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Page 1: A Little History - phlesig.files.wordpress.com · 3 © 2007 Pedagogue Solutions. All Rights Reserved. The Art and Science of Training © 2007 Pedagogue Solutions. All Rights Reserved

1

Best Practices in Test Development and

Validation

© 2007 Pedagogue Solutions. The ideas expressed in this presentation are the sole property of Pedagogue Solutions and may not be disseminated without its

express written permission.

© 2007 Pedagogue Solutions. All Rights Reserved.

A Little History

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Testing Circa 1991

Testing is a nice to have, not a need to haveTesting is not part of our corporate culture

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Fifteen Years Ago

Tests were largely paper and pencil (if testing was done at all)Tests were not taken seriously by trainers (poorly written, poorly referenced, and perfunctory)Tests were not taken seriously by learners or management (no consequences)Tests were written by anyoneTests were an afterthought to the training curriculum Test data was not captured and analyzed

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The Art and Science of Training

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Today

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The Art and Science of Training

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Corporate Assessment

The eLearning Guild’s 2005 report on Metrics and Measurementprovides the following data on how frequently each of the Kirkpatrick levels is actually used by organizations:

Never Rarely Sometimes Frequently Always

Level 1 0% 1% 11% 25% 63%

Level 2 1% 7% 20% 38% 34%

Level 3 15% 25% 31% 23% 6%

Level 4 31% 36% 19% 10% 4%

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Do you certify your representatives on their job required knowledge?

Yes No

I think s

o

59%

0%5%

36%

1. Yes2. No3. I think so4. I don’t know

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Do you have positive or negative consequences related to test results?

1. Yes2. No3. I think so4. I don’t know

Yes No

I think s

o

73%

9%5%14%

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Today

Tests are largely delivered on-line (though a surprising number of companies still use paper-and-pencil tests)Tests are not taken seriously by trainers (poorly written, poorly referenced, and perfunctory)Tests are not taken seriously by learners or management Tests are written by anyoneTests are an afterthought to the training curriculum Test data is not captured and analyzed

© 2007 Pedagogue Solutions. All Rights Reserved.

The Need for an Assessment Strategy

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Why Do We Measure?

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The Science of Training: Why Do We Evaluate?

To ensure competency

To improve the quality of the training

To justify training costs

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Governance and administrationLegal issuesMake expectations explicit and publicDetermine methods of testingEstablish assessment frequencyAssessment securityJob competency analysisDefine termsCreate fair, valid and reliable assessmentsDetermine cut (passing) scoresRemediation and consequencesRecertificationProgram evaluation/Item analysis

Elements of an Assessment Strategy

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Governance and administrationLegal issuesMake expectations explicit and publicDetermine methods of testingEstablish assessment frequencyAssessment securityJob competency analysisDefine termsCreate fair, valid and reliable assessmentsDetermine cut (passing) scoresRemediation and consequencesRecertificationProgram evaluation/Item analysis

Elements of an Assessment Strategy

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Common TermsCommon Terms

AssessmentQuizTestExamEvaluationPretestPost-testFormative Assessment

• Summative Assessment• Diagnostic Assessment• Rubric• Performance Assessment• Self-assessment• High Stakes Assessment• Certification

© 2007 Pedagogue Solutions. All Rights Reserved.

Common TermsCommon Terms

AssessmentQuizTestExamEvaluationPretestPost-testFormative Assessment

• Summative Assessment• Diagnostic Assessment• Rubric• Performance Assessment• Self-assessment• High Stakes Assessment• Certification

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Passing Scores Must be “Defensible”

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and…

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Knowledge must be re-certified periodically

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Creating Fair, Valid and Reliable Assessments

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Validity and Reliability

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What is Validity?

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Validity

Construct ValidityFace ValidityPredictive ValidityContent Validity

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Construct Validity

Are you measuring what you think you are measuring?

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Face Validity

Will your exam appear fair to the test takers?

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Predictive Validity

A quantitative measure of how well a test predicts some form of measurable behavior.

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Reliability

Consistency over timeConsistency across forms Consistency among itemsConsistency among evaluators

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A Model for Defensible Training and Measurement

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The Science of Training

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Developing Valid Content

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Content Development

Learning Objectives

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Learning Objectives

The learning objectives drive the creation of the contentEach objective should be conciseEach objective should be “testable”Assessment questions test the learning objectives

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Bloom’s Taxonomy

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Bloom’s Taxonomy

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Examples of testing for:

Knowledge– Choose the best definition for the term arthritis.

