2. Variation
Remember, we are interested in two
types of varaiation
Systematic and unsystematic (chance)
There are two sources of systematic
variance
◦ Ones due to the IV
◦ Ones due to confounds
3. Types of Error
The Null Hypothesis Is …..
True False
Based on the Test,
We either…
Fail to Reject the
Null
RESEARCH
OBJECTIVE
TYPE II
ERROR
β
Reject the Null
TYPE I
ERROR
α
RESEARCH
OBJECTIVE
4. Threats to Validity
Internal:
◦ History
◦ Maturation
◦ Instrumentation
◦ Selection
◦ Testing effects
Pretest sensitization
◦ Regression toward
the mean
◦ Mortality
10/1/2014 CEDP 596-04 Ryan Sain, Ph.D.
5. More Threats
Reactance
◦ To experiment –
Hawthorne
◦ Expectancy Effect
◦ To testing (sensitized)
Multiple treatment
◦ Cannot control for prior
treatments
10/1/2014 CEDP 596-04 Ryan Sain, Ph.D.
6. Even more threats
Subject –
Experimenter
Effects
◦ Hypothesis guessing
◦ Diffusion of
treatment
◦ Good subject effect
◦ Evaluation
apprehension
◦ Obedience
Demand
Characteristics
◦ Acting out the role of
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7. Control
Controlling for
confounds
◦ Constancy of
conditions
THOUSANDS of
designs
Experimental
Quasi-experimental
Varying levels of
internal validity
Do what you can
10/1/2014 CEDP 596-04 Ryan Sain, Ph.D.
8. Controlling for threats
Random
assignment
Pilot studies
◦ Quasi-control
subjects
Blinding
Distracter
items
Standardizin
g
10/1/2014 CEDP 596-04 Ryan Sain, Ph.D.