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Variable
Hypothesis
Difference
Relationship
BY M.SULEMAN TARIQ
 A variable is defined as a characteristic of the
participants or situation for a given study that
has different values in that study
Morgan et. al (2004)
 Base of Research => Variable
 Gender: Study 1: Variable Study 2: Constant
 Types of Hypothesis
◦ Differential Hypothesis
◦ Associational Hypothesis
 Dependant Variable
 Independent Variable
 Mediating Variable
 Moderating Variable
A B
A B
C
A B
C
 Operationalization is the process of defining
a concept so that it becomes measurable
variable
Steps of Operationalization
8
 Does the instrument measure things
consistently?
 Ways to establish reliability
◦ Test-retest
◦ Internal consistency for multiple measures for the
same construct
 Cronbach’s alpha (Overall  .70)
 .7 = Good
 .8 = Very good, strong
 .9 = or greater -> Excellent
Validity = does the
test measure what
its meant to
measure?
 Categorical Variable
◦ Nominal Variable
◦ Ordinal Variable
 Scale Variable
Gender
 Conveys order
 Directly Measureable
◦ GPA, Age, Height, Weight, Temperature, Salary, Job
Experience
 Instrument Development
 Complete Data Collection
 Coding
 Check and Correct Errors
 Define Variable Name
 Labeling
 Define Different Values
 Set Missing Value (if any)
 Data Entry
 Apply Test-Estimate the Model/Variables
Statistics
The heights (at the shoulders) are: 600mm, 470mm, 170mm, 430mm and 300mm.
 Correlation is Positive when the values increase together, and
 Correlation is Negative when one value decreases as the other
increases

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