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Threats to Internal Validity/Types of Counfounds
Changes in participants
Changes in measurements
Changes in Participants
History
Maturation
Testing Effects
History
Refers to external events that occur during the course of an experiment which may affect participants' responses, potentially leading to confounding results.
Maturation
Refers to the psychological or physical changes that participants undergo over time, independent of the experimental treatment, which can influence their responses and confound results.
Testing Effects
Refers to the effects resulting from participants being tested multiple times, which can influence their subsequent performance due to practice or fatigue.
Changes in Measurement
Instrumentation
Regression to the mean
Attrition
Instrumentation
Refers to changes in the measurement tools or procedures used in a study that may affect the consistency and validity of the results.
Regression to the Mean
A statistical phenomenon where extreme scores tend to move closer to the average upon repeated measurement, potentially impacting the interpretation of experimental results.
Attrition
Refers to the loss of participants from a study over time, which can lead to biased results if the attrition is related to the treatment or outcome.
Issues for all Designs
Selection
Observer bias (even with a comparison group)
Demand Characteristics (even with a comparison group, do a double blind/masked study to avoid)
Placebo Effect
Selection Effects
Systematic differences between groups that may influence outcomes in an experiment, often arising from non-random assignment.
Observer Bias
A type of bias that occurs when a researcher's expectations or beliefs influence their observations or interpretations of data, which can skew results. This is problematic even when a comparison group is present.
Demand Characteristics
Participants' behavior influenced by their awareness of the study's purpose or expectations, which can lead to biased outcomes.
Do a double blind/masked study to avoid
Placebo Effect
A phenomenon where participants experience changes in their condition simply because they believe they are receiving treatment, even if it is inactive or a placebo.