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Measuring Variables
 SARISA BORIPET 55810262
 KHANITTA MEEPRADIT 55810250




28/01/13                       1
Outline
    •      An Overview of Measurement
    •      Constructs and Operational Definitions
    •      Validity and Reliability of Measurement
    •      Scales of Measurement
    •      Modalities of Measurement
    •      Other Aspects of Measurement




28/01/13                                             2
An Overview Of Measurement
 • The research process
       – Find an unanswer question
       – Forming a hypothesis
       – Developing a research study
       – Defining and measuring the variables
 • Variables : characteristics or conditions
   that change or have different values for
   different individuals
28/01/13                                        3
Aspects of measurement
• Not a one to one relationship
   – Variable being measured : Measurements
     obtained
• Usually several different options for measuring
  particular variable




28/01/13                                            4
Example

           Measure         Knowledge for each student

               Impossible to look inside each student’ head



                  An                                     An
                 exam                                   essay

                                  A set of
                                 problems



28/01/13                                                        5
The selection of a measurement
                 procedure
• The general process of measurement
• The different measurement options
• The consequences of each option




28/01/13                               6
Constructs And Operational
                  Definitions
• Constructs Definitions
• Operational Definitions




28/01/13                                7
Constructs Definitions
• Hypothetical attributes or mechanisms
  that help explain and predict behavior in a
  theory

           External                  External
                      Constructs
           Stimulus                  behavior




28/01/13                                        8
Operational Definitions
• A procedure for measuring and defining a
  construct




               Definition and Measurement of
                Definition and Measurement of
               the hypothetical construct
                the hypothetical construct
28/01/13                                        9
Example : Operational Definitions

           Intelligence    IQ




               Hunger ?


28/01/13                               10
Using Operational Definitions



                  A research study
                         are
                hypothetical constructs



28/01/13                                   11
Outline
    •      An Overview of Measurement
    •      Constructs and Operational Definitions
    •      Validity and Reliability of Measurement
    •      Scales of Measurement
    •      Modalities of Measurement
    •      Other Aspects of Measurement




28/01/13                                             12
Validity and Reliability of
                 Measurement
• Validity of Measurement
• Definitions of Validity
• Reliability of Measurement
     – Type and Measures of Reliability
• The Relationship Between Reliability
  and Validity



28/01/13                                  13
Validity of Measurement

• Validity : first criterion for evaluation a
  measurement procedure
• Definition
     – The validity of a measurement procedure
       is the degree to which the measurement
       process measures the variable that it
       claims to measure.



28/01/13                                         14
Methods for Assessing the Validity
            of Measurement
•   Face Validity
•   Concurrent Validity
•   Consistency of a Relationship
•   Predictive Validity
•   Construct Validity
•   Convergent and Divergent Validity


28/01/13                                 15
Face Validity

• Definition of Face Validity : Simplest and
  least scientific
• Concerns the superficial appearance

                               IQ
                               Test
           Logic, reasoning, background knowledge, good memory


                             Intelligence

28/01/13                                                     16
Concurrent Validity

• The scores obtained from the new
  measurement technique are directly
  related to the scores obtained from
  another




28/01/13                                17
Consistency of a Relationship

• The validity (and reliability) of measurement
  a can be established by demonstrating the
  consistency of a relationship between two
  different measurements

             Test of IQ
             Test of IQ
              Score from a STANDARDIZE IQ test
                                                 Relationship
              Score from a NEW IQ test

28/01/13                                                   18
Scatter Plots Showing Different Relationships




    Positive Relationship                       Negative Relationship




28/01/13               No Consistent Relationship                   19
Predictive Validity

• Theories predict how difference values
  of a construct affect behavior
• The measurement of a construct
  accurately predict according to the
  theory




28/01/13                               20
Construct Validity

• The demonstrate that measurements of
  a specific variable behave in exactly
  the same way as the past research




