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The level of control for the possible effects of extraneous variables on the dependent variable. |
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The level of generalizability of the study results to other groups/settings beyond those in the current experiment. |
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Threats to internal validity |
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Extraneous factors that affect the dependent variable. |
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When events occur b/w the pretest & posttest that impact the dependent variable (& affect participants).possible solution: establish a control group to compare w/ the experimental group. |
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Changes in dependent variable, possibly resulting from elapsed time and not the independent variable.Possible Solution: establish a control group to compare w/ the experimental group. |
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Pretest measurement to obtain the status/level of variable prior to initiating a study. |
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Exposure to baseline test helps participants/dependent variable to be “test-wise” (perform better on the next test). |
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IV/Inaccurate instrumentation |
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Instruments are inaccurate/not calibrated.Possible solution: Calibrate the instruments; use same instrument for pretest and posttest. |
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IV/Nonstandardized procedures |
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Procedures are not standardized.PS: Standardize all procedures! |
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IV/Incorrect written instrumentation |
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Instrumentation does not accurately measure study objectives (poorly designed questions).PS:Improve instrument questions/design. |
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Randomly selected study participants may already have experimental effect.PS: Recruit volunteers, then randomly assign them to groups; pretest groups on measures of dependent variables. |
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IV/Selection Maturation Effect |
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Different maturation levels of study groups.PS:Pretest/prescreen group members re: maturity levels. |
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IV/Selection Maturation Effect |
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Different maturation levels of study groups.PS:Pretest/prescreen group members re: maturity levels. |
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IV/Statistical Regression |
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Extreme high/low scores on participant pretest (extreme or minimal gains predicted).PS: Random sample represents full range of abilities. |
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Loss of study participants.PS: Oversampling, incentives (to complete study), compare demographic info of participants at beginning and end of study. |
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Participant attitudes (not the independent variable) toward participation in the study (because of being studied/observed) affects their behavior.PS: Provide special treatment to control group w/o independent variable, then compare groups. |
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Participant attitudes/expectations (not the independent variable) affects behavior.PS: Blind/double-blind study, placebo provided to control group, then compare groups. |
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One group’s treatment contaminates another group’s treatment.PS: Keep treatment/control groups totally separate. |
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Participant group which receives no independent variable (treatment). |
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Treatment groups are located at separate locations (-possibly to prevent Hawthorne Effect), locations/environments are different enough to affect the dependent variable differently.PS: Same location for all participants, or minimize differences at the different locations. |
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IV/Implementation Effect/Threat |
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Individual(s) implementing the treatment/dependent variable introduce inequality/bias into the study (one person implements better than another person).PS: Implementers are equally competent and trained; standardized implementation protocol; all implementers work w/ all groups; one neutral presenter for all groups; neutral observers for group presentations. |
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EV/Selection Treatment Interaction |
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Overgeneralizing to groups for whom the study results don’t apply.PS: Present data showing intact treatment group is representative of intended population on one/more variables; random sample of participants from study population. |
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EV/Setting Treatment Interaction |
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Duplicating the environmental setting/conditions in other settings, due to the differences b/w settings/participants. |
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EV/History Treatment Interaction |
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Generalizing findings to past/future situations.PS: Focus applications to the most effective time period; minimize/eliminate effects of extraneous variables at other time periods. |
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