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Studying Behavior
Variables vs. constants
• Measured variables
– Dependent
– Observed
• Manipulated variables
– Independent
– Controlled
• Four categories of variables
Research Variables
• There are four general categories of
variables.
– Situation variables
– Response variables
– Individual differences in participants variables
– Mediating variables
Mediating Variables
• Inferred psychological processes that are
often used to explain research outcomes.
– These variables are invented by the experimenter
and are related to the theory that produced the
experiment.
• Operational Definitions
– Measured variables must be defined clearly
4
Linear Relationship Graphs
Positive Negative
Association or Causal Claim?
Correlation
Curvilinear Relationship Graph
Non-monotonic No relationship
Nonexperimental Methods
• Causality MUST NOT be inferred from
correlational methods
– Causal direction
– The third-variable problem
• Experimental methods systematically
manipulate and measure variables.
• Causality must consider:
– Temporal order (precedence)
– Covariation between variables (cause and effect)
– Other explanations for the change must be
eliminated
Experimental Methods
Experimental vs Field Studies
• External validity
– Non-experimental field studies are more realistic
but extraneous variables are less controlled
• Ethical and practical concerns limit what
can be manipulated and controlled
Research Validity
• Valid: reasonable, accurate, and
justifiable
–External validity
• Generalizability
–Internal validity
• The extent of the relationship between two variables
–Construct validity
• How well the variables are measured or manipulated
Statistical Validity
VALID? REALITY:
YES
REALITY:
NO
TEST SAYS:
YES CORRECT
FALSE
POSITIVE
(TYPE I ERROR)
TEST SAYS:
NO
FALSE
NEGATIVE
(TYPE II ERROR)
CORRECT
Criteria for causation revisited
Research Methods in Psychology, 2nd Ed
by Beth Morling
Third variable revisited:
Confounding Variable
• Classic case: Violent crime and ice cream
sales
–Consider causal direction
• Violence leads to ice cream purchases
• Ice cream consumption leads to violence
–Missing anything?
Participant Variables
• Random Assignment
Research Methods in Psychology, 2nd Ed
by Beth Morling

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RM wk 3

  • 2. Variables vs. constants • Measured variables – Dependent – Observed • Manipulated variables – Independent – Controlled • Four categories of variables
  • 3. Research Variables • There are four general categories of variables. – Situation variables – Response variables – Individual differences in participants variables – Mediating variables
  • 4. Mediating Variables • Inferred psychological processes that are often used to explain research outcomes. – These variables are invented by the experimenter and are related to the theory that produced the experiment. • Operational Definitions – Measured variables must be defined clearly 4
  • 5. Linear Relationship Graphs Positive Negative Association or Causal Claim? Correlation
  • 7. Nonexperimental Methods • Causality MUST NOT be inferred from correlational methods – Causal direction – The third-variable problem
  • 8. • Experimental methods systematically manipulate and measure variables. • Causality must consider: – Temporal order (precedence) – Covariation between variables (cause and effect) – Other explanations for the change must be eliminated Experimental Methods
  • 9. Experimental vs Field Studies • External validity – Non-experimental field studies are more realistic but extraneous variables are less controlled • Ethical and practical concerns limit what can be manipulated and controlled
  • 10. Research Validity • Valid: reasonable, accurate, and justifiable –External validity • Generalizability –Internal validity • The extent of the relationship between two variables –Construct validity • How well the variables are measured or manipulated
  • 11. Statistical Validity VALID? REALITY: YES REALITY: NO TEST SAYS: YES CORRECT FALSE POSITIVE (TYPE I ERROR) TEST SAYS: NO FALSE NEGATIVE (TYPE II ERROR) CORRECT
  • 12. Criteria for causation revisited Research Methods in Psychology, 2nd Ed by Beth Morling
  • 13. Third variable revisited: Confounding Variable • Classic case: Violent crime and ice cream sales –Consider causal direction • Violence leads to ice cream purchases • Ice cream consumption leads to violence –Missing anything?
  • 14. Participant Variables • Random Assignment Research Methods in Psychology, 2nd Ed by Beth Morling