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Related Concept Videos

Confirmation Biases01:31

Confirmation Biases

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The confirmation bias is the tendency to focus on information that confirms our existing beliefs and ignore information that is inconsistent with our expectations. For example, if you think that your professor is not very nice, you notice all of the instances of rude behavior exhibited by the professor while ignoring the countless pleasant interactions he is involved in on a daily basis. Have you ever fallen prey to the confirmation bias, either as the source or target of such bias?
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Surveys02:16

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Often, psychologists develop surveys as a means of gathering data. Surveys are lists of questions to be answered by research participants, and can be delivered as paper-and-pencil questionnaires, administered electronically, or conducted verbally. Generally, the survey itself can be completed in a short time, and the ease of administering a survey makes it easy to collect data from a large number of people.
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Blind Procedures02:07

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Ideally, the people who observe and record the children’s behavior are unaware of who was assigned to the experimental or control group, in order to control for experimenter bias. Experimenter bias refers to the possibility that a researcher’s expectations might skew the results of the study. Remember, conducting an experiment requires a lot of planning, and the people involved in the research project have a vested interest in supporting their hypotheses. If the observers knew which...
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Ranks01:02

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Unlike parametric methods, nonparametric statistics are ideal for nominal and ordinal data, requiring fewer assumptions about the population's nature or distribution. This makes nonparametric methods easier to apply and interpret, as they do not depend on parameters like mean or standard deviation. One common approach in nonparametric analysis is to sort data according to a specific criterion. For instance, we might arrange weather data from hottest to coldest days in a month or rank cities...
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Friedman Two-way Analysis of Variance by Ranks01:21

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Friedman's Two-Way Analysis of Variance by Ranks is a nonparametric test designed to identify differences across multiple test attempts when traditional assumptions of normality and equal variances do not apply. Unlike conventional ANOVA, which requires normally distributed data with equal variances, Friedman's test is ideal for ordinal or non-normally distributed data, making it particularly useful for analyzing dependent samples, such as matched subjects over time or repeated measures...
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Social psychologists have documented that feeling good about ourselves and maintaining positive self-esteem is a powerful motivator of human behavior (Tavris & Aronson, 2008). In the United States, members of the predominant culture typically think very highly of themselves and view themselves as good people who are above average on many desirable traits (Ehrlinger, Gilovich, & Ross, 2005). Often, our behavior, attitudes, and beliefs are affected when we experience a threat to our...
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Related Experiment Video

Updated: Aug 1, 2025

Highlighting and Reducing the Impact of Negative Aging Stereotypes During Older Adults' Cognitive Testing
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Rating the Rater: A Technique for Minimizing Leniency Bias in Residency Applications.

James R Seaward1, Lillian R Carter1, Purushottam Nagarkar1

  • 1Department of Plastic Surgery, University of Texas Southwestern Medical Center, Dallas, Tex.

Plastic and Reconstructive Surgery. Global Open
|April 27, 2023
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Summary

A new technique significantly reduced leniency bias in surgical residency applicant ratings, improving rater agreement. This method impacted interview invitations for 36% of candidates, ensuring fairer applicant evaluation.

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Area of Science:

  • Medical Education
  • Surgical Training
  • Applicant Evaluation

Background:

  • Surgical residency programs face challenges in effectively reviewing numerous applicants.
  • Faculty ratings of applicants often exhibit significant variability due to leniency bias (Hawk-Dove effect).
  • This bias can unfairly influence interview invitations based on rater assignment.

Purpose of the Study:

  • To develop and evaluate a technique for minimizing leniency bias in surgical residency applicant scoring.
  • To assess the impact of this technique on inter-rater reliability and interview selection.

Main Methods:

  • A novel technique was implemented to mitigate leniency bias in scoring 222 plastic surgery residency applicants.
  • The variance in applicant ratings by different faculty members was compared before and after applying the technique.

Main Results:

  • Median variance in applicant ratings decreased from 0.68 to 0.18 after the technique was applied, indicating improved rater agreement.
  • The technique influenced interview invitations for 16 applicants (36% of those interviewed).
  • One applicant who ultimately matched would not have been invited for an interview without the bias correction.

Conclusions:

  • A simple and effective technique can successfully minimize leniency bias among raters of residency applicants.
  • The presented method and resources (instructions, Excel formulae) can be adopted by other programs.
  • Implementing this technique promotes more equitable and accurate applicant evaluations in competitive residency matches.