Stereotypes are widely held, oversimplified generalizations and beliefs about a group of people, in which identical characteristics are assigned to virtually all members of that group regardless of actual individual variation.
The term was first introduced in 1922 by journalist Walter Lippmann, who described them as the “pictures in our heads” that help us interpret the world.
In psychology, a stereotype is the cognitive component of intergroup bias, not the feeling or the action. Prejudice is the feeling: the affective, emotional reaction to a group. Discrimination is the action: how we actually treat that group.
One advantage of a stereotype is that it enables us to respond rapidly to situations because we may have had a similar experience before.
One disadvantage is that it makes us ignore differences between individuals; therefore, we make generalizations and think things about people that might not be true.
Key Takeaways
- Definition: A stereotype is an oversimplified belief that everyone in a group shares the same traits.
- Why They Form: The brain uses stereotypes as a mental shortcut, or “cognitive miser,” to process social information quickly.
- Classic Study: The classic study found Princeton students agreed strongly on ethnic stereotypes, even with no personal contact with those groups.
- Warmth & Competence: The Stereotype Content Model shows most group stereotypes fall along two dimensions, warmth and competence, producing pride, pity, envy, or disgust.
- Stereotype Threat: Anxiety about confirming a negative stereotype can itself hurt performance, but simple interventions like self-affirmation can reduce the effect.
- Still Measurable Today: Large-scale hiring studies continue to find real, persistent discrimination linked to stereotyped group membership, well into the 2020s.
Why Stereotypes Form
While stereotypes can often be inaccurate, unfair, and damaging, human beings rely on them because they serve fundamental cognitive and social functions.
Stereotypes are a major way we simplify our social world. They reduce the amount of processing, or thinking, we have to do when we meet someone new.
Stereotypes lead to social categorization, which is one of the reasons for prejudiced attitudes (i.e., “them” and “us” mentality), which leads to in-groups and out-groups.
1. The “Cognitive Miser” and Heuristics
The human brain is constantly bombarded with vast amounts of complex social information.
Because our capacity to process information is limited, we subconsciously rely on social categorization to avoid information overload.
Stereotypes act as energy-saving mental blueprints (schemas) that allow us to process information quickly and make assumptions about unfamiliar people.
Gordon Allport referred to this as the “law of least effort”.
Because of this reliance on mental shortcuts, people frequently use the representativeness heuristic to make judgments.
This is the representativeness heuristic. We judge how likely someone belongs to a group by how closely they resemble our stereotype of it. Base rates and other statistical facts get ignored.
2. Social Identity and Categorization
As soon as humans interact, we naturally divide the world into ingroups (“us”) and outgroups (“them”).
According to Social Identity Theory (SIT), our self-concept and self-esteem are tied to the groups we belong to. This drives us to favor our own group and exaggerate the differences between it and others.
Tajfel (1969) named this the accentuation principle. Categorizing people exaggerates how similar group members seem, and how different two groups seem from each other. He called it ordinary cognition, not prejudice.
This social categorization leads to outgroup homogeneity, which is the belief that “they are all alike” while “we” are diverse.
Because we interact more frequently with our own group, we recognize the distinct differences among ingroup members, but view outgroup members through a generalized, stereotypical lens.
3. Illusory Correlation
Stereotypes are frequently formed and maintained through an illusory correlation, a cognitive bias where people perceive a relationship between two events or variables when none actually exists.
For instance, encountering a person from a minority group is a statistically infrequent (distinctive) event, and observing a negative behavior (like a crime) is also statistically infrequent.
When these two distinctive events co-occur, they capture our attention disproportionately, leading us to falsely conclude that the minority group is inherently associated with that negative behavior
This isn’t just a theoretical idea: Hamilton and Gifford (1976) demonstrated it experimentally, using invented groups with no real behavioral differences between them.
- Aim: To test whether a stereotype-like bias could emerge purely from how distinctive information is, with no real behavioral difference between two groups.
- Method: Participants read 39 sentences describing desirable/undesirable behaviors by members of two invented groups: a large Group A and a smaller, more distinctive Group B. The ratio of desirable to undesirable behavior was identical in both groups.
- Results: Participants overestimated how often Group B, the smaller and more distinctive group, performed undesirable behaviors. They also rated Group B less favorably overall, even though the two groups’ behavior was statistically identical.
- Conclusion: A stereotype can form from ordinary information-processing biases alone. Because real minority groups are smaller, their rare negative acts stand out more, which may help explain why minorities disproportionately acquire unfair reputations.
The study shows this bias is sufficient to create a stereotype on its own. It doesn’t prove distinctiveness is the main cause of any real-world stereotype, since the experiment stripped away history, power, and real contact between groups.
Examples
Gender Stereotypes
Gender stereotypes involve rigid societal beliefs about how men and women are expected to behave, often exaggerating differences and ignoring individual personality traits.
