Kate A. Ratliff’s research while affiliated with University of Florida and other places

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Publications (65)


Lessons from Two Decades of Project Implicit
  • Chapter

January 2025

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13 Reads

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3 Citations

Kate A. Ratliff

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Colin Tucker Smith

The concept of implicit bias – the idea that the unconscious mind might hold and use negative evaluations of social groups that cannot be documented via explicit measures of prejudice – is a hot topic in the social and behavioral sciences. It has also become a part of popular culture, while interventions to reduce implicit bias have been introduced in police forces, educational settings, and workplaces. Yet researchers still have much to understand about this phenomenon. Bringing together a diverse range of scholars to represent a broad spectrum of views, this handbook documents the current state of knowledge and proposes directions for future research in the field of implicit bias measurement. It is essential reading for those who wish to alleviate bias, discrimination, and inter-group conflict, including academics in psychology, sociology, political science, and economics, as well as government agencies, non-governmental organizations, corporations, judges, lawyers, and activists.


Institutional Change Affects Perceived and Personal Intergroup Attitudes

July 2024

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23 Reads

Personality and Social Psychology Bulletin

This research tested whether institutional change impacts policy support and attitudes toward the social groups impacted by policy change. Study 1 demonstrated across a variety of topics that, when a hypothetical state legislature banned (vs. affirmed) a practice (e.g., allowing companies to implement mandatory anti-racism training), participants perceived less support for the policy and more negative attitudes toward the group impacted (e.g., Black Americans). Study 2, a longitudinal study, investigated the short- and long-term impact of real-world policy change—the U.S. Supreme Court’s Dobbs v. Jackson Women’s Health Organization ruling that gave states the right to restrict access to abortion. Although the ruling did not produce lasting change in personal support for abortion restriction, it did lead participants to perceive more support for traditional gender roles and to personally endorse traditional gender attitudes more strongly. These results demonstrate the power of institutional policies to influence individually held intergroup attitudes.


The Implicit Association Test

March 2024

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50 Reads

Daedalus

Among the general public and behavioral scientists alike, the Implicit Association Test (IAT) is the best known and most widely used tool for demonstrating implicit bias: the unintentional impact of social group information on behavior. More than forty million IATs have been completed at the Project Implicit research website. These public datasets are the most comprehensive documentation of IAT and self-reported bias scores in existence. In this essay, we describe the IAT procedure, summarize key findings using the IAT to document the pervasiveness and correlates of implicit bias, and discuss various ways to interpret IAT scores. We also highlight the most common uses of the IAT. Finally, we discuss unanswered questions and future directions for the IAT specifically, and implicit bias research more generally.


Defensiveness Toward IAT Feedback Predicts Willingness to Engage in Anti-Bias Behaviors
  • Article
  • Full-text available

January 2024

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104 Reads

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1 Citation

Personality and Social Psychology Bulletin

People who are more defensive about their feedback on the Race-Attitudes Implicit Association Test (IAT) are less willing to engage in anti-bias behaviors. Extending on this work, we statistically clarified defensiveness constructs to predict willingness to engage in anti-bias behaviors among people who received pro-White versus no-bias IAT feedback. We replicated the finding that U.S. Americans are generally defensive toward pro-White IAT feedback, and that more defensiveness predicts less willingness to engage in anti-bias behaviors. However, people who believed their pro-White IAT feedback was an inaccurate reflection of their “true attitudes” were more willing to engage in anti-bias behaviors compared with people who received no-bias IAT feedback. These results better illuminate the defensiveness construct suggesting that receiving self-threatening feedback about bias may motivate people’s willingness to engage in anti-bias behaviors in different ways depending on how people respond to that feedback.

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Responding to feedback about implicit bias

January 2024

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54 Reads

Social and Personality Psychology Compass

Providing people with feedback about their intergroup biases is a central part of many diversity training and other bias‐education efforts. Although this practice may increase self‐awareness, people sometimes respond negatively to learning about their own biases. In the present review, we provide a framework for understanding when feedback about intergroup bias should lead to behavior change intentions, and when it can work against that goal. Specifically, we suggest that feedback about performance on measures of bias (e.g., the Implicit Association Test) will cause psychological discomfort to the extent that feedback about intergroup bias is: (1) discrepant from self‐reported attitudes, and (2) more personally or socially unacceptable than self‐reported attitudes. We then suggest two possible routes stemming from that psychological discomfort: If people accept personal responsibility for feedback, they will respond to psychological discomfort with compunction and direct efforts toward behavior and attitude change. By contrast, if people reject personal responsibility for feedback, they will respond defensively, derogating the feedback and trying to prove that the results are inaccurate. We use responses to feedback about implicit bias as a test case to demonstrate our model and discuss the current state of the literature on responding to IAT feedback. We also discuss interventions that can move people from defensiveness to compunction and open our metaphorical “file drawer” to discuss lessons learned.


