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Research Design & Internal Validity
Non-experimental research methods
97
Psychology
Undergraduate 3
02/25/2012

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Term
What is the difference between an experimental design and a non-experimental design?
Definition
Experimental- random assignment
NE- No random assignment
Term
What are the goals of science?
Definition
1. Describe
2. Predict
3. Explain
Term
What are generation 1st questions?
Definition
-finding out if variables are related
-description of the world (how much etc.)
-Newtonian style
Term
What are generation 2nd questions?
Definition
-boundary conditions of first generation questions
-under what circumstances are variables related
-moderating variables
Term
What are generation 3rd questions?
Definition
-processes that underlie relationships between variables
-mediation: mechanisms which produce relationships
Term
Interesting research is:
Definition
-counterintuitive
-practical implications
-confirms some but not all beliefs
-good writing
-titles are long and have a colon
Term
What are the 3 conditions needed to measure causality?
Definition
1. X must precede Y temporally
2. X must be reliably correlated with Y
3. the relationship between X and Y must not be explained by other causes
Term
What is the gold standard for inferring causality?
Definition
random assignment (it rules out most alternative explanations)
Term
Explain the counter-factual model:
Definition
in the case of random assignment,
the effect of the manipulation is simply the difference in Y between the treatment and control condition The change in Y can stem from no other cause than that of the manipulation ...hence, causality
Term
What are the 6 ways of controlling for extraneous variables? (from best to worst)
Definition
1. direct manipulation
2. random assignment
3. eliminate/include extraneous variables
4. statistical control
5. rational argument
6. analyze reliable scores
Term
What is statistical control?
Definition
a method of controlling for extraneous variables- extraneous variables are measured, but not explicitly represented as variables- the influence is removed statistically ahead of time
Term
What is rational argument?
Definition
a method of controlling for extraneous variables- arguments as to why other explanations are not plausible
Term
What is 'analyzing reliable scores'?
Definition
a method of controlling for extraneous variables- Scores need to be precise/consistent. Effects are due to content of measures not random or systematic error.
Term
By not using random assignment- it is difficult to establish _______ and infer ______?
Definition
internal validity and causality
Term
Describe random assignment:
Definition
Minimizes differences between groups by equally distributing characteristics across groups. Equates groups on all variables (those measured and not measured) before study.
Term
Describe direct manipulation:
Definition
a method of controlling for extraneous variables- being in control of the when and how “the cause” occurs
Term
what is a threat to internal validity?
Definition
Something that jeopardized the conclusion that X causes Y
Term
what is 'History'
Definition
a threat to internal validity: Specific event that take place concurrently with treatment. Could be anything (e.g., weather change, big event in news, local initiative, etc)
Term
what is the term for a specific event that take place concurrently with treatment. Could be anything (e.g., weather change, big event in news, local initiative, etc)
Definition
History (a threat to internal validity)
Term
what is 'Maturation'
Definition
a threat to internal validity: Naturally occurring changes are
confounded in the treatment. People change over time. Get older, more mature, hungrier, make more money, etc
Term
what is the term for "Naturally occurring changes that confound the treatment. People change over time. Get older, more mature, hungrier, make more money, etc"
Definition
Maturation (a threat to internal validity)
Term
what is 'Testing'
Definition
a threat to internal validity: Relative for longitudinal or lagged
designs where participants are tested more than
once. Practice or reactivity. Simple measuring
something may change outcome (i.e.,
information provided, introspection occurs)
Term
what is the term for "Relative for longitudinal or lagged designs where participants are tested more than once. Practice or reactivity."
Definition
a threat to internal validity: Testing
Term
what is Instrumentation?
Definition
a threat to internal validity: Meaning and interpretation of scores change over time. Particularly pertinent for observers or coders (e.g., get tired, change their standards, etc.)
Term
what is the term for "Meaning and interpretation of scores change over time. "
Definition
a threat to internal validity: Instrumentation
Term
what is Attrition (or mortality)
Definition
a threat to internal validity: Loss of cases from
study. Problem when it is systematic (e.g.,
certain people are more or less likely to drop
out than others).
Term
what is the term for "Loss of cases from
study."
Definition
a threat to internal validity: Attrition (or mortality)
Term
what is "Regression"
Definition
a threat to internal validity: Statistical regression to the mean.
Tendency for extreme cases to be less extreme on subsequent measures. Problematic when selecting participants based on extreme
scores.
Term
what is "the tendency for extreme cases to be less extreme on subsequent measures."
Definition
a threat to internal validity: Regression
Term
what is Ambiguous temporal precedence
Definition
a threat to internal validity: Lack of
understanding about what variable occurred first (which is the cause and which is the effect). Measuring variables at same time (e.g., job satisfaction and performance).
