Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l...

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Types of Reliability Types of Reliability

Transcript of Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l...

Page 1: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Types of ReliabilityTypes of Reliability

Page 2: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Reliability of Consistency of What?Reliability of Consistency of What?

ObserversObservers or raters or raters Tests over Tests over timetime Different Different versionsversions of the same test of the same test A test at A test at one point one point in timein time

Page 3: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Inter-Rater or Inter-Observer ReliabilityInter-Rater or Inter-Observer Reliability

Object orObject orphenomenonphenomenon

Page 4: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Inter-Rater or Inter-Observer ReliabilityInter-Rater or Inter-Observer Reliability

Observer 1Observer 1Observer 1Observer 1

Object orObject orphenomenonphenomenon

Page 5: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Inter-Rater or Inter-Observer ReliabilityInter-Rater or Inter-Observer Reliability

Observer 1Observer 1Observer 1Observer 1 Observer 2Observer 2Observer 2Observer 2

Object orObject orphenomenonphenomenon

Page 6: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Inter-Rater or Inter-Observer ReliabilityInter-Rater or Inter-Observer Reliability

Observer 1Observer 1Observer 1Observer 1 Observer 2Observer 2Observer 2Observer 2

Object orObject orphenomenonphenomenon

==??

Page 7: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Inter-Rater or Inter-Observer ReliabilityInter-Rater or Inter-Observer Reliability

Are different observers Are different observers consistentconsistent?? Can establish this outside of your study Can establish this outside of your study

in a in a pilot studypilot study.. Can look at Can look at percent of agreement percent of agreement

(especially with category ratings).(especially with category ratings). Can use Can use correlation correlation (with continuous (with continuous

ratings).ratings).

Page 8: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Test-Retest ReliabilityTest-Retest Reliability

Time 1Time 1 Time 2Time 2

Page 9: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Test-Retest ReliabilityTest-Retest Reliability

TestTest TestTest

Time 1Time 1 Time 2Time 2

==

Page 10: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Test-Retest ReliabilityTest-Retest Reliability

TestTest TestTest

Time 1Time 1 Time 2Time 2

==

Stability over timeStability over time

Page 11: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Test-Retest ReliabilityTest-Retest Reliability

Measure instrument at Measure instrument at two times two times for for multiple persons.multiple persons.

Compute Compute correlationcorrelation between the two between the two measures.measures.

Assumes there is Assumes there is no change no change in the in the underlying trait between time 1 and time underlying trait between time 1 and time 2.2.

Page 12: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Parallel-Forms ReliabilityParallel-Forms Reliability

Time 1Time 1 Time 2Time 2

Page 13: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Parallel-Forms ReliabilityParallel-Forms Reliability

Form BForm B

Time 1Time 1 Time 2Time 2

Form AForm A

==

Page 14: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Parallel-Forms ReliabilityParallel-Forms Reliability

Form BForm B

Time 1Time 1 Time 2Time 2

Stability across formsStability across formsForm AForm A

==

Page 15: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Parallel-Forms ReliabilityParallel-Forms Reliability

Administer both forms to the Administer both forms to the samesame people.people.

Get Get correlationcorrelation between the two forms. between the two forms. Usually done in Usually done in educational contexts educational contexts

where you need alternative forms where you need alternative forms because of the frequency of retesting because of the frequency of retesting and where you can sample from lots of and where you can sample from lots of equivalent questions.equivalent questions.

Page 16: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Internal Consistency ReliabilityInternal Consistency Reliability

Average inter-item correlationAverage inter-item correlationAverage inter-item correlationAverage inter-item correlation

Page 17: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Internal Consistency ReliabilityInternal Consistency Reliability

TestTest

Average Inter-Item CorrelationAverage Inter-Item CorrelationAverage Inter-Item CorrelationAverage Inter-Item Correlation

Page 18: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Internal Consistency ReliabilityInternal Consistency Reliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

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Average Inter-Item correlationAverage Inter-Item correlationAverage Inter-Item correlationAverage Inter-Item correlation

Page 19: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Internal Consistency ReliabilityInternal Consistency Reliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

1.001.00.89.89 1.00 1.00.91.91 .92.92 1.00 1.00.88.88 .93.93 .95.95 1.00 1.00.84.84 .86.86 .92.92 .85.85 1.00 1.00.88.88 .91.91 .95.95 .87.87 .85.85 1.00 1.00

II11 II22 II33 II44 II55 II66

II11

II22

II33

II44

II55

II66

Average inter-item correlationAverage inter-item correlationAverage inter-item correlationAverage inter-item correlation

Page 20: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Internal Consistency ReliabilityInternal Consistency Reliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

1.001.00.89.89 1.00 1.00.91.91 .92.92 1.00 1.00.88.88 .93.93 .95.95 1.00 1.00.84.84 .86.86 .92.92 .85.85 1.00 1.00.88.88 .91.91 .95.95 .87.87 .85.85 1.00 1.00

II11 II22 II33 II44 II55 II66

II11

II22

II33

II44

II55

II66

Average inter-item correlationAverage inter-item correlationAverage inter-item correlationAverage inter-item correlation

.90.90

Page 21: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Average item-Average item-totaltotal correlationcorrelationAverage item-Average item-totaltotal correlationcorrelation

Internal Consistency Internal Consistency ReliabilityReliability

Page 22: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

TestTest

Average item-Average item-totaltotal correlationcorrelationAverage item-Average item-totaltotal correlationcorrelation

