10/30/00

ANALYSIS AND INTERPRETATION

 

  1. Descriptive statistics

Measures of central tendency

Mean

Median

Mode

Measures of variability

Range

Variance

Normal curve

2. Significance level, or "alpha"

By convention, p < .05

Type I error (saying your hypothesis is true when it’s really not)

Type II error (saying your hypothesis isn’t true when it is)

  1. Inferential statistics and when to use them:
  2. QUESTIONS OF COMPARISON:

    chi-square (X2) are two nominal (categorical) variables associated?

    t-test do two groups differ in mean score on a continuous variable?

    analysis of variance (ANOVA) - do three or more groups differ in mean scores on a continuous variable?

    QUESTIONS OF COVARIANCE:

    correlation -- are two continuous variables associated?

    linear regression what are the relative influences of two or more continuous or categorical variables on a continuous dependent variable?

  3. Important issues

Effect size

Statistical versus clinical significance

Power

11/6/00

SAMPLING & STUDIES WITH SMALL SAMPLES

  1. Choosing a sample
  2. Population

    Sample

    External validity (or generalizability)

    Random sampling

    Convenience sampling

    Analogue samples

  3. Case studies
  4. Characteristics of case studies

    Case studies are a valuable tool

    Source of ideas and hypotheses

    Source for developing therapy techniques

    Permit the study of rare phenomena

    Provide counter-examples

    Persuasive and motivational tool

    The case of Freud

    Limitations

    No controls for internal validity

    Subject to clinicians’ biases

    Case may not generalize

    Cannot be replicated

  5. Single case research designs

Impose more control

Begin with baseline assessment: ABAB

 

11/13/00

RESEARCH ETHICS

  1. Historical background
  2. Ethical principles of American Psychological Association
  3. Above all, participants must be protected from psychological and physical harm

    Planning research (6.06)

    Responsibility (6.07)

    Institutional approval (6.09)

    Informed consent (6.11)

  4. Elements of informed consent
  5. Competence

    Knowledge

    Volition

  6. Right to privacy (6.14)
  7. Anonymity

    Confidentiality

  8. Deception in research (6.15)
  9. Responsibility to screen and intervene
  10. Stanford Prison Experiment