Within-subjects Repeated-measures Design

Overview

Source: Laboratories of Gary Lewandowski, Dave Strohmetz, and Natalie Ciarocco—Monmouth University

A within-subjects, or repeated-measures, design is an experimental design where all the participants receive every level of the treatment, i.e., every independent variable. For example, in a candy taste test, the researcher would want every participant to taste and rate each type of candy.

This video demonstrates a within-subjects experiment (i.e., one where there is an independent variable with several variations or levels) that examines how different motivational messages (e.g., hard work, self-affirmation, outcomes, and positive affect) influence willingness to exert physical effort. As a within-subjects design, the participant will read each of the four types of motivational messages and then lift weights to measure physical effort. By providing an overview of how a researcher conducts a repeated-measures experiment, this video allows viewers to see how to address order effects through counterbalancing, which involves a systematic approach to making sure all possible orders of the conditions occur in the study.

Psychological studies often use higher sample sizes than studies in other sciences. A large number of participants helps to ensure that the population under study is better represented and the margin of error accompanied by studying human behavior is sufficiently addressed. In this video, we demonstrate this experiment using just one participant. However, as represented in the results, we used a total of 72 participants to reach the experiment’s conclusions.

Procedure

1. Define key variables.

  1. Create an operational definition (i.e., a clear description of exactly what a researcher means by a concept) of a motivational message.
    1. For the purposes of this experiment, a motivational message is any combination of image and phrase designed to energize a person’s behavior, manipulated here by viewing a series of images accompanied by empowering quotes focusing on one of 4 areas: hard work, self-affirmation, outcomes/success, and general positive feelings/

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Results

The procedure was repeated three times in 24 counterbalanced orders, so data were collected from 72 total participants. A large number of participants is necessary to ensure that the results are reliable. If this research were conducted using just a few participants, it is likely that the results would have been much different and not reflective of the greater population. 

To determine if there were differences between the motivational messages on physical effort, we performed a repeated-

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Application and Summary

Repeated-measures within-subjects designs are particularly common in functional magnetic resonance imaging (fMRI) research. Participants lie in an fMRI machine and experience several conditions to see how the brain reacts to different experiences.

For example, one fMRI study wanted to determine which areas of the brain correlate with feelings of long-term and intense romantic love.1 To test this, participants saw each of the following images: a highly fa

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References
  1. Acevedo, B. P., Aron, A., Fisher, H. E., & Brown, L. L. Neural correlates of long-term intense romantic love. Social Cognitive And Affective Neuroscience. 8 (2), 145-159. doi:10.1093/scan/nsq092 (2012).
Tags
Within subjects Repeated measures DesignExperimental DesignIndependent VariableConditionsError VarianceBetween subjects DesignOrder EffectsCounterbalancingMotivational MessagesPhysical EffortOperational Definition

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Overview

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Experimental Design

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Conducting the Study

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Results

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Applications

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Summary

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