Introduction to Experimental Design - AP Statistics
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What is the purpose of using a placebo in experiments?
What is the purpose of using a placebo in experiments?
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To control for the placebo effect. Neutralizes psychological treatment responses.
To control for the placebo effect. Neutralizes psychological treatment responses.
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What is selection bias?
What is selection bias?
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Bias introduced by the method of selecting participants. Non-representative sampling distorts results.
Bias introduced by the method of selecting participants. Non-representative sampling distorts results.
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What is the main difference between a single-blind and a double-blind experiment?
What is the main difference between a single-blind and a double-blind experiment?
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Single-blind conceals from subjects; double-blind from subjects and experimenters. Double-blind also conceals from experimenters.
Single-blind conceals from subjects; double-blind from subjects and experimenters. Double-blind also conceals from experimenters.
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Define the term 'external validity'.
Define the term 'external validity'.
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Extent to which results can be generalized to other contexts. Measures generalizability beyond study conditions.
Extent to which results can be generalized to other contexts. Measures generalizability beyond study conditions.
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What is a cross-sectional study?
What is a cross-sectional study?
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Observes a population at a single point in time. Snapshot of population at one moment.
Observes a population at a single point in time. Snapshot of population at one moment.
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What is the Hawthorne effect?
What is the Hawthorne effect?
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A change in behavior due to awareness of being observed. Behavioral modification due to observation awareness.
A change in behavior due to awareness of being observed. Behavioral modification due to observation awareness.
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Identify the main purpose of stratified sampling.
Identify the main purpose of stratified sampling.
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To ensure representation across key subgroups. Maintains proportional representation across strata.
To ensure representation across key subgroups. Maintains proportional representation across strata.
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What is cluster sampling?
What is cluster sampling?
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Dividing the population into groups and sampling entire groups. Samples natural groups rather than individuals.
Dividing the population into groups and sampling entire groups. Samples natural groups rather than individuals.
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Define systematic sampling.
Define systematic sampling.
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Selecting every $k^{th}$ individual from a list. Regular interval selection from ordered list.
Selecting every $k^{th}$ individual from a list. Regular interval selection from ordered list.
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What is a lurking variable?
What is a lurking variable?
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A variable that is not considered but affects the outcome. Hidden variable that may influence results.
A variable that is not considered but affects the outcome. Hidden variable that may influence results.
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Identify a key feature of a factorial design.
Identify a key feature of a factorial design.
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All combinations of factors are tested. Tests all possible factor combinations systematically.
All combinations of factors are tested. Tests all possible factor combinations systematically.
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What is the purpose of a control in experiments?
What is the purpose of a control in experiments?
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To provide a baseline for comparison. Essential reference point for measuring treatment effects.
To provide a baseline for comparison. Essential reference point for measuring treatment effects.
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What is the difference between an observational study and an experiment?
What is the difference between an observational study and an experiment?
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Experiments involve manipulation; observational studies do not. Key distinction is researcher control of variables.
Experiments involve manipulation; observational studies do not. Key distinction is researcher control of variables.
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What is the definition of an experimental unit?
What is the definition of an experimental unit?
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An individual or object to which a treatment is applied. The basic entity receiving experimental treatment.
An individual or object to which a treatment is applied. The basic entity receiving experimental treatment.
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What is a treatment in an experiment?
What is a treatment in an experiment?
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A specific condition applied to experimental units. The experimental intervention being tested.
A specific condition applied to experimental units. The experimental intervention being tested.
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What is a control group?
What is a control group?
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A group that receives no treatment or a standard treatment. Provides baseline comparison for treatment effects.
A group that receives no treatment or a standard treatment. Provides baseline comparison for treatment effects.
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Define randomization in the context of experiments.
Define randomization in the context of experiments.
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Random assignment of treatments to experimental units. Ensures unbiased treatment allocation.
Random assignment of treatments to experimental units. Ensures unbiased treatment allocation.
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What is replication in experimental design?
What is replication in experimental design?
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Applying treatments to multiple experimental units. Increases reliability and statistical power.
Applying treatments to multiple experimental units. Increases reliability and statistical power.
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Define a factor in experimental design.
Define a factor in experimental design.
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An explanatory variable manipulated in the experiment. The independent variable controlled by researchers.
An explanatory variable manipulated in the experiment. The independent variable controlled by researchers.
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What is double blinding?
What is double blinding?
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Both subjects and experimenters do not know the treatment assignments. Eliminates bias from both participants and researchers.
Both subjects and experimenters do not know the treatment assignments. Eliminates bias from both participants and researchers.
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What is the placebo effect?
What is the placebo effect?
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A change in response due to the belief in treatment efficacy. Psychological response to perceived treatment.
A change in response due to the belief in treatment efficacy. Psychological response to perceived treatment.
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What is a matched pairs design?
What is a matched pairs design?
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A design where units are paired, and each pair receives different treatments. Controls for individual differences effectively.
A design where units are paired, and each pair receives different treatments. Controls for individual differences effectively.
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Identify the main advantage of random assignment.
Identify the main advantage of random assignment.
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Reduces bias and balances confounding variables. Eliminates systematic differences between groups.
Reduces bias and balances confounding variables. Eliminates systematic differences between groups.
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What is a confounding variable?
What is a confounding variable?
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A variable that influences both the response and explanatory variables. Distorts true treatment effects through correlation.
A variable that influences both the response and explanatory variables. Distorts true treatment effects through correlation.
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Define interaction in experimental design.
Define interaction in experimental design.
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When the effect of one factor depends on another factor. Factors combine to create different effects.
When the effect of one factor depends on another factor. Factors combine to create different effects.
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What is a level in the context of a factor?
What is a level in the context of a factor?
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A specific value or category of a factor. Different settings or values of a factor.
A specific value or category of a factor. Different settings or values of a factor.
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What is a cross-sectional study?
What is a cross-sectional study?
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Observes a population at a single point in time. Snapshot of population at one moment.
Observes a population at a single point in time. Snapshot of population at one moment.
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Define the term 'external validity'.
Define the term 'external validity'.
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Extent to which results can be generalized to other contexts. Measures generalizability beyond study conditions.
Extent to which results can be generalized to other contexts. Measures generalizability beyond study conditions.
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What does 'internal validity' refer to?
What does 'internal validity' refer to?
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The degree to which the study accurately reflects causal relationships. Measures accuracy of causal conclusions within study.
The degree to which the study accurately reflects causal relationships. Measures accuracy of causal conclusions within study.
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What is selection bias?
What is selection bias?
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Bias introduced by the method of selecting participants. Non-representative sampling distorts results.
Bias introduced by the method of selecting participants. Non-representative sampling distorts results.
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