Better Than Our Biases: Using Psychological Research to Inform Our Approach to Inclusive, Effective Feedback
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The Force of Fear: Police Stereotype Threat, Self-Legitimacy, and Support for the Use Force
The force of fear: Police stereotype threat, self-legitimacy, and support for the use force Rick Trinknera,1, Phillip Atiba Goffb a,School of Criminology and Criminal Justice, Arizona State University, 411 N. Central Ave, Suite 600, Phoenix, AZ 85004; and b,Center for Policing Equity, John Jay College of Criminal Justice, 524 West 59th Street, Room 6.63.14, New York, NY 10019 1To whom correspondences should be addressed. Email: [email protected]. Abstract increased endorsement of unreasonable use of force—in turn possibly further eroding Researchers have linked concern about public trust. These findings serve as the first appearing racist among police officers—a integration of two psychological literatures: kind of stereotype threat—to racial stereotype threat and procedural justice. disparities in the use of force. This study They also highlight an under-explored presents the first empirical test of the mechanism of urgent scientific and policy psychological mechanism linking stereotype concern. threat to support for police violence among officers. Drawing from psychology and Introduction criminology, we argue that threat undermines officers’ self-legitimacy, which Popular explanations of excessive police use encourages overreliance on force and of force—especially racial disparities in that coercion to maintain situational control. To force—often reduce to issues of officer test this argument, surveys were distributed characteristics (e.g., general aggression, to officers from the patrol division of a large racial bias). Despite the widespread urban police force. Respondents completed popularity of this lay theory, it is at odds measures assessing their experience of with the scientific consensus that attitudes stereotype threat, self-legitimacy, resistance towards the department’s use of force are relatively weak predictors of behavior, policy, approval of using excessive force, only explaining about 10% across contexts and endorsement of procedurally fair (Dovidio, 2001; LaPiere, 1934; Wicker, policing. -
A Task-Based Taxonomy of Cognitive Biases for Information Visualization
A Task-based Taxonomy of Cognitive Biases for Information Visualization Evanthia Dimara, Steven Franconeri, Catherine Plaisant, Anastasia Bezerianos, and Pierre Dragicevic Three kinds of limitations The Computer The Display 2 Three kinds of limitations The Computer The Display The Human 3 Three kinds of limitations: humans • Human vision ️ has limitations • Human reasoning 易 has limitations The Human 4 ️Perceptual bias Magnitude estimation 5 ️Perceptual bias Magnitude estimation Color perception 6 易 Cognitive bias Behaviors when humans consistently behave irrationally Pohl’s criteria distilled: • Are predictable and consistent • People are unaware they’re doing them • Are not misunderstandings 7 Ambiguity effect, Anchoring or focalism, Anthropocentric thinking, Anthropomorphism or personification, Attentional bias, Attribute substitution, Automation bias, Availability heuristic, Availability cascade, Backfire effect, Bandwagon effect, Base rate fallacy or Base rate neglect, Belief bias, Ben Franklin effect, Berkson's paradox, Bias blind spot, Choice-supportive bias, Clustering illusion, Compassion fade, Confirmation bias, Congruence bias, Conjunction fallacy, Conservatism (belief revision), Continued influence effect, Contrast effect, Courtesy bias, Curse of knowledge, Declinism, Decoy effect, Default effect, Denomination effect, Disposition effect, Distinction bias, Dread aversion, Dunning–Kruger effect, Duration neglect, Empathy gap, End-of-history illusion, Endowment effect, Exaggerated expectation, Experimenter's or expectation bias, -
Stereotypes and Prejudice
