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Title: Elaborating bivariate relationships interpreting data and drawing conclusions Author: Information School Last modified by: Information School – PowerPoint PPT presentation

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Title: Today


1
Todays Plan
  • 430pm530pm elaborating bivariate relationships
  • 530pm--630 SPSS(TE lab)
  • 630pm700pm dinner break
  • 700810pm interpreting data and drawing
    conclusions

2
Elaborating relationships
  • Why does the relationship exist?
  • What is the nature of the relationship?
  • How general is the relationship?
  • Elaboration model
  • interpretation method
  • the Columbia School
  • Lazarsfeld method

3
Elaboration paradigm
  • Aim
  • to provide a logical/statistical
  • technique that would allow
  • researchers to elaborate on the
  • nature of observed relationships

4
The Elaboration Model
  • Change in Original
  • Relationship After
    Test Factor
  • Additional Variable
    Antecedent Intervening
  • Introduced
    ---------------- ------------------
  • ------------------------------
  • Same relationship
    Replication
  • Weaker or no relationship Explanation
    Interpretation
  • Split, one subset the same
    Specification
  • or greater, the other is less
  • or none

5
How to choose a test factor?
  • We choose a test factor that we have reason to
    believe is related to both the independent and
    dependent variables.

6
How do we add a test factor?
  • Mechanically, we accomplish this by first
    dividing our sample into subsets on the basis of
    the values of the test variable. The relationship
    between the original two variables is then
    recomputed for each of the subsets. The table
    produced in this manner is called the partial
    table. The relationships found in the partial
    table are called partial relationships.

7
Replication
  • Replication occurs whenever the partial
    relationships are essentially the same as the
    original relationship.

8
Replication
Epsilon 12 percentage points
Do you approve or disapprove of the proposition
that men and women should be treated equally in
all regards
9
Replication
Epsilon 12 percentage points
Epsilon 12 percentage points
10
Specification
  • Sometimes the elaboration model produces partial
    relationship that differ significantly from each
    other. For example, one partial relationship is
    the same as or stronger than the original
    two-variable relationship and the second partial
    relationship is less than the original and may be
    reduced to zero.

11
Specification (Glock)
Social Class and Church Involvement
Church involvement provides an alternative form
of gratification for people denied gratification
in secular society
People of lower social class have fewer
opportunities to gain self esteem from secular
society
12
Specification
Social Class and Holding Office in Organisations
Social class is strongly related to the
likelihood that a woman has every held an office
in a secular organization
13
Specification
Church Involvement by Social Class and Holding
Secular Office
Mean church involvement for
Rough indicator of gratification in secular
society
14
Explanation
  • Explanation is the term that used to describe a
    spurious relationship. The relationship
    disappears when the test factor is included. The
    test factor must be antecedent to both variables.

15
Explanation - spurious relationships
  • spurious - not a genuine relationship
  • test variable must be antecedent

Strength of peace movement
Likelihood of war
Strength of peace movement
International tensions
Likelihood of war
16
Spurious relationship
Number of fire trucks
Size of the fire
Damage done
  • compare the initial bivariate relationship with
    the conditional relationship
  • no relationship in the conditional table - we
    have explained the original relationship
  • completely and partly spurious relationships

17
Interpretation - Intervening variable (Stoufler)
Education and Acceptance of Being Drafted
Education
Friends Deferred
Attitudes
18
Intervening variable
Relating education to acceptance of being drafted
through the factor of having friends deferred
19
Interpretation
  • Interpretation is similar to explanation, except
    for the time placement of the test variable. The
    test variable is antecedent to only the dependent
    variable.

20
Drawing conclusion (Bouma)
  • What did you ask?
  • What did you find?
  • What do you conclude?
  • To whom do your conclusions apply?

21
Reporting your research
  • the objectives or hypotheses
  • the major concept(s) and conceptual definition(s)
  • the major variables and operational definitions
  • the measurement instrument, for example the
    self-administered questionnaire or content
    analysis sheets

22
Reporting your research
  • a description of the research design, for example
    a quantitative case study, an experiment.
  • a definition of the population (group of
    interest) and a short discussion of the sampling
    methods you would use in a larger scale study.
    The method for selecting participants for the
    pilot study

23
Reporting your research
  • a description of the data collection methods
  • the presentation of the results
  • a discussion and interpretation of the results,
    i.e. what they mean to you, and any limitations
    or concerns, for example ethical, validity,
    reliability.
  • Conclusions
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