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Measuring Human Performance
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Introduction n Kirkpatrick (1994) provides a very usable model for measurement across the four levels; Reaction, Learning, Behavior, and Results. These categories are discrete and can be measured. The goal of this presentation is to bring to light many of the topics, concerns, and issues that must be understood before carrying out the business of testing, measuring, or evaluating the success of training in the work force today.
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What is a test? What is testing? n The instrument used to collect data n A process of collecting quantifiable information about the degree to which a competence or ability is present in the test taker. (Anderson, BC)
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Reasons for Testing n Prerequisite tests n Entry test n Diagnostic test n Post test n Equivalency test
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Norm Reference Vs Criterion Reference
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Norm Referenced Testing n Test items separate test-takers one from another n Normal distribution curve
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Criterion Referenced Testing n Test items based on specific objectives n Mastery Curve / Skewed from Normal Distribution
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SKA n Skill n Knowledge n Attitude
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Domains of Learning n Cognitive n Affective n Psychomotor
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Bloom’s Taxonomy for Cognitive Levels n Knowledge n Comprehension n Application n Analysis n Synthesis n Evaluation
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Krathwohl’s Taxonomy for Affective Levels n Receiving n Responding n Valuing n Organization n Characterization by a value or value complex
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Simpson’s Taxonomy for Psychomotor Levels n Perception n Set n Guided Response n Mechanism n Complex Overt Response n Adaptation n Origination
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Test Items Related to Bloom’s Taxonomy n Multiple Choice – Most flexible across the Taxonomy spectrum, especially first three levels n Advantages: – Guessing probability low – Diagnostic capabilities – East to grade – Statistical Analysis
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Multiple Choice cont….. n Disadvantages – Difficult to write – Provides keys for recall – doesn’t do well for high level cognition evaluation
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True and False n Could be used at all levels but…. n Advantages – easy to write – easy to score – can to item analysis
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T/F cont…. n Disadvantages – 50/50 guess factor – often used when M/C seems too hard to write n Reliability is so poor…..Very little evaluation value. n So why do teachers often include T/F?
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Matching n Best suited for Application level….not recommended for any by me. n Advantages – Easy to write – East to Grade – Statistical Analysis
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Matching cont… n Disadvantage: – Requires the two lower learning level – Process of elimination diminishes probability – low reliability n Why would a teacher use Matching?
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Fill in the Blank n Best suited for the lower levels n Advantage – Recall is essential, few clues n Disadvantage – Single word or phrase – grading beyond single word or phase is in trouble – enters the realm of subjective grading..poor reliability
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Short Answer n Can get to the high order thinking n Advantages – Easy to write – produces original responses n Disadvantages – Basically same as fill in….reliability
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Essay n The best for higher order n Advantage – high order – creative ability – writing ability
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Essay cont… n Disadvantage – Tough to grade – forget stats n You’ll see this often in Master’s and Ph.d. classes
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Validity n Does the test measure what it is suppose to measure. n How close to the bull’s eye did it hit.
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Reliability n How consistent is the test n Is there a tight pattern of hits
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Types of Validity n Concurrent Validity n Content Validity n Criterion Related Validity n Predictive Validity n Construct Validity
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Types of Reliability n Test-Retest Reliability n Inner-Rater Reliability
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What is the real score of a test? n An error factor must be considered n test score + error factor
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Ten Evaluation Instruments for Technical Training n Interviews n Questionnaires n Group Discussion n Critical Incident n Work Diaries
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Instruments cont... n Performance Records n Simulation Role-Play n Observation n Written Test n Performance Test
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Designing Tests n Questions you must ask yourself – Who is the test designed for? – What do you want to know? – How many Questions will be required? – How will it be administered? – How will it be scored?
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3 Methods of Test Construction n Topic Based n Statistical Based n Objective Based
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Topical Based Test n Selection done by chapter n Selection done by topic n Selection done by the importance of the topic
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Limitations of Topic System n Procedure lacks precision n Doesn’t identify test takers n Not designed on learners level n Doesn’t specify competencies
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Statistical Selection n Items statistically selected n Standardized n Norm Referenced
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Limitations of Statistical n What is measured not specific n Lacks precision of CRT n Difficult to select items
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Objectives Based Test n Based on defined competencies n Applies to criterion referenced tests and scores
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Testing and Kirpatrick’s Four Levels n The more downward, from the performance of the company to the performance of the individuals, the more difficult to obtain. n The more downward...the more usable the information
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Four Levels n REACTION n LEARNING n BEHAVIOR n RESULTS
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Reaction n Checking individuals reaction often means, measuring “Customer Satisfaction” n Happy rating sheets n observations n other n How can you quantify the responses?
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Learning n Measurable behavior changes in the three “SKA” Dimensions
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Behavior n Behavior change due to training program. n Surveys n Interviews n Other
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Results n Measurable by looking at changes in: n production n quality n Safety n Sales n other
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