Stereotypes and Prejudice Their Overt and Subtle Influence in the Classroom CONNIE T. WOLFE University of Michigan STEVEN J. SPENCER Hope College The authors examine overt and subtle forms of stereotyping and prejudice. Two theories that explain overt prejudice are reviewed: realistic conflict theory and social identity theory. Although overt prejudice seems to have declined, subtle stereotyping is still pervasive. The authors review one theory, aversive racism theory, that explains this phenomenon. They also discuss two perspectives, attributional ambiguity and stereotype threat, which provide accounts of the impact of subtle racism. Both overt and subtle prejudice present challenges for the classroom. The authors describe one intervention called the jigsaw classroom that encourages work toward common goals and helps reduce the expression and impact of overt discrimination. A second intervention program, wise schooling, is presented, which aims to reduce the impact of subtle stereotypes by reducing stereotype threat. Why do prejudice and discrimination exist? Has overt racism been replaced by more subtle forms of prejudice? How does stereotyping affect its targets? In this article we describe two theories, realistic conflict theory and social identity theory, which provide an answer to the first question. We address the second question by noting that although overt discrimination has decreased, subtle forms of prejudice are still quite common and we describe one theory, aversive racism, that provides a compelling account of this change in the expression of prejudice. Finally, we answer the third question by describing two phenomena, attributional ambiguity and stereotype threat, that result from the pervasive nature of subtle stereotyping. This article is a selective overview of what social psychology has to say about these crucial issues. -
Bias Mitigation in Data Sets
Bias Mitigation in Data Sets Shea Brown Ryan Carrier Merve Hickok Adam Leon Smith ForHumanity, BABL ForHumanity ForHumanity, AIethicist.org ForHumanity, Dragonfly [email protected] [email protected] [email protected] adam@wearedragonfly.co Abstract—Tackling sample bias, Non-Response Bias, Cognitive 2) Ethical and reputational risk - perpetuation of stereotypes Bias, and disparate impact associated with Protected Categories and discrimination, failure to abide by a Code of Ethics in three parts/papers, data, algorithm construction, and output or social responsibility policy impact. This paper covers the Data section. 3) Functional risk - bad validity, poor fit, and misalignment Index Terms—artificial intelligence, machine learning, bias, data quality with the intended scope, nature, context and purpose of the system The desire of the authors, and ForHumanity’s Independent I. INTRODUCTION Audit of AI Systems, is to explain and document mitigations Bias is a loaded word. It has serious implications and gets related to all bias in its many manifestations in the data input used a lot in the debates about algorithms that occur today. phase of AI/ML model development. Research around bias in AI/ML systems often draws in fairness, Circling back to the societal concern with the statistical even though they are two very different concepts. To avoid notion of bias - societies, under the law of different jurisdictions, confusion and help with bias mitigation, we will keep the have determined that bias is prohibited with respect to certain concepts separate. In its widest sense, bias can originate, data characteristics - human characteristics, such as race, age, or be found, across the whole spectrum of decisions made gender etc. -
Perceptions of Teacher Expectations Among First and Second
Digital Commons @ George Fox University Doctor of Education (EdD) Theses and Dissertations 12-1-2016 Student Voice: Perceptions of Teacher Expectations Among First and Second Generation Vietnamese and Mexican Students Sara Gandarilla George Fox University, [email protected] This research is a product of the Doctor of Education (EdD) program at George Fox University. Find out more about the program. Recommended Citation Gandarilla, Sara, "Student Voice: Perceptions of Teacher Expectations Among First and Second Generation Vietnamese and Mexican Students" (2016). Doctor of Education (EdD). 90. http://digitalcommons.georgefox.edu/edd/90 This Dissertation is brought to you for free and open access by the Theses and Dissertations at Digital Commons @ George Fox University. It has been accepted for inclusion in Doctor of Education (EdD) by an authorized administrator of Digital Commons @ George Fox University. For more information, please contact [email protected]. STUDENT VOICE: PERCEPTIONS OF TEACHER EXPECTATIONS AMONG FIRST AND SECOND GENERATION VIETNAMESE AND MEXICAN STUDENTS By SARA GANDARILLA FACULTY RESEARCH COMMITTEE: Chair: Terry Huffman, Ph.D. Members: Ginny Birky, Ph.D. and Tatiana Cevallos, Ed.D. Presented to the College of Education, George Fox University In partial fulfillment of the requirements for the degree of Doctor of Education December 7, 2016 ii ABSTRACT This qualitative research study explored the perceptions first and second generation Vietnamese and Mexican high school students hold on teacher expectations based on their racial identity. Specifically, this study explores the critical concepts of stereotype threat, halo effect, and self-fulfilling prophecy. The primary purpose of this investigation was to enhance the understanding of how the perception students have impacts success or lack of success for two different student groups. -