28/01/13                              21
Convergent and Divergent Validity

 • Convergent Validity is demonstrated by a
     strong relationship between the scores
     obtains from two difference methods of
     measuring the same construct
 • Divergent Validity is demonstrated by
     using two different methods to measure two
     different constructs. Then there should be
     little or no relationship between the scores


28/01/13                                        22
Validity and Reliability of
                 Measurement
• Validity of Measurement
• Definitions of Validity
• Reliability of Measurement
     – Type and Measures of Reliability
• The Relationship Between Reliability
  and Validity



28/01/13                                  23
Reliability of Measurement

• The second criterion for evaluating the
  quality of a measurement procedure
• Reliability : Repeatedly to measure the
  same individual under the same condition,
  should nearly




28/01/13                                  24
Concept of Reliability

                                     Should
                                    average
                                    to ZERO



   Measured Score = True Score + Error




28/01/13                                      25
Sources of Error

• Observer Error
• Environment Error
• Participant Error
           example Test of intelligence



                                          IQ test




28/01/13                                            26
Type and Measures of Reliability

•   Successive measurement
•   Simultaneous measurement
•   Internal consistency




28/01/13                                      27
Type and Measures of Reliability

 • Successive measurement
            • A researcher may use exactly the same
              measurement procedure for the same group of
              individuals at two different times
            • Called Test - Retest reliability
 • Simultaneous measurement
            • Measurements are obtained by direct observation
              of behaviors, it is common to use two or more
              separate observers who simultaneously record
              measurement
            • Called inter-rater reliability
28/01/13                                                    28
Type and Measures of Reliability

• Successive measurement
• Simultaneous measurement
• Internal consistency
           • General process results : Split-half reliability
             Example :
            1. Use multiple-exams to measure performance in
            an academic course
            2. Splitting the exams in half
            3. Then calculating the degree of consistency
            between the two scores for a group of participants
28/01/13                                                         29
The Relationship Between Reliability
            and Validity
• Both : Criteria for evaluation the quality
  measurement procedure
• Partially related and Partially independent
  – Related : Reliability is a prerequisite for
    validity
  – independent : Not necessary for a
    measure to be valid for to be reliable



28/01/13                                          30
Outline
    •      An Overview of Measurement
    •      Constructs and Operational Definitions
    •      Validity and Reliability of Measurement
    •      Scales of Measurement
    •      Modalities of Measurement
    •      Other Aspects of Measurement