- Personality and Temperament: Men are frequently stereotyped as possessing “agentic” traits, meaning they are expected to be assertive, controlling, dominant, independent, aggressive, and sharp-witted. In contrast, women are stereotyped as having “communal” traits, meaning they are expected to be cautious, emotional, warm, helpful, kind, and affectionate.
- Childhood Expectations: These assumptions begin very early; before a child is even born, society often assumes that “boys will be rough and like blue, while girls will be delicate and like pink”. Furthermore, behavioral stereotypes dictate that “girls play with dolls” and “boys don’t cry”.
- Capabilities and Careers: A pervasive stereotype exists that women are “nice but not very competent,” whereas men are “competent but not very nice”. This extends to the workplace, where traditional stereotypes dictate that men are doctors or Wall Street bankers, and women are nurses or child care workers. Women in leadership face a “double bind”: if they act in stereotypically communal ways, they are viewed as having low leadership potential, but if they act in forceful, agentic ways, they are criticized for not acting like a woman should.
- Sexism: Gender stereotypes often manifest as hostile sexism (the belief that women are inferior, less intelligent, and less competent than men) and benevolent sexism (the patronizing belief that women are kinder, purer, and more moral than men, and therefore require male protection).
Age and Social Class Stereotypes
The Stereotype Content Model categorizes many social groups based on perceived warmth and competence.
- Older Adults: The elderly are widely stereotyped as being slow, incompetent, physically weak, and forgetful. However, because they are viewed as harmless, they are also stereotyped as “warm,” which typically elicits pity.
- Younger Adults: Conversely, younger adults are often stereotyped by older generations as being immature and irresponsible.
- The Poor and Homeless: Homeless individuals, the very poor, and drug addicts are frequently stereotyped as having no redeeming features. They are viewed as neither warm nor competent, eliciting active disgust and societal neglect.
- The Wealthy: Rich people and business outsiders are often stereotyped as highly competent but “cold” and untrustworthy, which typically elicits feelings of envy and resentment.
- Housewives: Stereotyped as possessing high warmth but lower competence.
Physical Appearance and Occupational Stereotypes
People frequently draw immediate conclusions about an individual’s character based purely on their physical features or job title.
- Attractivenes Stereotype (Halo Effect): We tend to automatically assume that physically attractive individuals also possess more attractive personalities. Beautiful people are stereotyped as being “good,” sociable, extroverted, popular, sexually warm, kind, and successful.
- Baby Faces: Individuals with features reminiscent of small children—such as big eyes, a small chin, and a high forehead—are stereotypically perceived as having childlike psychological traits, such as being naive, warm, and submissive.
- Facial and Body Features: There are unfounded but widely held stereotypes that “fat people are jolly,” high foreheads indicate superior intelligence, eyes that are too close together signal untrustworthiness, and redheads have fiery tempers.
- Occupations: Entire professions are often stereotyped, such as the assumption that accountants are conformists and artists are eccentric.
Impact of Stereotypes
Once formed, stereotypes are deeply ingrained and stubbornly resistant to change.
They profoundly influence our memory, automatic reactions, and the behavior of both the perceiver and the targeted individual.
1. Distorting Memory and Perception
Stereotypes act as a filter through which we perceive reality, causing us to notice, rehearse, and remember information that confirms our preconceived expectations.
Through confirmatory bias, the tendency to notice information that validates existing beliefs, individuals ignore counter-stereotypical evidence.
This cognitive filter leads to systematic memory errors. In most cases, humans recall schema-consistent details while discarding facts that challenge their prejudices.
Allport and Postman (1947)
In one classic study, participants viewed an image of a White man holding a razor while arguing with a Black man on a subway. When later asked to recall the image, many participants falsely remembered the Black man holding the razor, illustrating how a racial stereotype of violence warped their memory of an objective image.
- Aim: To investigate how racial stereotypes distort memory during communication.
- Method: White participants viewed a drawing of a subway scene in which a White man held a razor while arguing with a Black man. The description was then passed along a chain of participants via serial reproduction.
- Results: In over half of the reproduction chains, the razor was erroneously transposed from the White man to the Black man.
- Conclusion: Pre-existing racial stereotypes actively alter memory encoding and retrieval, transforming objective visual data to fit cultural biases.
Cohen (1981)
In another experiment, participants watched a video of a woman eating dinner. Half were told she was a waitress; the other half were told she was a librarian. Those who thought she was a waitress selectively remembered that she drank beer, while those who believed she was a librarian remembered her wearing glasses and listening to classical music.
- Aim: To determine if occupational stereotypes cause selective memory retrieval.
- Method: Participants watched a video of a woman having dinner with her husband; half were told she was a waitress, half that she was a librarian. Memory for details was then measured.
- Results: Participants who believed the woman was a waitress accurately recalled her drinking beer. Conversely, individuals who thought she was a librarian remembered her wearing glasses and listening to classical music.
- Conclusion: Occupational stereotypes function as selective retrieval cues, prioritizing memory for schema-consistent behaviors over inconsistent details.