Term
what is "Lack of understanding about what variable occurred first (which is the cause and which is the effect)"
Definition
a threat to internal validity: Ambiguous temporal precedence
Term
what is Selection
Definition
a threat to internal validity: Respondents in conditions differ at
the outset.
Term
what is the term for when Respondents in conditions differ at the outset.
Definition
Selection
Term
what is Treatment diffusion or imitation
Definition
a threat to internal validity: Control
cases learn about treatment or try to imitate experiences of treated cases.
Term
what is the term for when "Control
cases learn about treatment or try to imitate experiences of treated cases."
Definition
Treatment diffusion or imitation
Term
what is Compensatory rivalry
Definition
a threat to internal validity: Control cases learn about treatment and become competitive with treated cases.
Term
what is the term for when "Control cases learn about treatment and become competitive with treated cases."
Definition
Compensatory rivalry
Term
what is Compensatory equalization of treatment
Definition
a threat to internal validity: when Cases in one condition demand to be assigned
to the other condition or be compensated.
Term
what is the term for when Cases in one condition demand to be assigned
to the other condition or be compensated.
Definition
Compensatory equalization of treatment
Term
what is Resentful demoralization
Definition
a threat to internal validity: Control cases learn about treatment become resentful and stop trying or withdraw from study.
Term
what is the term for when Control cases learn about treatment become resentful and stop trying or withdraw from study.
Definition
Resentful demoralization
Term
what are Novelty and disruption effects (Hawthorne effect)
Definition
a threat to internal validity: Cases respond well to a novel treatment or poorly to one that interrupts
their routines.
Term
what is the term for when Cases respond well to a novel treatment or poorly to one that interrupts their routines. (e.g. being observed at work)
Definition
Novelty and disruption effects (Hawthorne effect)
Term
what is Selection-maturation
Definition
a threat to internal validity: Different rates of change (or growth) between groups
Term
what is the term for Different rates of change (or growth) between groups
Definition
Selection-maturation
Term
what is Selection-attrition
Definition
a threat to internal validity: Rate of missing data is higher in one group than another.
Term
what is the term for when "Rate of missing data is higher in one group than another."
Definition
Selection-attrition
Term
what is Selection-regression
Definition
a threat to internal validity: There are different rates of regression to the mean across groups. Example, only treatment group is selected based on extreme scores.
Term
what is the term for when There are different rates of regression to the mean across groups. Example, only treatment group is selected based on extreme scores.
Definition
Selection-regression
Term
define External Validity
Definition
inferences about whether the results of a study will hold over variations in participants, treatments, settings, and outcomes (measures).
Term
what are Quasi-experimental designs?
Definition
when participants are assigned to groups by a method other than random assignment.
Term
What are the two types of Quasi-experimental designs?
Definition
–Non-equivalent-group design
–Regression-discontinuity designs
Term
what is a Non-equivalent-group design
Definition
a quasi-experimental design where
Treatment and control groups are already formed.
• Existing groups
• Experimenter has no control
• Groups should be as similar as possible.
• Research randomly chooses what group
receives the treatment.
Term
what is a Regression-discontinuity design
Definition
a quasi-experimental design where Participants are assigned to conditions based on a cut-off score on an assignment variable (can be any variable that is measured before treatment)
Term
what is a quasi-experimental design where Participants are assigned to conditions based on a cut-off score on an assignment variable (can be any variable that is measured before treatment)
Definition
a Regression-discontinuity design
Term
what is a a quasi-experimental design whereTreatment and control groups are already formed.
Definition
a Non-equivalent-group design
Term
what does O1 refer to?
Definition
One time observation.
Term
what does
O1 X O2
refer to?
Definition
One group pretest-posttest design.
Term
what does
O1 O2 X O3 O4
refer to?
Definition
One group pretest-posttest design.
Term
what does
O1 O2 X O3 O4 X O5 O6
refer to?
Definition
Repeated-treatment design (Introduce and remove treatment within the same participants over time.)
Term
what is a weakness of a Posttest-only design?
Definition
the weakness is there is no pretest
–Makes it susceptible to all forms of selection threats.
Term
what threats is this design susceptible to?

NR O1 X O2
Definition
susceptible to internal validity threats:
– Selection-regression
– Selection-maturation
• Multiple group threats apply as well.
Term
what kind of design is this? (and what are the benefits?)

NR O1 O2 X O3
Definition
Double-Pretest design
Allows researchers to asses some threats
before treatment occurs.
–Selection – maturation
Term
for Non-equivalent-group designs what are the benefits of Switching of Treatments Design
Definition
• Eliminates many threats to internal validity.
• Added benefit is that it allows researchers to test if effects of treatment are maintained.
• Ethical advantage of giving everyone the treatment.
