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Welcome to
[ ]Dr. Myrza Rahmanita, SE, M.Sc
Measurement
http://cdn.playbuzz.com/cdn/e5b9cf49-7e92-4125-848f-5cd70e025ad2/f0e4f890-6b17-416f-8359-f0d867cbc360.jpg
MEASUREMENT
FIRST LET’S WE SEE ABOUT
The Learning Objectives
 The distinction between measuring objects,
properties, and indicants of properties.
 The similarities and differences between the four
scale types used in measurement and when
each is used.
 The four major sources of measurement error.
 The criteria for evaluating good measurement.
http://cdn2.cloudpro.co.uk/sites/cloudprod7/files/pointing.jpg
MEASUREMENT
11-5
Select
measurable phenomena
Develop a set of
mapping rules
Apply the mapping rule
to each phenomenon
As Shown in the diagram below …
CHARACTERISTIC
of Measurement
11-7
As Shown in the explanation below …
LEVEL
of Measurement
11-9
Ordinal
Interval
Ratio
Nominal
Classification
As Shown in the diagram below …
TYPES
of Scales
11-11
Ordinal
Interval
Nominal
Ratio
As Shown in the diagram below …
NOMINAL
Scales
11-13
MUTUALLY EXCLUSIVE AND,
COLLECTIVELY EXHAUSTIVE CATEGORIES,
EXHIBITS ONLY CLASSIFICATION
http://media1.fdncms.com/sfexaminer/imager/cleveland-cavaliers-lebron-james-dunks-during-the-first-half-of-an-nba-bas/u/original/2322426/lebron.dunk_.021513.jpg
LEVEL
of Measurement
11-15
Ordinal
interval
Ratio
Nominal
Classification
Order
Classification
As Shown in the diagram below …
ORDINAL
Scales
• Characteristics of nominal scale
•Order
•Implies greater than or less than
11-17
As Shown in the explanation below …
LEVEL
of Measurement
11-19
Ordinal
interval
Ratio
Nominal
Classification
Order
Classification
Order
Classification Distance
As Shown in the diagram below …
ORDINAL
Scales
• Characteristics of nominal and ordinal
scales
• Equality of interval.
• Equal distance between numbers
11-21
http://shop.humle.se/shop/11011/art11/h1120/22231120-origpic-38db06.png
LEVEL
of Measurement
11-23
Ordinal
interval
Ratio
Nominal
Classification
Order
Classification
Order
Classification Distance
Natural Origin
Order
Classification Distance
As Shown in the diagram below …
RATIO
Scales
Ratio Scales
11-25
Characteristics of nominal, ordinal, interval scales
Absolute zero
FROM INVESTIGATE
to Measurement Question
11-27
As Shown in the diagram below …
SOURCES
of Error
11-29
Respondent
InstrumentMeasurer
Situation
As Shown in the diagram below …
EVALUATING MEASUREMENT
Tools
11-31
Criteria
Validity
Practicality Reliability
As Shown in the diagram below …
VALIDITY
Determinants
11-33
Content
ConstructCriterion
As Shown in the diagram below …
INCREASING
Content Validity
Increasing Content Validity
11-35
Content
Literature
Search
Expert
Interviews
Group
Interviews
Question
Database
Etc.
As Shown in the diagram below …
VALIDITY
Determinants
11-37
Content
Construct
As Shown in the diagram below …
INCREASING
Construct Validity
11-39
New measure of trust
Known measure of trust
Empathy
Credibility
As Shown in the diagram below …
VALIDITY
Determinants
11-41
Content
ConstructCriterion
As Shown in the diagram below …
JUDGING CRITERION
Validity
11-43
Relevance
Freedom from bias
Reliability
Availability
Criterion
As Shown in the diagram below …
UNDERSTANDING
Validity and Reliability
11-45
As Shown in the diagram below …
RELIABILITY
Estimates
11-47
Stability
Internal
Consistency
Equivalence
As Shown in the diagram below …
PRACTICALLY
11-49
Economy InterpretabilityConvenience
As Shown in the diagram below …
11-50
http://www.memrise.com/s3_proxy/?f=uploads/mems/3432650000130607200152.jpeg
Last is Key Terms
Remembering the Words beside …
• Internal validity
• Interval scale
• Mapping rules
• Measurement
• Nominal scale
• Objects
• Ordinal scale
• Practicality
• Properties
11-51
http://www.memrise.com/s3_proxy/?f=uploads/mems/3432650000130607200152.jpeg
Last is Key Terms
Remembering the Words beside …
• Ratio scale
• Reliability
Equivalence
Internal consistency
Stability
• Validity
Construct
Contents
Criterion-related

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