Hostile Sexism by Perceiver and Target Race
Benevolent Sexism by Perceiver and Target Race
The Influence of Perceiver and Target Race in Hostile and Benevolent Sexist Attitudes

September 2023

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32 Reads

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3 Citations

The present research investigates whether benevolent and hostile sexist attitudes are differentially directed toward Black and White women by Black and White people. Participants (N = 2,775) reported on their sexist attitudes while thinking about Black women, White women, or women in general. Although Black participants reported higher levels of benevolent and hostile sexism overall, participant race and target race interacted to produce unique patterns of sexist attitudes. More specifically, Black perceivers thinking of White women reported higher levels of hostile sexism than those thinking of Black women. White perceivers reported similar amounts of hostile sexism while thinking of White and Black women. Benevolent sexism showed a different pattern, with both Black and White participants reporting higher levels of benevolent sexism toward Black than White women. The results also revealed similar levels of sexism reported while thinking of White women and while thinking of women in general, suggesting that sexism research that does not specifically address target race may reflect an understanding of sexist attitudes about White women that may not generalize to other racial groups.


Understanding Implicit Bias (UIB): Experimental Evaluation of an Online Bias Education Program

April 2023

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63 Reads

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3 Citations

Journal of Experimental Psychology Applied

Can people learn about implicit bias through an online course? We developed a brief (∼30 min) online educational program called Understanding Implicit Bias (UIB) consisting of four modules: (a) what is implicit bias? (b) the Implicit Association Test, (c) implicit bias and behavior, and (d) what can you do? In Experiment 1, we randomly assigned 6,729 college students across three separate samples to complete dependent measures before (control group) or after (intervention group) the UIB program. In Experiment 2, we randomly assigned 389 college students to complete the UIB program (intervention group) or two TED talks (control group) before dependent measures. Compared to control groups, the intervention groups had significantly higher objective knowledge about bias (ds = 0.39, 1.49) and subjective knowledge about bias (ds = 1.43, 2.61), awareness of bias (ds = 0.10, 0.54), and behavioral intentions to reduce bias (ds = 0.19, 0.84). These differences were again observed at a 2-week follow-up. These results suggest that brief online education about bias can affect knowledge and awareness of bias, as well as intentions to change behavior.


The Influence of Perceiver and Target Race in Hostile and Benevolent Sexist Attitudes

October 2022

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7 Reads

The present research investigates whether benevolent and hostile sexism are applied differentlyby Black and White U.S. Americans to Black and White women. Participants reported theirsexist attitudes while thinking about Black women, White women, or women in general.Although Black participants reported higher levels of benevolent and hostile sexism overall,participant race and target race interacted to produce unique effects on sexist attitudes. Morespecifically, Black perceivers thinking of White women reported higher levels of hostile sexismthan those thinking of Black women. White perceivers thinking of Black women reported higherlevels of hostile sexism than those thinking of White women. With regard to benevolent sexism,participants thinking of Black women reported higher levels of benevolent sexism than did thosethinking of White women. The results also suggested more similarity between sexism towardWhite women and sexism toward women in general, suggesting that our current understanding ofsexism better reflects an understanding of sexism directed toward White women rather thanwomen in general, suggesting the necessity for further research that considers the role of targetand perceiver race in understanding sexist attitudes.



Identity and weight-related beliefs among Black, Black/White biracial, East Asian, Hispanic/Latino, Native American, South Asian, and White U.S. Americans

June 2022

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23 Reads

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5 Citations

Body Image

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[...]

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Kate A. Ratliff

In the current study we move away from bias-focused, White-centric research to examine relationships between gender, race/ethnicity, and weight-related attitudes, identity, and beliefs among Black, Black/White Biracial, East Asian, Hispanic/Latino, Native American, South Asian, and White U.S. Americans who self-identify as higher weight. The results showed that: (1) women identify as fat more than men do, (2) fat identity, operationalized as feelings of similarity to fat people (self-stereotyping) and importance of weight to one's sense of self (identity centrality) are relatively similar across races and ethnicities, and (3) fat identity and weight-related beliefs are related to positivity toward fat people across the racial/ethnic groups sampled in this study.


Citations (54)


... It was this method Flykt et al. (2013) employed to uncover marked implicit negative associations with wolves. Recent technological advances allow IATs and similar methods (Krosnick et al., 2005;Petty et al., 2008) to be distributed online (e.g., Project Implicit: Ratliff and Smith, 2021), reaching larger, representative audiences. In face-to-face studies, (psycho-)physiology and behavioural measures can investigate neural activation, eye-movement, heart rate changes, or facial behaviour when presented with wolf stimuli (Flykt et al., 2013;Petty et al., 2008). ...

Reference:

Uncovering the full potential of attitude measures in navigating human-wolf coexistence
Lessons from Two Decades of Project Implicit
  • Citing Chapter
  • January 2025

... The connection between threat and endorsement of benevolent sexism may also exist for individuals marginalized based on their race. Although only limited research has examined racial differences, those studies have found that Black people endorse benevolent sexist beliefs significantly more than White people (Davis et al., 2022;Campbell et al., 2023;Hayes & Swim, 2013;Rudman & Fetterolf, 2014). For instance, Hayes and Swim (2013) found that relative to White people, Black people were more likely to endorse benevolent sexist attitudes and explained that racial differences may be attributed to perceptions of gender roles, and specifically Black people's endorsement of "traditional gender roles within family or social domains" (p. ...