Sticks and Stones May Break My Bones, but Words May Also Hurt Me: a Comparison of United States and German Hate Speech Laws
View metadata, citation and similar papers at core.ac.uk brought to you by CORE provided by Fordham University School of Law Fordham International Law Journal Volume 41, Issue 5 2018 Article 9 Sticks and Stones May Break my Bones, But Words May Also Hurt Me: A Comparison of United States and German Hate Speech Laws Deborah Levine∗ ∗ Copyright c 2018 by the authors. Fordham International Law Journal is produced by The Berke- ley Electronic Press (bepress). https://ir.lawnet.fordham.edu/ilj NOTE STICKS AND STONES MAY BREAK MY BONES, BUT WORDS MAY ALSO HURT ME: A COMPARISON OF UNITED STATES AND GERMAN HATE SPEECH LAWS Deborah Levine* I. INTRODUCTION ........................................................1294 II. THE INTERPLAY OF HATE SPEECH, DIGNITY, AND PSYCHOLOGY ...........................................................1295 A. Defining Hate Speech, Dignity, and Liberty ..........1296 B. The Pros and Cons of Hate Speech Regulation ......1298 1. Arguments in Favor of Regulation of Hate Speech ..............................................................1298 2. Arguments in Favor of Free Speech ...................1303 III. HISTORY AND LAW OF THE UNITED STATES AND GERMANY REGARDING HATE SPEECH ..............1305 A. History and Law Pertaining to Hate Speech in the United States ..........................................................1305 1. History and its Effect on Freedom of Speech ....1306 2. The Constitution, the First Amendment, and Statutes and Their Effect on Free Speech ........1308 3. Cases and Their Effect, or Lack Thereof, on Hate Speech Regulation ...........................................1311 a. Supreme Court Cases in Line with Chaplinksy and Brandenburg .......................................1313 * J.D. Candidate, 2019, Fordham University School of Law; B.A., 2016 Barnard College of Columbia University. I would like to thank Professor Abner Greene for his guidance and input in the earlier drafts, the editors of the Fordham International Law Journal, and the staff members of the Fordham International Law Journal who edited this Note. -
Exploring Gender Identification Effects on Stereotype Threat Lauren
Exploring Gender Identification Effects on Stereotype Threat Lauren Westendorf Submitted in Partial Fulfillment of the Prerequisite for Honors in Psychology April 2015 © 2015 Lauren Westendorf EXPLORING GENDER IDENTIFICATION EFFECTS ON STEREOTYPE THREAT 2 Acknowledgements Special thanks to the Dean’s Office of Wellesley College and the Wellesley College Psychology Department for offering the funding needed to execute this project, to Professor Margaret Keane for all of her moral support and logistical help, to Phil Peake of Smith College and Amber Douglas of Mount Holyoke College for graciously assisting in my ambitious intercollegiate data collection, and to Professors Stephen Chen, Linda Carli, and Irene Mata for serving on my thesis defense committee. Endless gratitude, of course, goes to my devoted thesis advisor, Professor Julie Norem, for pushing me in the most wonderful ways, and to Professor Angela Bahns, for inspiring my interest in these topics with her incredible courses. Lastly, a very special thanks goes to my parents, the Wellesley Widows, and Lallie Lukens for their unwavering moral support. EXPLORING GENDER IDENTIFICATION EFFECTS ON STEREOTYPE THREAT 3 Table of Contents Abstract ........................................................................................................................................... 5 Introduction ..................................................................................................................................... 6 Techniques for Reducing Stereotype Threat ...................................................................... -
The Effect of Overweight Stereotype Threat on Children's Motor Learning*