                                           To be Continue
28/01/13                                                    31

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Measuring variables unit 4

  • 1. Measuring Variables SARISA BORIPET 55810262 KHANITTA MEEPRADIT 55810250 28/01/13 1
  • 2. Outline • An Overview of Measurement • Constructs and Operational Definitions • Validity and Reliability of Measurement • Scales of Measurement • Modalities of Measurement • Other Aspects of Measurement 28/01/13 2
  • 3. An Overview Of Measurement • The research process – Find an unanswer question – Forming a hypothesis – Developing a research study – Defining and measuring the variables • Variables : characteristics or conditions that change or have different values for different individuals 28/01/13 3
  • 4. Aspects of measurement • Not a one to one relationship – Variable being measured : Measurements obtained • Usually several different options for measuring particular variable 28/01/13 4
  • 5. Example Measure Knowledge for each student Impossible to look inside each student’ head An An exam essay A set of problems 28/01/13 5
  • 6. The selection of a measurement procedure • The general process of measurement • The different measurement options • The consequences of each option 28/01/13 6
  • 7. Constructs And Operational Definitions • Constructs Definitions • Operational Definitions 28/01/13 7
  • 8. Constructs Definitions • Hypothetical attributes or mechanisms that help explain and predict behavior in a theory External External Constructs Stimulus behavior 28/01/13 8
  • 9. Operational Definitions • A procedure for measuring and defining a construct Definition and Measurement of Definition and Measurement of the hypothetical construct the hypothetical construct 28/01/13 9
  • 10. Example : Operational Definitions Intelligence IQ Hunger ? 28/01/13 10
  • 11. Using Operational Definitions A research study are hypothetical constructs 28/01/13 11
  • 12. Outline • An Overview of Measurement • Constructs and Operational Definitions • Validity and Reliability of Measurement • Scales of Measurement • Modalities of Measurement • Other Aspects of Measurement 28/01/13 12
  • 13. Validity and Reliability of Measurement • Validity of Measurement • Definitions of Validity • Reliability of Measurement – Type and Measures of Reliability • The Relationship Between Reliability and Validity 28/01/13 13
  • 14. Validity of Measurement • Validity : first criterion for evaluation a measurement procedure • Definition – The validity of a measurement procedure is the degree to which the measurement process measures the variable that it claims to measure. 28/01/13 14
  • 15. Methods for Assessing the Validity of Measurement • Face Validity • Concurrent Validity • Consistency of a Relationship • Predictive Validity • Construct Validity • Convergent and Divergent Validity 28/01/13 15
  • 16. Face Validity • Definition of Face Validity : Simplest and least scientific • Concerns the superficial appearance IQ Test Logic, reasoning, background knowledge, good memory Intelligence 28/01/13 16
  • 17. Concurrent Validity • The scores obtained from the new measurement technique are directly related to the scores obtained from another 28/01/13 17
  • 18. Consistency of a Relationship • The validity (and reliability) of measurement a can be established by demonstrating the consistency of a relationship between two different measurements Test of IQ Test of IQ Score from a STANDARDIZE IQ test Relationship Score from a NEW IQ test 28/01/13 18
  • 19. Scatter Plots Showing Different Relationships Positive Relationship Negative Relationship 28/01/13 No Consistent Relationship 19
  • 20. Predictive Validity • Theories predict how difference values of a construct affect behavior • The measurement of a construct accurately predict according to the theory 28/01/13 20
  • 21. Construct Validity • The demonstrate that measurements of a specific variable behave in exactly the same way as the past research 28/01/13 21
  • 22. Convergent and Divergent Validity • Convergent Validity is demonstrated by a strong relationship between the scores obtains from two difference methods of measuring the same construct • Divergent Validity is demonstrated by using two different methods to measure two different constructs. Then there should be little or no relationship between the scores 28/01/13 22
  • 23. Validity and Reliability of Measurement • Validity of Measurement • Definitions of Validity • Reliability of Measurement – Type and Measures of Reliability • The Relationship Between Reliability and Validity 28/01/13 23
  • 24. Reliability of Measurement • The second criterion for evaluating the quality of a measurement procedure • Reliability : Repeatedly to measure the same individual under the same condition, should nearly 28/01/13 24
  • 25. Concept of Reliability Should average to ZERO Measured Score = True Score + Error 28/01/13 25
  • 26. Sources of Error • Observer Error • Environment Error • Participant Error example Test of intelligence IQ test 28/01/13 26
  • 27. Type and Measures of Reliability • Successive measurement • Simultaneous measurement • Internal consistency 28/01/13 27
  • 28. Type and Measures of Reliability • Successive measurement • A researcher may use exactly the same measurement procedure for the same group of individuals at two different times • Called Test - Retest reliability • Simultaneous measurement • Measurements are obtained by direct observation of behaviors, it is common to use two or more separate observers who simultaneously record measurement • Called inter-rater reliability 28/01/13 28
  • 29. Type and Measures of Reliability • Successive measurement • Simultaneous measurement • Internal consistency • General process results : Split-half reliability Example : 1. Use multiple-exams to measure performance in an academic course 2. Splitting the exams in half 3. Then calculating the degree of consistency between the two scores for a group of participants 28/01/13 29
  • 30. The Relationship Between Reliability and Validity • Both : Criteria for evaluation the quality measurement procedure • Partially related and Partially independent – Related : Reliability is a prerequisite for validity – independent : Not necessary for a measure to be valid for to be reliable 28/01/13 30
  • 31. Outline • An Overview of Measurement • Constructs and Operational Definitions • Validity and Reliability of Measurement • Scales of Measurement • Modalities of Measurement • Other Aspects of Measurement To be Continue 28/01/13 31