lecture slides stats1.13.l01.air
DESCRIPTION
Lecture slides stats1.13.l01.airTRANSCRIPT
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Statistics One
Lecture 1 Experimental Research
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Three Segments
• Example 1: Polio Vaccine • Example 2: Memory Training • The concept of random
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Lecture 1 ~ Segment 1
Example 1: Polio Vaccine
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Polio Vaccine
• In the first half of the 20th century there were approximately 20,000 cases of polio per year in the USA
• In 1952, there were 58,000 cases
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Polio Vaccine
• In 1952, the first effective polio vaccine was developed by Dr. Jonas Salk – How do we know that it was effective?
• Experimental research! • Randomized Controlled Experiments
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Polio Vaccine
• Sample – Initial
• 4,000 children from Virginia – Final
• 1.8 million children from 44 states
• Population – All children in the USA
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Polio Vaccine
• Independent variable – Treatment
• Vaccine • Placebo
• Dependent variable – Polio diagnosis (measure of an individual child) – Rate of polio (measure of a group of children)
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Polio Vaccine
• Double-blind experiment – Experimenter did not know if the treatment was
vaccine or placebo – Child (and parents) did not know if the
treatment was vaccine or placebo
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Polio Vaccine
• Results – Rate (per 100,000)
• Treatment: 28 • Control: 71
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Polio Vaccine
• By 1994 polio had been completely eradicated from all the Americas
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Segment Summary
• The major benefit of randomized experiments is they allow for strong claims about causality – Why stuff happens!
• Predict stuff • Prevent bad stuff • Promote good stuff
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Segment Summary
• Strong causal claims require: – True independent variables – Random and representative samples – No confounds (impossible, but we try our best)
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END SEGMENT
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Lecture 1 ~ Segment 2
Example 2: Memory Training
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Memory Training
• Is it possible for adults to enhance their intelligence by training their working memory? – Promote good stuff!
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Memory Training
• Sample – College students
• Population – Healthy adults
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Memory Training
• Independent variable – Training
• Memory training • No training
• Dependent variable – Gain in score on an intelligence test
• IQ gain
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Memory Training
• Procedure – Treatment group engaged in memory training
for a half hour every day for weeks • See next slide
– IQ • All subjects completed a test of intelligence before
and after training
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Memory Training
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Memory Training
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Memory Training
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Memory Training
• Does it really work? – Potential confounds?
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Segment Summary
• The major benefit of randomized experiments is they allow for strong claims about causality – Why stuff happens!
• Predict stuff • Prevent bad stuff • Promote good stuff
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Segment Summary
• Strong causal claims require: – True independent variables – Random and representative samples – No confounds (impossible, but we try our best)
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END SEGMENT
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Lecture 1 ~ Segment 3
The concept of random
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Random
• Experimental research requires: – Random selection – Random assignment
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Random
• Random selection – Individuals included in a sample should be
randomly selected from the population
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Illustration
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Random
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Not random
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Random
• Random assignment – Individuals are randomly assigned to conditions
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Random assignment Group 1 Group 2
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Segment Summary
• Experimental research requires: – Random selection – Random assignment
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END SEGMENT
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END LECTURE 1
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