PSIHOLOGIJA, 2020, Online First, 1–12 UDC: © 2020 by authors DOI: https://doi.org/10.2298/PSI200413036R The effect of overweight stereotype threat on children’s motor learning* Maryam Rabeinia, Esmaeel Saemi, and Rasool Abedanzadeh Faculty of Sport Sciences, Shahid Chamran University of Ahvaz, Ahvaz, Iran The purpose of the present study was to investigate the effect of overweight stereotype threat on children’s motor learning. Twenty-four children (Mage = 9.25 ± 0.53 years) were conveniently selected and randomly assigned into two groups of stereotype threat (with emphasis on individual characteristics, namely, overweight) and control group. The task consisted of maintaining the balance on the stabilometer during 30-second trials. One trial in the pre-test, 10 trials in the acquisition phase and 5 trials in the retention test were run. The findings revealed lower motor learning among the overweight stereotype group compared to the control group. Therefore, it is suggested that in similar situations, coaches can reduce stereotype threat emphasizing on the ineffectiveness of individual characteristics, i.e., overweight on motor performance of children thereby prevent performance and learning disruptions. Keywords: balance, overweight, stereotype threat, children Highlights: • Balance performance in children was lower in overweight stereotype threat. • Overweight stereotype threat conditions had a negative effect on motor learning as well as performance among children. • It is suggested that educators and practitioners decrease the stereotype threat by emphasizing the ineffectiveness of individual characteristics such as being overweight on performance and thereby prevent the destruction of children’s performance and learning. Corresponding author: [email protected] Note. The authors declare that the research was conducted in the absence of any commercial or finantial relations that could be construed as a potential conflict of interest. -
Positive Stereotypes, Negative Outcomes: Reminders of the Positive Components of Complementary Gender Stereotypes Impair Perform
1 British Journal of Social Psychology (2018) © 2018 The British Psychological Society www.wileyonlinelibrary.com Positive stereotypes, negative outcomes: Reminders of the positive components of complementary gender stereotypes impair performance in counter-stereotypical tasks Rotem Kahalon1* , Nurit Shnabel1 and Julia C. Becker2 1Tel-Aviv University, Israel 2Osnabruck University, Germany Gender stereotypes are complementary: Women are perceived to be communal but not agentic, whereas men are perceived to be agentic but not communal. The present research tested whether exposure to reminders of the positive components of these gender stereotypes can lead to stereotype threat and subsequent performance deficits on the complementary dimension. Study 1 (N = 116 female participants) revealed that compared to a control/no-stereotype condition, exposure to reminders of the stereotype about women’s communality (but not to reminders of the stereotype about women’s beauty) impaired women’s math performance. In Study 2 (N = 86 male participants), reminders of the stereotype about men’s agency (vs. a control/no- stereotype condition) impaired men’s performance in a test of socio-emotional abilities. Consistent with previous research on stereotype threat, in both studies the effect was evident among participants with high domain identification. These findings extend our understanding of the potentially adverse implications of seemingly positive gender stereotypes. While the message that negative stereotypes are anti-egalitarian and socially unacceptable is reinforced in contemporary Western society, positive stereotypes are prevalent and considered socially acceptable (Czopp, Kay, & Cheryan, 2015). The present research tested whether, despite their subjectively positive tone, positive gender stereotypes might lead to negative outcomes. In particular, we examined whether highlighting the positive stereotypes about women’s communality and men’s agency can lead to stereotype threat effects. -
Does Physical Attractiveness and Sex Impact Decisions in a Threat Detection Task
DOES PHYSICAL ATTRACTIVENESS AND SEX IMPACT DECISIONS IN A THREAT DETECTION TASK A research project submitted in partial fulfilment of the requirements for the Degree of MASTER OF SCIENCE IN APPLIED PSYCHOLOGY At the UNIVERSITY OF CANTERBURY By JESSIE KENDALL UNIVERSITY OF CANTERBURY 2014 i ACKNOWLEDGEMENTS I would firstly like to thank Deak Helton for being an excellent and supportive supervisor. I am very grateful of your guidance and your efficient and thorough feedback that you have provided throughout the year. Also, to Kumar Yogeeswaran, my secondary supervisor, for your exceptional guidance and assistance. It has been a privilege to work with you both. A very big thank you also to Jon Wiltshire, who helped design and create the computer simulation game necessary for this research. I would also like to thank Christopher Burt for encouraging me to return to University to complete the second year of the APSY course after a break. 1 CONTENTS CONTENTS .............................................................................................................................................. 1 LIST OF TABLES .................................................................................................................................... 3 ABSTRACT .............................................................................................................................................. 4 SECTION I – INTRODUCTION .......................................................................................................... 5 1.1. STEREOTYPES -
