Statistics and the Logic of
Inquiry
Lecture 2
- Statistics
and theory
- Two
types of theory in political science: normative and
empirical
- Traditionally,
"political theory" was concerned with normative
matters -- "political philosophy"
- 1.Examples
of normative concepts: freedom, order,
equality
- 2.Examples
of normative analysis: conflict between freedom and
order, between freedom and equality
- Statistical
analysis is concerned with empirical theory.
- Quantification
in general forces one to become more rigorous in
making statements
- Rigorous
theoretical thinking requires careful attention to
form and content of statements.
- Two
types of statements
- SINGULAR:
about particular things--Clinton is a
Democrat.
- GENERALIZATIONS:
Republicans are more conservative than
Democrats.
- Two
types of generalizations: Deterministic (E=mc2) and
probabilistic
- Statistical
analysis is concerned with testing the "truth value"
of probabilistic generalizations
- Statistics
is best suited for analysis of similar social
processes rather than unique events.
- Theoretical
assertions about these events must be explicit and
unequivocal -- they must be
FALSIFIABLE.
- Science
advances more readily through error than
confusion.
- Two
types of statistics:
- DESCRIPTIVE
STATISTICS: describe and summarize data
- INFERENTIAL
STATISTICS:
- Generalize
beyond data at hand
- Evaluate
differences between groups
- Estimate
unknown values
- Our
course will be organized to take up descriptive
statistics first, then the more complex inferential
statistics
- Statistical
analysis should be tied closely to theory
construction.
- What is
an empirical theory?
- A
theory is a set of interrelated
propositions
- A
proposition is a statement of relationship
between concepts
- A
concept is a general idea for
grouping phenomena as similar
- Example:
politicoeconomic mini-theory (from Bohrnstedt
and Knocke:Statistics for Social Data
Analysis)
- Propositions
P1:
Economic instability generates disaffection with the
national political regime
P2: Disaffection with the national regime strengthens
the opposition political forces
- Deduction:
P3:
Economic instability increases strength of political
opposition
- Theoretical
terms
- Scope
conditions:
- Units
of analysis:
- individuals,
- spatial
aggregates of individuals,
- organizations
- Testing
a theory
- Remember,
the goal is to render it FALSIFIABLE
- The
abstract concepts in the proposition must be made
concrete
- Done
through operationalization
- The
specified "operations" that must be performed to
measure the concept
- Often
multiple indicators of complex concepts are
desirable, but we will consider only single
indicators here.
- Example
of the politicoeconomic mini-theory:
- Economic
instability --------> high inflation
rates
- disaffection
with national regime ----> negative attitudes
toward the president's economic policies
- strengthens
the opposition's political forces ----> increases
support for party not in the White House
- Adequacy
of operationalizations
- validity
-- or accuracy
- reliability
- Causal
terminology for concepts or variables in a
theory
- Independent
variable -- the causal agent
- Dependent
variable -- the caused variable
- Graph
of the mini-theory
- Propositional
form:
- ECONOMIC
DISAFFECTION WITH STRENGTHENING
- INSTABILITY
--> NATIONAL REGIME -->
OPPOSITION
- Hypothesis:
- HIGH
LOW PRESIDENTIAL VOTE AGAINST
- INFLATION
--> POPULARITY -->
INCUMBENT
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