Term
How are Regression-Discontinuity Designs analyzed?
Definition
using multiple regression
Term
what are Diary Studies?
Definition
correlational designs
• multiple measures within
people.
• Test effects at different level of analysis.
• Use multilevel regression techniques.
Term
what are inferences about whether
the results of a study will hold over variations in participants, treatments, settings, and outcomes (measures).
Definition
External Validity
Term
What are the two types of external validity?
Definition
population validity and ecological validity
Term
what is Population validity
Definition
can you generalize from your sample to the population or to another defined population?
Term
what is ecological validity
Definition
concerns whether the combination of manipulation, settings, or outcomes approximate those in real life situation under investigation.
Term
how is external validity established
Definition
We can establish external validity through replication (empirical approach)
–probability sampling techniques.
Term
what is Simple random sampling
Definition
A Probability Sampling Technique.
Researchers try and select participants at random from the population.
–All observations have equal opportunity to be selected.
Term
what is Stratified sampling
Definition
A Probability Sampling Technique.
Population is divided into homogeneous, mutually exclusive groups (strata; e.g., neighbourhoods).
–observations are randomly selected from within each stratum.
Term
what is Cluster sampling
Definition
A Probability Sampling Technique.
Population is divided into clusters
(groups) and entire clusters are randomly selected.
–Simple random sampling with “clusters.”
Term
what is Accidental sampling (AKA called ad hoc, convenience, or locally available samples)
Definition
A Non-Probability Sampling Technique.
Cases are selected because they are available.
–Very practical approach.
–Samples are not representative (i.e., there is some systematic difference between those in the study and those not in the study).
Term
what is Purposive sampling
Definition
A Non-Probability Sampling Technique.
Researcher intentionally selects cases from defined groups (e.g., sick/not sick, managers, employed people, single parents).
–groups are typically linked to hypotheses in a meaningful way.
–Non-equivalent design
–Regression discontinuity design
Term
what are Threats to external validity?
Definition
any characteristic of a sample, treatment, setting, or measure that leads the results to be specific to a particular study and not generalizable
Term
What is Treatment - unit interaction
Definition
A Threat to External Validity.
An effect only holds for certain types people (e.g., men vs. women)
Term
What is the term for when An effect only holds for certain types people (e.g., men vs. women)
Definition
Treatment - unit interaction
Term
What is Treatment - setting interaction
Definition
A Threat to External Validity.
An effect only holds in certain settings (e.g., treatment is more effective in certain contexts than it is in others)
Term
What is the term for when An effect only holds in certain settings (e.g., treatment is more effective in certain contexts than it is in others)
Definition
Treatment - setting interaction
Term
What is Treatment - outcome interaction
Definition
A Threat to External Validity.
An effect holds for some types of outcome variables but not others (e.g., works on self-report but not observation).
Term
What is the term for when An effect holds for some types of outcome variables but not others (e.g., works on self-report but not observation).
Definition
Treatment - outcome interaction
Term
What is Treatment - treatment interaction
Definition
A Threat to External Validity.
An effect does not hold over variations in treatment or an effect depends on exposure to previous treatments.
Term
What is the term for when An effect
does not hold over variations in treatment or an effect depends on exposure to previous treatments.
Definition
Treatment - treatment interaction
Term
What is Multiple treatment interference
Definition
A Threat to External Validity. An effect of a single independent variable does not hold when multiple variables are included.
Term
What is the term for when An effect of
a single independent variable does not hold when multiple variables are included.
Definition
Multiple treatment interference
Term
what is Respect for persons?
Definition
an ethical core principle.
Autonomy (voluntary participation)
vulnerability (using as means to end)
free and informed consent
Term
What are the three ethical core principles?
Definition
-Concern for Welfare
-Respect for Persons
-Justice
Term
what is Justice?
Definition
an ethical core principle.
-balance of power
-vulnerable populations
-participants as collaborators
Term
what is concern for welfare?
Definition
an ethical core principle?
-individual well-being
-Impact of research on all–even those not directly involved
-relative risks and potential benefits
-harms should be minimized
-benefits should be maximized
-privacy (control of information)
Term
Which kind of research requires an ethics review?
Definition
-research involving living human participants
-Research involving human biological materials
Term
What kind of risk are
◦Administration of a substance
◦Bodily contact
Definition
physical risks
Term
What kind of risk are
◦Embarrassment
upset
demeaned
Definition
psychological risks
Term
What kind of risk are
loss of status
loss of reputation
loss of privacy
Definition
social risks
Term
What is minimal risk
Definition
the probability and magnitude of possible harms implied by participation in the research is no greater than those encountered by participants in those aspects of their everyday life that relate to the research.
Term
When is research ethics board approval required?
Definition
if identifying information is involved
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