Internal Consistency Internal Consistency ReliabilityReliability

Page 23: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Average item-Average item-totaltotal correlationcorrelationAverage item-Average item-totaltotal correlationcorrelation

Internal Consistency Internal Consistency ReliabilityReliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 24: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

1.001.00.89.89 1.00 1.00.91.91 .92.92 1.00 1.00.88.88 .93.93 .95.95 1.00 1.00.84.84 .86.86 .92.92 .85.85 1.00 1.00.88.88 .91.91 .95.95 .87.87 .85.85 1.00 1.00.84.84 .88.88 .86.86 .87.87 .83.83 .82.82 1.001.00

II11 II22 II33 II44 II55 II66

II11

II22

II33

II44

II55

II66

TotalTotal

Average item-Average item-totaltotal correlationcorrelationAverage item-Average item-totaltotal correlationcorrelation

Internal Consistency Internal Consistency ReliabilityReliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 25: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

1.001.00.89.89 1.00 1.00.91.91 .92.92 1.00 1.00.88.88 .93.93 .95.95 1.00 1.00.84.84 .86.86 .92.92 .85.85 1.00 1.00.88.88 .91.91 .95.95 .87.87 .85.85 1.00 1.00.84.84 .88.88 .86.86 .87.87 .83.83 .82.82 1.001.00

II11 II22 II33 II44 II55 II66

II11

II22

II33

II44

II55

II66

TotalTotal

Average item-Average item-totaltotal correlationcorrelationAverage item-Average item-totaltotal correlationcorrelation

.85.85

Internal Consistency Internal Consistency ReliabilityReliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 26: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Split-half correlationsSplit-half correlationsSplit-half correlationsSplit-half correlations

Internal Consistency Internal Consistency ReliabilityReliability

Page 27: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

TestTest

Split-half correlationsSplit-half correlationsSplit-half correlationsSplit-half correlations

Internal Consistency Internal Consistency ReliabilityReliability

Page 28: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Split-half correlationsSplit-half correlationsSplit-half correlationsSplit-half correlations

Internal Consistency Internal Consistency ReliabilityReliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 29: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Split-half correlationsSplit-half correlationsSplit-half correlationsSplit-half correlations

Item 1Item 1 Item 3Item 3 Item 4Item 4

Internal Consistency Internal Consistency ReliabilityReliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 30: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Split-half correlationsSplit-half correlationsSplit-half correlationsSplit-half correlations

Item 2Item 2 Item 5Item 5 Item 6Item 6

Internal Consistency Internal Consistency ReliabilityReliability

Item 1Item 1 Item 3Item 3 Item 4Item 4

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 31: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Split-half correlationsSplit-half correlationsSplit-half correlationsSplit-half correlations

.87.87

Internal Consistency Internal Consistency ReliabilityReliability

Item 2Item 2 Item 5Item 5 Item 6Item 6

Item 1Item 1 Item 3Item 3 Item 4Item 4

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 32: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Cronbach’s alpha (Cronbach’s alpha ())Cronbach’s alpha (Cronbach’s alpha ())

Internal Consistency Internal Consistency ReliabilityReliability

Page 33: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

TestTest

Cronbach’s alpha (Cronbach’s alpha ())Cronbach’s alpha (Cronbach’s alpha ())

Internal Consistency Internal Consistency ReliabilityReliability

Page 34: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Cronbach’s alpha (Cronbach’s alpha ())Cronbach’s alpha (Cronbach’s alpha ())

Internal Consistency Internal Consistency ReliabilityReliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 35: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Cronbach’s alpha (Cronbach’s alpha ())Cronbach’s alpha (Cronbach’s alpha ())

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

Internal Consistency Internal Consistency ReliabilityReliability

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 36: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

SHSH11 .87.87

SHSH22 .85.85

SHSH33 .91.91

SHSH44 .83.83

SHSH55 .86.86

......SHSHnn .85.85

Internal Consistency Internal Consistency ReliabilityReliability

Cronbach’s alpha (Cronbach’s alpha ())Cronbach’s alpha (Cronbach’s alpha ())

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 37: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

SHSH11 .87.87

SHSH22 .85.85

SHSH33 .91.91

SHSH44 .83.83

SHSH55 .86.86

......SHSHnn .85.85

= .85= .85 = .85= .85

Internal Consistency Internal Consistency ReliabilityReliability

Cronbach’s alpha (Cronbach’s alpha ())Cronbach’s alpha (Cronbach’s alpha ())

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 38: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

SHSH11 .87.87

SHSH22 .85.85

SHSH33 .91.91

SHSH44 .83.83

SHSH55 .86.86

......SHSHnn .85.85

= .85= .85 = .85= .85

Like the average Like the average of all possible of all possible

split-half split-half correlationscorrelations

Like the average Like the average of all possible of all possible

split-half split-half correlationscorrelations

Internal Consistency Internal Consistency ReliabilityReliability

Cronbach’s alpha (Cronbach’s alpha ())Cronbach’s alpha (Cronbach’s alpha ())

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

.87.87

item 1item 1 item 3item 3 item 4item 4

item 2item 2 item 5item 5 item 6item 6

TestTest

Item 1

Item 2

Item 3

Item 4

Item 5

Item 6

Page 39: Types of Reliability. Reliability of Consistency of What? l Observers or raters l Tests over time l Different versions of the same test l A test at one.

Internal Consistency Reliability - SummaryInternal Consistency Reliability - Summary

Average inter-item correlationAverage inter-item correlation Average item-total correlationAverage item-total correlation Split-half reliabilitySplit-half reliability Cronbach’s alpha (Cronbach’s alpha ())