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EXPERIMENTS AND CAUSALITY

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Title: EXPERIMENTS AND CAUSALITY


1
EXPERIMENTS AND CAUSALITY
2
Examples of causality questions
  • The Mozart Effect
  • Night lights

3
The Mozart Effect
  • People who listen to classical music have a
    higher IQ than people who do not.

4
VARIABLES Independent and Dependent
  • CAUSE
  • Independent variable
  • OUTCOME
  • Dependent variable

CAUSE
OUTCOME
5
VARIABLES 3rd Variables
  • CAUSE
  • OUTCOME
  • 3rd Variable

3rd Variable
CAUSE
OUTCOME
6
3rd Variables?
  • What ELSE might be related to
  • Listening to classical music
  • and
  • Intelligence?

7
Establishing causality
  • Surveys allow you to examine covariation.
  • Statistical techniques control for third
    variables
  • But experiments offer control over timing
  • Manipulate the Independent Variable and observe
    the consequences (the Dependent Variable).
  • Select a group of subjects
  • Do something to them
  • Observe the effects

8
Experimental test
  • Steele KM, Brown JD, Stoecker JA.
  • Failure to confirm the Rauscher and Shaws
    Mozart effect.The Mozart effect is an increase
    in spatial reasoning scores detected immediately
    after listening to the first movement of a Mozart
    piano sonata (Rauscher and Shaw, 1998)
  • This experiment attempted to replicate the
    unpublished study.
  • 206 college students were exposed to one of three
    sequences, pretest-Verbal distractor
    material-Mozart, pretest-Mozart-Verbal distractor
    material, and pretest-Verbal distractor material.
  • An immediate posttest indicated no significant
    difference on solution of paper folding and
    cutting items among the three groups.
  • The results do not support Rauscher and Shaw
    (1998). Our negative results are consistent with
    prior failures in other laboratories to produce a
    Mozart effect.

9
Quinn, G.E., Shin, C.H., Maguire, M.G. and Stone,
R.A. (1999) Myopia and ambient lighting at night.
Nature, 399, 113-114.
  • Researchers at the University of Pennsylvania
    tested the vision of 479 children between the
    ages of 2 and 16 years old. The parents of these
    children were asked the following questions about
    the lighting conditions in the rooms of their
    children when the children were younger than 2
    years old
  • Did your child sleep in darkness?
  • Did your child sleep with a night light on?
  • Did your child sleep with a room light on?
  • RESULTS
  • 10 of the children who slept in darkness were
    nearsighted.
  • 34 of the children who slept with a night light
  • 55 of the children who slept with a room light
    were nearsighted.

10
Replications
  • The study published in 1999 did not ask parents
    if they were nearsighted and therefore, this
    important piece of information was missing.
  • Gwiazda, J., Ong, E., Held, R. and Thorn, F.,
    Myopia and ambient night-light lighting, Nature,
    vol. 404, page 144, 2000.
  • Stone, R.A., Maguire, M.G. and Quinn, G.E.,
    Myopia and ambient night-light lighting, Nature,
    vol. 404, page 144, 2000.
  • Zadnik, K., Jones, L.A., Irvin, B.C., Kleinstein,
    R.N., Manny, R.E., Shin, J.A. and Mutti, D.O.,
    Myopia and ambient night-light lighting, Nature,
    vol. 404, pages 143-144, 2000.

11
CAUSALITY!
  • How do you establish causality?
  • what causes something else to occur?
  • Lazarsfeld provided three criteria
  • 1. Covariation two are related
  • 2. Time order cause before outcome
  • 3. Elimination of likely third variables

12
A classic experiment
  • Independent and Dependent variables
  • Cause and outcome
  • Experimental and Control groups
  • Exposed and non-exposed
  • Pre-testing and Post-testing
  • measure before and after
  • "Blind" to condition
  • placebo effects

13
Duct tape and warts
  • Researchers at Madigan Army Medical Center put
    duct tape to the test against cryotherapy on 51
    patients, ages 3 to 22, who had come to clinics
    to be treated for warts.
  • The patients were randomly assigned to receive
    either cryotherapy or duct tape. Patients in the
    cryotherapy group received a standard 10 second
    application of liquid nitrogen, which was
    repeated every two to three weeks. A small piece
    of duct tape was placed on the patients' warts in
    the other group. The patients were told to keep
    the tape on for six days. At the end of six days,
    they removed the tape, soaked the area in water,
    and then used an emery board or pumice stone to
    rub the dead skin off of the wart.
  • Warts were successfully removed in 85 percent (22
    of 26) of the patients in the duct tape group,
    compared with 60 percent (15 of 25) of the
    patients in the cryotherapy group. The duct tape
    also caused fewer side effects than cryotherapy,
    resulting in little more than skin irritation. In
    comparison, the cryotherapy group reported pain
    and burning at the site.
  • Overall, the researchers found duct tape to be
    more effective, less painful, and less expensive
    than freezing.

14
Test Units
  • Subjects or entities whose response to the
    experimental treatment are measured or observed.

15
Establishing Control
16
Demand Characteristics
  • Guinea pig effect
  • Hawthorne effect

17
Experimental design
  • Basic
  • O- X - O experimental group
  • O - . - O control group

18
Experimental design
  • Solomon 4-group
  • O- X - O experimental group (pretest-posttest)
  • O - . - O control group (pretest-posttest)
  • . X - O posttest-only experimental group
  • . . - O posttest-only experimental group
  • attempts to assess sensitization
  • (from pretesting)

19
Experimental design
  • Factorial designs
  • Multiple variables are examined
  • Number of factors
  • One factor (Price)
  • Two factors (Price and Packaging)
  • Number of levels for each factor
  • e.g., 2 by 2 design
  • or 2 (Price) by 2 (Packaging) design

20
Field versus Laboratory Experiments
21
"Natural" experiments
  • Naturalistic Quasi experiments
  • measure effects of "naturally" occurring events
  • advantages
  • time ordering
  • disadvantages
  • cannot completely eliminate 3rd variables

22
Example Cause-Related Marketing
23
Validity
  • External validity
  • How generalizable are the findings?
  • artificiality of the situation
  • sampling issues
  • Internal validity
  • How confident are you in the relationships?
  • this is the strength of experiments

24
Internal Validity
  • History effect event related
  • Maturation effect change in subject
  • Testing effect pre-test education
  • Instrumentation effect change in wording, etc
  • Selection effect sample selection error
  • Mortality effect subjects withdrawing

25
The End
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