Le 16Ratio Scales Interval Scale Characteristics Absolute Zero... Number of Scale PointsA little bad Neither good nor bad A little good Somewhat good How good a song is ABC?... Rater Err
Trang 1Session 3 – Part 1
Measurement
S c h o o l o f B u s i n e s s
I N T E R N AT I O N A L U N I V E R S I T Y - V I E T N A M N AT I O N A L U N I V E R S I T Y H C M C
Trang 2•Common properties being measured :
• Psychological / Life style
• Attitude / belief / value / preferences
• Intention: purchase, not purchase, etc.
• Motive: need, want, motivation, etc.
Measurement and Scale
Trang 3•Measuring = assigning numbers to properties/ attributes of objects/ events according to given rules.
•Numbers = symbols to represent the property in the empirical system
•The nature of the relationship existing in the empirical system determines types of numerical manipulations
Generals
Trang 4Tri D Le 4
Researcher’s “two worlds”
Learning motivation
Learning performance
Exam grade Understand contents Knowledge acquired
Eager to attend class
Trang 5ep
t
Con str u
ct
Var iabl e
Ope rat
ona
l
Def nit on
Review of Terms
Trang 6Tri D Le 6
Measurement
Select measurable phenomena
Develop a set of mapping rules
Apply the mapping rule
to each phenomenon
Trang 7Characteristics of Measurement
Trang 8Tri D Le 8
Types of Scales
Ordinal
Interval Nominal
Rato
Trang 9Levels of Measurement
Ordinal
interval
Trang 13Order
Trang 15Order
Trang 16Tri D Le 16
Ratio Scales
Interval Scale Characteristics
Absolute Zero
Trang 17Examples of Data Scales
Trang 18Tri D Le 18
Summary of scales
Trang 19Sources of Error
Respondent
Instrument Measurer
Situaton
Trang 20•Systematic error occurs in all observations; caused by method bias (tools) or social desirability responses (respondents)
•Random error occurs randomly in a number of observations.
Se = Systematic error Re = Random error
Measurement errors
Om = Ts + Se + Re
Trang 21Validity: The extent to which the measure avoids both systematic and random errors.
Validity: “truthfulness”
Are we measuring what we intend to measure ?
Reliability: The extent to which the measurement avoids random error.
Reliability: consistency, stability, accuracy
Validity and Reliability
Trang 22Tri D Le 22
Understanding Validity and Reliability
Trang 23Evaluating Measurement Tools
Criteria
Validity
Trang 24Tri D Le 24
Validity Determinants
Content
Construct Criterion
Trang 25Summary of Validity Estimates
Trang 27Summary of Reliability Estimates
Trang 28Tri D Le 28
Practicality
Trang 29Session 3 – Part 2
Measurement and Scales
S c h o o l o f B u s i n e s s
I N T E R N AT I O N A L U N I V E R S I T Y - V I E T N A M N AT I O N A L U N I V E R S I T Y H C M C
Trang 30The Scaling
Process
Trang 31Nature of Attitudes
Cognitve I think oatmeal is healthier
than corn flakes for breakfast.
Affectve
Behavioral
I hate corn flakes.
I intend to eat more oatmeal
for breakfast.
Trang 32Tri D Le 32
Number of Dimensions
Unidimensional
Mult-dimensional
Trang 33How good a song is ABC?
Trang 34Neither good nor bad Good
Very good
No opinion Don’t know
How good a song is ABC?
Trang 35Number of Scale Points
A little bad Neither good nor bad
A little good Somewhat good
How good a song is ABC?
Trang 3636
Trang 37Rater Errors
Error of central tendency
Error of leniency
• Adjust strength of descriptive adjectives
• Space intermediate descriptive phrases farther apart
• Provide smaller differences in meaning between terms near the ends of the scale
• Use more scale points
Trang 39Simple Category Scale
I plan to purchase a MindWriter laptop in the next 12 months.
Yes
Trang 40Tri D Le 40
Multiple-Choice, Single-Response Scale
What newspaper do you read most often for financial news?
East City Gazette
West City Tribune
Regional newspaper
National newspaper
Other (specify: _)
Trang 41Multiple-Choice, Multiple-Response Scale
Check any of the sources you
consulted when designing your new
Trang 43Semantic Differential
Trang 44Tri D Le 44
Adapting SD Scales
Trang 45Graphic of SD
Analysis
Trang 46Tri D Le 46
Numerical Scale
Trang 47Multiple Rating List Scales
“Please indicate how important or unimportant each service characteristic is:”
Service at my location 7 6 5 4 3 2 1 Maintenance by manufacturer 7 6 5 4 3 2 1
Notification of upgrades 7 6 5 4 3 2 1 Service contract after warranty 7 6 5 4 3 2 1
Trang 48Tri D Le 48
Constant-Sum Scales
Trang 49Graphic Rating Scales
Trang 51Paired-Comparison Scale
Trang 52Tri D Le 52
Forced Ranking Scale
Trang 53Comparative Scale
Trang 54Session 3 – Part 3
Questionnaires and Instruments
S c h o o l o f B u s i n e s s
I N T E R N AT I O N A L U N I V E R S I T Y - V I E T N A M N AT I O N A L U N I V E R S I T Y H C M C
Trang 55Overall Flowchart for Instrument Design
Trang 56Tri D Le 56
Flowchart for Instrument Design Phase 1
Trang 57Strategic Concerns in Instrument Design
What type of scale is needed?
What communicaton approach will be used?
Should the questons be structured?
Trang 58Tri D Le 58
Technology Affects Questionnaire Development
Write questionnaires more
quickly
Create visually driven
instruments
Eliminate manual data entry
Save time in data analysis
Trang 59Disguising Study Objectives
Situations where disguise is unnecessary
Situations where disguise is unnecessary
Willingly shared, Conscious-level information
Reluctantly shared,
Conscious-level
information
Trang 60Tri D Le 60
Flowchart for Instrument Design Phase 2
Trang 61Question Content
Should this question be asked?
Is the question of proper scope and coverage?
Can the participant adequately answer this question as asked?
Will the participant willingly
Trang 62Tri D Le 62
Question Wording
Criteria
Shared vocabulary
Single meaning
Misleading assumptions
Adequate
alternatives
Personalized
Biased
Trang 63Summary of Scale Types
Trang 64Tri D Le 64
Summary of Scale Types
Trang 65Summary of Scale Types
Trang 66Tri D Le 66
Summary of Scale Types
Trang 67Internet Survey Scale Options
Trang 68Tri D Le 68
Internet Survey Scale Options
Trang 69Internet Survey Scale Options
Trang 70Tri D Le 70
Flowchart for Instrument Design: Phase 3
Trang 71Guidelines for Question Sequencing
Interesting topics early
Simple topics early
Sensitive questions later
Classification questions later
Transition between topics
Trang 72Tri D Le 72
Illustrating the Funnel Approach
How do you think this country is getting along in its relations with other
countries?
How do you think we are doing in our relations with Iran?
Do you think we ought to be dealing with Iran differently than we are now? (If yes) What should we be doing differently?
Some people say we should get tougher with Iran and others think we are too tough as it is; how do you feel about it?
Trang 73PicProfile: Branching Question
Trang 74Thanks you for your attention!