Mid-Term Examsbabbie/Soc201/lectures/Class-16.pdf · Anticipating experiments • Several of the...
Transcript of Mid-Term Examsbabbie/Soc201/lectures/Class-16.pdf · Anticipating experiments • Several of the...
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Mid-Term Exams
• Understanding your grade– The number printed on your answer sheet is the number correct (out of 27).– Quadruple the number correct to learn your grade (out of 100 points)– The mean score was 75.
• 8 people got 100 (I rounded down to 100 for those who went over)• Two had perfect exams
• How will your life turn out?
– What’s possible: 300 + mid-term grade– What’s probable: (2 x mt) + ((2 x wkbk) [max = 200])
•
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Sociology 201:Social Research Design
16. Experiments I
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Preview
• Workbook assignments due: 8.2(40 pts)
• Experiments– Review deductive model– Classical experiment– Internal invalidity
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Review deductive model--"traditional" image of science
• Theory• Hypothesis• Operationalization• Observation: hypothesis-testing
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The logic of the experimental model
• aims to avoid a number of weaknesses in day-to-day explanations
• We’ll begin with a simple example to demonstrate the need for such logic and the procedures that go with it
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Why don't these statements prove that Vitamin C prevents
colds?
Vitamin C No cold?
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“I took Vitamin C and didn't catch a cold.”
Vitamin C No cold?
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“My friend also took Vitamin C and didn't catch a cold.”
Vitamin C No cold?
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“My other friend didn't take Vitamin C and he caught a cold.”
Vitamin C No cold?
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“Seventy percent of those who took Vitamin C didn't catch colds.”
Vitamin C No cold?
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“Last year all of our family caught colds; this year we took Vitamin C and nobody did.”
Vitamin C No cold?
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What would you need for proof?
Vitamin C No cold?
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Anticipating experiments
• Several of the comments so far point to the need for before and after measurements (pre- and post-)
• Some comments reflect on the need for what we call control groups.
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The Classical Experiment
Pre-test Post-testStimulus(DV) (DV)(IV)
Experimental
Control
Group
Group
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Comparisons
Pre-test Post-testStimulus(DV) (DV)(IV)
Experimental
Control
Group
Group
A
B
C
D
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Problems of Internal Invalidity
• Let’s suppose we want to improve prison morale
• We decide we could do it with conjugal visits
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Let’s suppose:
• We measure morale among prisoners: average = 1/10
• We run the program of conjugal visits
• We measure morale again: average = 3/10
• Can we conclude the program improved morale?
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History
• Something may happen in the outside world
• Maybe the prison kitchen gets a new chef
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Maturation
• May get tired, bored, wiser, older, etc.
• Prisoners may get reconciled to being in prison
• They may learn how to play the game better
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Testing
• Hawthorne Effect• Paying attention to
prisoners’ morale may improve it
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Instrumentation
• Pre- and post- measurements may not be comparable
• May use two different questionnaires to measure morale
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Statistical regression
• Naturally drift away from extremes
• Started with 1/10; couldn’t get much worse ?
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Selection biases
• Control not comparable• Maybe asked for volunteers
for the program• The others might not have
wanted their spouses around• Might have offered program
as reward to good prisoners• Or maybe use another (worse)
prison as the control
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Experimental mortality
• People drop out• e.g., The
sexually frustrated prisoners go over the wall
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Causal time-order
• Improving morale might lead to a particular group being chosen for the experiment
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Diffusion or imitation of treatments
• "Contamination”• “Control” warden
might decide it was a good idea and start doing it too
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Compensation
• Feel sorry for controls• “Control” warden
might start having “beer and pizza night”
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Compensatory rivalry
• Controls may work harder
• “Controls” might organize to protest being left out and gain morale through their working together
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Demoralization
• Controls may give up
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Discussion Example:
• Students have trouble with statistics
• Let’s say we think that giving them personal computers will improve their ability to learn statistics
• Suppose we give computers to a class to use
• At the end of the semester we give a test and the students average 90% on it.
• Is this sufficient evidence? Why not?
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Experimental Results
Pre-test Post-testStimulus
20% 90%
ExperimentalGroup
ControlGroup
20% 70%
Are you satisfied the computers made a difference?
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Experimental Design
• Dependent variable [Ability at statistics]– How would we
measure it?
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Experimental Design
• Stimulus or Independent Variable [Personal computers]– Each student given a
personal computer
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Experimental Design
• Experimental and control groups– Pick a random sample
of statistics classes– Randomly assign to
two groups– Experimental classes
will get computers– Control classes won’t
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Experimental Design
• Pre-testing and post-
testing– Use the
standardized examination before and after
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Discuss Internal Invalidity
• Diffusion or imitation • Compensation• Compensatory rivalry• Demoralization• Statistical regression• Causal time-order••
• History• Maturation• Testing• Instrumentation• Experimental mortality• Selection biases•
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Next Time
• Experiments II• Review Chapter 8