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Correlation

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Different types: Pearson, Spearman, point-biserial, phi. Range of ... Larger (farther from zero) test statistic, smaller the p. Magical comparison value: alpha ... – PowerPoint PPT presentation

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Title: Correlation


1
Correlation
2
Review from statistics
  • What is a correlation?
  • Different types Pearson, Spearman,
    point-biserial, phi
  • Range of possible values
  • Information it gives
  • Direction of relationship
  • Strength of relationship
  • Coefficient of determination

3
What if its just due to chance, though?
  • Null hypothesis?
  • Role of p value
  • Larger (farther from zero) test statistic,
    smaller the p
  • Magical comparison value alpha
  • Relationship between alpha and critical test
    statistic

4
The need for more than one participant
  • Why cant a single participant be used?
  • Restricted range issues

5
Correlation as a type of research design
  • Correlation refers to a type of statistic, to
    find out about a particular relationship between
    two variables
  • Also used to refer to a type of research design
  • Frequently used interchangeably with
    non-experimental
  • (for simplicity, though, use to refer to designs
    where could use a correlation to test hypothesis)
  • In contrast to single subject designs we talked
    about no manipulation involved

6
Disadvantages of correlation
  • Mantra Correlation does not equal causation
  • What does it mean?
  • Why does it exist?
  • Third variable problem some non-measured
    variable is responsible for the association
    between two other variables
  • E.g., birth control and toaster ovens in Taiwan
    in the 70s
  • Selection bias similar to third variable
    problem type of person who puts himself or
    herself in a certain situation
  • E.g., incidence of respiratory illness in AZ

7
Applying all this
  • Bring out worksheet you brought in
  • In pairs, complete it, and turn it in
  • You can write on it, or you can re-download the
    worksheet at the computers, type your responses,
    and email it to me.

8
Why use correlation at all, then?
  • Advantages of correlation?
  • Can examine association between things that
    cannot, or should not (think back to ethics!),
    manipulate

9
Putting this into practice
  • As a class, will design and conduct correlational
    study
  • As individuals, will write up the results of that
    study in APA style

10
How to get started?
  • First thing to do figure out a topic
  • Should just be one variable
  • Should be in the form of a question
  • Not a yes/no question
  • Should be very broad
  • Not yet a hypothesis
  • Will then look to previous research to narrow
    down to a hypothesis

11
Types of questions suited to correlation design
  • Whats related to sorts of questions
  • Whats related to marital satisfaction?
  • Whats related to happiness?
  • Whats related to a long life-span?

12
To do now
  • Think of areas that interest you
  • Think back to the areas you examined Thurs, Feb 5
  • Think about the research you found on those areas
  • Do so more searches, for other research, and on
    topics that you may not have thought of
  • Narrow down to one or two general topics you
    might be interested in
  • Big commitment well be using the topic we
    decide on for each of the 3 class research
    projects, and youll be writing two papers on it
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