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Demand Characteristics
Participants alter responses to guess study purpose.
Single-blind Design
Participants unaware of group assignment.
Double-blind Design
Neither participants nor experimenters know group assignments.
Placebo Effect
Improvement due to belief in treatment's efficacy.
Nocebo Effect
Negative outcomes from belief in harmful treatment.
Placebo Control Trial
Study comparing placebo group to active treatment.
Internal Validity Threats
Factors that can compromise study conclusions.
Design Confound
An uncontrolled variable influences results.
Observer Bias
Researcher's expectations affect data collection.
Pre-test/Post-test
Measurements taken before and after treatment.
Maturation
Changes in participants over time affect results.
Attrition
Loss of participants affects study outcomes.
Testing Effects
Participants' performance changes due to repeated testing.
Instrumentation
Changes in measurement tools affect data consistency.
Selection Effects
Differences in groups affect study results.
Order Effects
Participant responses influenced by sequence of conditions.
Null Effects
No significant difference found between groups.
Effect Size
Magnitude of difference between groups.
Ceiling Effect
Scores cluster at high end, limiting measurement.
Floor Effect
Scores cluster at low end, limiting measurement.
Manipulation Checks
Tests to confirm effectiveness of experimental manipulation.
Statistical Power
Likelihood of detecting true effect when present.
Measurement Error
Inaccuracies in data collection affecting results.
Individual Differences
Variability among participants affecting study outcomes.
Situation Noise
External factors that introduce variability in data.
Within-groups Design
Same participants used across all conditions.
Matched Random Assignment
Participants paired based on similar characteristics.
Internal Validity
The extent to which a study accurately establishes cause-effect relationships.
Confounding Variables
Extraneous variables that influence both independent and dependent variables.
Obscuring Variables
Factors that hide or distort the true relationship between variables.
One-group Pretest/Posttest Design
A design measuring participants before and after treatment.
Maturation Threat
Behavior changes due to natural development over time.
History Threat
External events affecting participants simultaneously with treatment.
Regression Threat
Extreme scores tend to move closer to the mean over time.
Attrition Threat
Loss of participants from pretest to posttest affecting results.
Testing Threat
Changes in scores due to repeated testing experiences.
Instrumentation Threat
Changes in measurement tools affecting data consistency.
Observer Bias
Researcher's expectations influence participant behavior or data.
Demand Characteristics
Participants alter behavior to align with study expectations.
Placebo Effect
Improvement due to belief in treatment rather than actual effect.
Nocebo Effect
Negative outcomes due to belief in harmful treatment.
Control Group
A group that does not receive the treatment for comparison.
Double-blind Design
Neither participants nor experimenters know group assignments.
Single-blind Design
Participants are unaware of their group assignment.
Order Effects
Influence of the sequence of conditions on participant responses.
Ceiling Effect
Scores cluster at the high end, limiting variability.
Floor Effect
Scores cluster at the low end, limiting variability.
Power
The likelihood of detecting an effect when there is one.
Weak Manipulations
Insufficiently strong interventions that fail to produce effects.
Error Variance
Unexplained variability in data affecting results.
Individual Differences
Variability among participants that can skew results.