Comprehension– Which of the following is an example of

thrombosis?

Application– You are in conversation with a physician about the

safety data for your drug. Identify the criticalsupporting data points from the pivotal trial results.

© 2007 Pedagogue Solutions. All Rights Reserved.

Question Distribution

150 (100%)26 (~20%)62 (~40%)62 (~40%)Totals

30

(20%)

61113Selling Skills

30

(20%)

61014Managed Care

30

(20%)

51510Market

30

(20%)

51411Disease State

30

(20%)

41214Anatomy/Physiology

Application(Level 3)

Comprehension(Level 2)

Knowledge(Level 1)

# of items(percent)

Objective/ Content Area

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The Science of Training: Measurement

.

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Developing Valid Measurements

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Knowledge-based Assessments:Four Keys to Developing Valid Questions

Questions must be properly constructed

Questions must be content-validated by placement within a structure of learning objectives

Questions must be written at the proper cognitive level by categorization within Bloom’s Taxonomy

Thorough post-hoc statistical evaluation must be performed

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Question Development

Some Rules for Writing Valid Questions

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Question 1

Cardiac tissue, composed of atrial muscle,ventricular muscle and specialized excitatory and conductive muscle fibers with variable contractile properties, can be correctly described as:

A. a collection of intercalated discsB. a syncytium of many cells *C. a gap junction structureD. a conductive filament bundle

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Rule 1: One piece of information per question

Which of the following describes the structural nature of cardiac muscle cells?

A. a collection of intercalated discsB. a syncytium of many cells *C. a gap junction structureD. a conductive filament bundle

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Question 2

What is the probable cause of myelosuppression in patients withCML therapy?

A. The product is toxic to most progenitor cells, which is why the drug is effective.

B. The product removes cells with the Lewes mutation, which make up an increasing fraction of progenitor cells as the disease advances. *

C. The product promotes apoptosis of rapidly dividing cells, which includes progenitor cells, erythrocytes, leukocytes, andthrombocytes.

D. The product inhibits cell division in neutrophils, which is a desired effect.

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Rule 2: All information should appear in the stem

What is the probable cause of myelosuppression in patients withCML therapy?

A. The product is toxic to most progenitor cells.B. The product removes cells with the Lewes mutation. *C. The product promotes apoptosis of rapidly dividing cells.D. The product inhibits cell division in neutrophils.

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Question 3

Sympathetic nervous stimulation of the heart results in:

A. decreased ejection volumeB. decreased contractile forceC. increased heart rate *D. the Frank-Starling mechanism

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Rule 3: Choices should be parallel in format

Sympathetic nervous stimulation of the heart results in:

A. decreased ejection volumeB. decreased contractile forceC. increased heart rate *D. increased reserve volume

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Question 5

Which of the following waves, complexes and intervals can appear on an electrocardiogram:

A. PB. QRSC. QTD. All of the above *

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Rule 5: Avoid “All of the above”

Which of the following waves, complexes and intervals DOES NOT appear on an electrocardiogram:

A. PB. QRSC. QTD. U*

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Question 6

The cardiac cycle’s period of ejection is phase:

A. IVB. IIC. ID. III *

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Rule 6: Arrange choices in logical order

The cardiac cycle’s period of ejection is phase:

A. IB. IIC. III *D. IV

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Question 7

The function of the atrioventricular valves is to:

A. prevent backflow of blood from the ventricles to the atria during systole *

B. regulate pressureC. ensure atrial fillingD. ensure atrial ejection

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Rule 7: Correct choice and distractors should be of the same length

Atrioventricular valves are unlike the pulmonary valves in that they:

A. are exposed to more abrasionB. snap shut rapidly at the end of systoleC. close by papillary muscle contractionD. are subjected to much lower pressures *

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Question 8

Which effects are correlated with a complete cytogenetic response (CCR)?

A. Increased risk of adverse eventsB. Increased survival *C. Increased risk of treatment resistanceD. Decreased probability of comorbidities

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Rule 8: All choices should be in syntactic and semantic agreement with the stem

Which of the following is correlated with a completecytogenetic response (CCR)?