The Influence of Perceiver and Target Race in Hostile and Benevolent Sexist Attitudes

... 1. Notably, we are not arguing that it is essential for one to become aware of their biases to take steps to change their behavior only that it can be an important step in the process for people to realize that they may harbor internalized prejudices and stereotypes that can influence their judgment and behavior in unwanted ways (Hawkins et al., 2023). 2. Totals Ns for each Implicit Association Test (IAT) feedback type are broken down by race and gender in supplemental materials on the project page on the Open Science Framework. ...

Understanding Implicit Bias (UIB): Experimental Evaluation of an Online Bias Education Program

Journal of Experimental Psychology Applied

... The AAB refers to the instinctive tendency to move toward positive stimuli and away from negative ones, often guided by perceived emotional valence, like pleasure or threat. In contrast, AIB involves unconscious associations or stereotypes toward groups or categories (e.g., race, gender) that shape perception and behavior without conscious awareness [42][43][44]. While the AAB arises in the immediate physical or emotional responses to stimuli, the implicit bias operates through ingrained attitudes that subtly influence decisions and judgments. ...

Implicit Bias as Automatic Behavior
  • Citing Article
  • September 2022

Psychological Inquiry

... Understanding the role of body positivity and acceptance of different body types in promoting affectionate touch is another important extension of the current research. Recent work has demonstrated that across racial groups, women are more likely than men to hold a "fat identity" (Campbell et al., 2022). This work found that people who identified as "fat" reported more positivity toward fat people. ...

Identity and weight-related beliefs among Black, Black/White biracial, East Asian, Hispanic/Latino, Native American, South Asian, and White U.S. Americans
  • Citing Article
  • June 2022

Body Image

... Replicability is typically distinguished from reproducibility, or reaching the same results when repeating the analysis of a study with both the same methods and the same data. Crucially, while the exact definitions might differ slightly across disciplines, a lack of replicability, in its broad sense, has recently been identified for large sets of studies in psychology (Open Science Collaboration, 2015;Klein et al. 2022), medicine (Ioannidis, 2005), economics (Camerer et al. 2016), and the behavioural and social sciences more generally (Camerer et al. 2018). Efforts to increase replicability rates have recently been discussed at great length, with suggestions to increase transparency (e.g., Asendorpf et al. 2013), engage in preregistration (e.g., Nosek et al. 2022), and apply more rigorous statistical methods (e.g., Simmons et al. 2021). ...

Many Labs 4: Failure to Replicate Mortality Salience Effect With and Without Original Author Involvement

Collabra Psychology

... Its central idea is that everyone should be able to contribute to research [57]. Consequently, scientific publications should be publicly accessible without charge and data sets used should be published to ensure better replicability and reproducibility in general [58]. Machine learning and genetic data analysis usually require very large data sets. ...

Data from Investigating Variation in Replicability: A “Many Labs” Replication Project
  • Citing Preprint
  • February 2022

... Phase 1: Development of the implicit association tasks. An iterative approach was followed for creating the implicit association tasks, adhering to the guidelines outlined by Greenwald et al. (2022) and incorporating feedback from stakeholders. Given the absence of a counterpart for the target category (mood-improving behaviours), a single-category variant was chosen (Karpinski and Steinman, 2006). ...

Best research practices for using the Implicit Association Test

Behavior Research Methods

... These findings stand in stark contrast to a recently published and then retracted paper by AlShebli, Makovi, and Rahwan (2020), which claimed that opposite-gender mentoring led to more positive career development outcomes. Like Mabry et al. (2020) who challenge the assumed benefits of what they call 'MANtoring', our research indicates that mentoring covers a range of career aspects and needs to address structural problems, and that sharing a female perspective can greatly help mentors and mentees in deriving career benefits. Importantly, while most mentoring is aimed at early career academics, the results stress that the participants perceived value in mentoring across all phases of an academic career. ...

“Why MANtoring is not the solution. A Rebuttal to ‘The association between early career informal mentorship in academic collaborations and junior author performance.’”

... Apprehensive voters seemed to predictably gravitate toward certain policy positions and even particular political candidates (Greenberg et al., 1992;Pyszczynski, 2013). However, recent replication studies casted doubt on the sway of threats on voter choice (Klein et al., 2019;Schindler et al., 2021;Treger et al., 2023). Given the number and scale of the replication studies, the present article took the next step to diagnose the connection between insecurity and protectionism in the contexts of the migrant crisis and COVID-19 pandemic. ...

Many Labs 4: Failure to Replicate Mortality Salience Effect With and Without Original Author Involvement
  • Citing Preprint
  • December 2019