribute • Results of measurement process • Scores become indicators of attribute • Initial attribute and its operational definition are transformed into a numerical expression of attribute
  • 6. The Role of Measurement Criteria  Measurement of an employees success on the job  Dollar of sales or dollars saved in context of money or the targets achieved Predictors  Forms of assessment used to measure criteria  Interviews , Performance Tests, Paper pencil Tests, or Computer Tests.
  • 7. The Role of Measurement Predictors:  Background information  Resumes  Applications  Interviews  Tests:  Aptitude or Ability  Achievement  Personality
  • 8. Use of Measures in Staffing 7-8
  • 9. 7-9 Measurement: Standardization • Involves • Controlling influence of extraneous factors on scores generated by a measure and • Ensuring scores obtained reflect the attribute measured • Properties of a standardized measure • Content is identical for all candidates measured • Administration of measure is identical for all candidates • Rules for assigning numbers are clearly specified and agreed on in advance
  • 10. 7-10 Measurement: Differences in Objective and Subjective Measures • Objective measures • Rules used to assign numbers to attribute are predetermined, communicated, and applied through a system • Subjective measures • Scoring system is more elusive, often involving a rater who assigns the numbers
  • 11. The Role of Measurement Evaluating Criteria:  Will situation change alter the criteria  Is it realistic and represent the job  Does management accept the criteria
  • 12. The Role of Measurement Evaluating Predictors:  Does the predictor appear appropriate  Is the cost less than an inaccurate decision  Has it been standardized  Can it be administrated to a group v/s an individual
  • 13. 7-13 Quality of Measures • Reliability of measures • Validity of measures • Validity generalization
  • 14. Concept of Reliability Reliability Defined The degree of dependability, consistency, or stability of scores on measures used in selection
  • 15. Concept of Reliability Factors Influencing The Reliability of a Assessment  Method of Estimating Reliability  Individual Differences Among Respondents  Length of a Measure • Test Question Difficulty • Administration of a measure
  • 16. 7-16 Quality of Measures: Reliability • Definition: Consistency of measurement of an attribute • A measure is reliable to the extent it provides a consistent set of scores to represent an attribute • Reliability of measurement is of concern • Both within a single time period and between time periods • For both objective and subjective measures
  • 17. 7-17 Ex. 7.6: Summary of Types of Reliability
  • 18. 7-18 Quality of Measures: Reliability • Measurement error • Actual score = true score + error • Deficiency error: Occurs when there is failure to measure some aspect of attribute assessed • Contamination error: Represents occurrence of unwanted or undesirable influence on the measure and on individuals being measured
  • 19. 7-19 Ex. 7.7 - Sources of Contamination Error and Suggestions for Control
  • 20. 7-20 Quality of Measures: Reliability • Procedures to calculate reliability estimates • Coefficient alpha • Should be least .80 for a measure to have an acceptable degree of reliability • Inter-rater agreement • Minimum level of inter-rater agreement - 75% or higher • Test-Retest reliability • Concerned with stability of measurement • Level of r should range between r = .50 to r = .90 • Intra-rater agreement • For short time intervals between measures, a fairly high relationship is expected - r = .80 or 90%
  • 21. 7-21 Quality of Measures: Reliability • Implications of reliability • Standard error of measurement • Since only one score is obtained from an applicant, the critical issue is how accurate the score is as an indicator of an applicant’s true level of knowledge • Relationship to validity • Reliability of a measure places an upper limit on the possible validity of a measure • A highly reliable measure is not necessarily valid • Reliability does not guarantee validity - it only makes it possible
  • 22. 7-22 Quality of Measures: Validity • Definition: Degree to which a measure truly measures the attribute it is intended to measure • How well an assessments predicts employee performance. • Accuracy of measurement • Exh. 7.9: Accuracy of Measurement • Accuracy of prediction • Exh. 7.10: Accuracy of Prediction
  • 23. Concept of Validity Types of Validity Strategies  Criterion-related Validity testing the relationship between the predictor and criterion in relation to job performance  Content Validity Validates those job behaviors that are necessary for successful job performance  Construct Validity Test validation method that determines whether a test measures certain traits or qualities that are important in performing the job
  • 24. 7-24 Ex. 7.9: Accuracy of Measurement
  • 25. 7-25 Exh. 7.10: Accuracy of Prediction
  • 26. 7-26 Exh. 7.10: Accuracy of Prediction
  • 27. 7-27 Validity of Measures in Staffing • Importance of validity to staffing process • Predictors must be accurate representations of characteristics to be measured • Predictors must be accurate in predicting job success • Validity of predictors explored through validation studies • Two types of validation studies • Criterion-related validation • Content validation
  • 28. 7-28 Ex. 7.12: Concurrent and Predictive Validation Designs
  • 29. 7-29 Ex. 7.12: Concurrent and Predictive Validation Designs
  • 30. 7-30 Content Validation • Content validation involves • Demonstrating the questions/problems (predictor scores) are a representative sample of the kinds of situations occurring on the job • Criterion measures are not used • A judgment is made about the probable correlation between predictors and criterion measures • Used in two situations • When there are too few people to form a sample for criterion-related validation • When criterion measures are not available • Exh. 7.14: Content Validation
  • 31. 7-31 Validity Generalization • Degree to which validity can be extended to other contexts • Contexts include different situations, samples of people and time periods • Situation-specific validity vs. validity generalization • Exh. 7.16: The Logic of Validity Generalization • Distinction is important because • Validity generalization allows greater latitude than situation specificity • More convenient and less costly not to have to conduct a separate validation study for every situation