A. Increased risk of adverse eventsB. Increased survival *C. Increased risk of treatment resistanceD. Decreased probability of comorbidities

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Question 9

What member of the mental health team is the key prescriber of psychotropic medication?

A. Psychiatric nurseB. Psychiatrist *C. Occupational therapistD. Receptionist

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Rule 9: All choices must be plausible

What member of the mental health team is the key prescriber of psychotropic medication?

A. Psychiatric nurseB. Psychiatrist *C. Occupational therapistD. Primary care physician

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Summary: Rules for Creating Multiple Choice Questions

One piece of information per questionAll information should appear in stemAll choices should be parallel in formDo not use double negativesAvoid “all of the above”Arrange responses in logical orderCorrect choice and distractors should be of the same lengthAll choices should be in syntactic and semantic agreement with the stemAll choices must be plausible

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Summary: Elements of Test Validity

Identify each course objective and determine if it is criticalto the job

Determine that all questions properly test their respective learning objectives.

Make sure all questions follow the rules of valid question writing

Agree that the assessment can determine a learner who has mastered the content

Make sure you have a proper balance of Knowledge, Comprehension and Application questions

Document your decisions

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Setting a Passing Score

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Who sets your passing test score?

1. I do2. Upper management3. Training management4. Therapeutic area5. I haven’t a clue who sets it

50%

I do

Upper man

agem

ent

Training M

anag

emen

t

Therapeu

tic ar

ea

28%

0%

17%

6%

I hav

en’t a

clue w

ho sets

it

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Setting Cut Scores: The Three Most Common Methods

The Higher Authority Method:– “Our Vice President said it should be 90”

The Committee Method:– “90 seems about right”

The Received Wisdom Method:– “I don’t know how or when it got set, but it’s always

been 90”

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How you set the passing score depends on the type of test you

are giving

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Types of Tests

Broadly speaking there are two types of tests:

• Norm-referenced tests• Criterion-referenced (or mastery) tests

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Norm-referenced Tests

A norm-referenced test is one in which all scores are compared to a mean score

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Criterion-referenced Tests

A criterion-referenced test is one in which scores are judged against a pre-set “mastery” level

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What is your passing test score?

1. <80%2. 80%3. 85%4. 90%5. >90%6. Varies from test to test

< 80%

80% 85

%90

%

0%

47%

0%0%

26%26%

> 90%

Varies

from te

st to te

st

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Angoff Method

Identify judges who are familiar with the competency covered by the test.For each item on the test each judge estimates the probability that a minimally competent person would get it right.Sum the probabilities of each judgeAverage the judges’ scores

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Angoff Method: Example

Item

1

2

3

4

5

Total

Percent

Judge 1

.75

.80

.75

.90

.95

4.15

83%

Judge 2

.80

.90

.75

.90

.75

4.10

82%

Judge 3

.85

1.00

.90

.80

.85

4.40

88%

Averaging the totals for each Judge Cut Score= 84%

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Remediationand Consequences

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Do you have a formal system of remediation for students who fail a test?

Yes No

Unsure

33%

11%

56%1. Yes2. No3. Unsure

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Remediation

Must have a well-thought out remediation plan

Should involve:– Trainer(s)– Manager(s)

Provide multiple, but fixed number of, attempts to display mastery

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Consequences

There must be consistent and increasing consequences for failure

At each “failure” you may involve higher levels of corporate management

Usually the final step is to involve HR

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Recertification

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Do You Retest Knowledge Periodically?

1. Yes2. No3. I think so4. I don’t know

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Ebbinghaus Curve of Forgetting

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Ebbinghaus Curve of Forgetting

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Re-certification

Re-certification applies to credentials that have a time limit.

It usually involves re-training and re-assessment.

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Analyzing Results

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Analyzing Results

Point-biserial correlationDifficulty levelChoice distributionMean score for each answer choiceScore by taxonomy levelScore by learning objective/topic

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In Summary

Take the time to construct a good assessment

Take the time to validate your assessments

Take the time to set the passing score

Find reviewers and test the assessments

Set the right expectations for the learners

Analyze results and revise assessments as necessary

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Questions?

Steven B. Just Ed.D.Pedagogue [email protected] x12