Ilidigital Master Anton 2.Indd
services are developed to be used by humans. Thus, understanding humans understanding Thus, humans. by used be to developed are services obvious than others but certainly not less complex. Most products bioengineering, and as shown in this magazine. Psychology mightbusiness world. beBe it more the comparison to relationships, game elements, or There are many non-business flieds which can betransfered to the COGNTIVE COGNTIVE is key to a succesfully develop a product orservice. is keytoasuccesfullydevelopproduct BIASES by ANTON KOGER The Power of Power The //PsychologistatILI.DIGITAL WE EDIT AND REINFORCE SOME WE DISCARD SPECIFICS TO WE REDUCE EVENTS AND LISTS WE STORE MEMORY DIFFERENTLY BASED WE NOTICE THINGS ALREADY PRIMED BIZARRE, FUNNY, OR VISUALLY WE NOTICE WHEN WE ARE DRAWN TO DETAILS THAT WE NOTICE FLAWS IN OTHERS WE FAVOR SIMPLE-LOOKING OPTIONS MEMORIES AFTER THE FACT FORM GENERALITIES TO THEIR KEY ELEMENTS ON HOW THEY WERE EXPERIENCED IN MEMORY OR REPEATED OFTEN STRIKING THINGS STICK OUT MORE SOMETHING HAS CHANGED CONFIRM OUR OWN EXISTING BELIEFS MORE EASILY THAN IN OURSELVES AND COMPLETE INFORMATION way we see situations but also the way we situationsbutalsotheway wesee way the biasesnotonlychange Furthermore, overload. cognitive avoid attention, ore situations, guide help todesign massively can This in. take people information of kind explainhowandwhat ofperception egory First,biasesinthecat andappraisal. ory, self,mem perception, into fourcategories: roughly bedivided Cognitive biasescan within thesesituations. forusers interaction andeasy in anatural situationswhichresults sible toimprove itpos and adaptingtothesebiasesmakes ingiven situations.Reacting ways certain act sively helpstounderstandwhypeople mas into consideration biases ing cognitive Tak humanbehavior. topredict likely less or andmore relevant illusionsare cognitive In each situation different every havior day. -
Cognitive Biases in Software Engineering: a Systematic Mapping Study
Cognitive Biases in Software Engineering: A Systematic Mapping Study Rahul Mohanani, Iflaah Salman, Burak Turhan, Member, IEEE, Pilar Rodriguez and Paul Ralph Abstract—One source of software project challenges and failures is the systematic errors introduced by human cognitive biases. Although extensively explored in cognitive psychology, investigations concerning cognitive biases have only recently gained popularity in software engineering research. This paper therefore systematically maps, aggregates and synthesizes the literature on cognitive biases in software engineering to generate a comprehensive body of knowledge, understand state of the art research and provide guidelines for future research and practise. Focusing on bias antecedents, effects and mitigation techniques, we identified 65 articles (published between 1990 and 2016), which investigate 37 cognitive biases. Despite strong and increasing interest, the results reveal a scarcity of research on mitigation techniques and poor theoretical foundations in understanding and interpreting cognitive biases. Although bias-related research has generated many new insights in the software engineering community, specific bias mitigation techniques are still needed for software professionals to overcome the deleterious effects of cognitive biases on their work. Index Terms—Antecedents of cognitive bias. cognitive bias. debiasing, effects of cognitive bias. software engineering, systematic mapping. 1 INTRODUCTION OGNITIVE biases are systematic deviations from op- knowledge. No analogous review of SE research exists. The timal reasoning [1], [2]. In other words, they are re- purpose of this study is therefore as follows: curring errors in thinking, or patterns of bad judgment Purpose: to review, summarize and synthesize the current observable in different people and contexts. A well-known state of software engineering research involving cognitive example is confirmation bias—the tendency to pay more at- biases.