2. Automaticity and Subliminal Priming
Stereotypes can be activated completely outside of conscious awareness.
Subconscious cues activate stereotypes automatically without conscious awareness or intent.
Via implicit cognition (unconscious mental processing), stereotypes trigger biased behavioral and perceptual responses before conscious thought intervenes.
Despite explicitly rejecting discrimination, individuals frequently harbor these hidden biases. Deep within the human psyche, cultural conditioning embeds these associations.
Bargh, Chen, and Burrows (1996)
In a famous experiment by Bargh et al. (1996), participants who were asked to unscramble sentences containing words related to the elderly (e.g., grey, retired, wise) subsequently walked down the hallway significantly slower than participants primed with neutral words.
- Aim: To test whether subliminal priming of an elderly stereotype alters physical behavior.
- Method: Participants unscrambled sentences containing elderly-stereotype words (e.g. “wrinkle,” “retired”) or neutral words, then secretly had their walking speed down a hallway timed afterward.
- Results: Participants who were primed with elderly words walked down the hallway significantly slower than the control group.
- Conclusion: Activating a stereotype can automatically trigger consistent behavioral representations without conscious awareness or deliberation.
Greenwald, McGhee, and Schwartz (1998)
Because of this automaticity, people may harbor implicit prejudices even if they consciously reject discrimination. Instruments like the Implicit Association Test (IAT) have revealed that a majority of individuals exhibit subconscious hesitation when forced to pair minority faces with positive words, reflecting culturally absorbed stereotypes rather than explicit hostility.
- Aim: To measure implicit prejudice through rapid behavioral associations.
- Method: The Implicit Association Test (IAT) required participants to rapidly pair racial-minority faces with positive or negative words, with response latencies recorded in milliseconds.
- Results: A significant majority of participants exhibited slower reaction times when pairing minority faces with positive concepts.
- Conclusion: Automaticity causes individuals to retain culturally absorbed stereotypes that conflict with their explicit, egalitarian values.
Devine (1989): Is Activation Itself Automatic?
A further question is whether stereotype activation is fully automatic for everyone, regardless of how prejudiced someone consciously is.
- Aim: To test whether racial-stereotype activation is automatic and equally strong in low- and high-prejudice individuals.
- Method: Participants were classified as low- or high-prejudice by questionnaire. Race-stereotype words were then flashed subliminally, too fast to consciously notice, at a high or low density, before participants rated how hostile an ambiguous target person seemed.
- Results: Participants given the high-density prime rated the target as more hostile than those given the low-density prime, regardless of their own prejudice level.
- Conclusion: Stereotype content is activated automatically across the prejudice spectrum. Low- and high-prejudice people differ not in whether the stereotype fires, but in whether they consciously inhibit it afterward.
3. The Self-Fulfilling Prophecy
When a person holds a stereotype about someone, they often treat that person in a way that unknowingly pushes them to conform to it. This is a self-fulfilling prophecy: an expectation that, simply by changing how we act, ends up making itself come true.
The mechanism behind it is measurable. Word, Zanna and Cooper (1974) found that interviewers unknowingly showed less warmth, such as less eye contact and shorter interviews, toward Black applicants than white applicants.
When trained interviewers deliberately copied that cold style onto white applicants only, those applicants performed noticeably worse and felt more nervous. Nothing about the applicants themselves had changed.
For instance, if an interviewer holds a negative stereotype about a minority applicant, they may act distant, make less eye contact, and cut the interview short.
The applicant, sensing this hostility, may become nervous, defensive, and uncommunicative.
The interviewer then interprets the applicant’s poor performance as validation of the original stereotype, entirely unaware that their own behavior caused it.
4. Stereotype Threat
Stereotype threat is the psychological apprehension or anxiety experienced by members of a specific group when they fear their behavior might confirm a negative cultural stereotype about their group.
This psychological burden consumes cognitive resources and suppresses performance.
It often triggers individuals to unintentionally demonstrate the very behavior that supports the existing stereotype, resulting in a self-fulfilling prophecy
- In a hallmark study by Steele and Aronson (1995), African American students performed significantly worse on a difficult verbal exam when they were told the test measured “intellectual ability” (which activated the negative stereotype). However, when told the test was merely a problem-solving exercise unrelated to ability, they performed equally as well as White students.
- Similarly, when women are reminded of the stereotype that “men are better at math,” their performance on mathematical exams plummets. If they are told the test shows no gender differences, their performance matches that of men.
Fortunately, stereotype threat can be mitigated.
Research shows that self-affirmation can help. Reminding oneself of positive personal qualities and values before a threatening situation dramatically reduces the anxiety caused by negative stereotypes, and can erase the performance gap entirely.
Stereotype Content Model (SCM)
The Stereotype Content Model (SCM) proposes that the ways we categorize and stereotype other people are systematic, predictable, and based on universal principles.
It argues that social groups across the world are viewed and mapped along two fundamental dimensions: warmth and competence.
Two Fundamental Dimensions
When humans encounter a new person or group, they intuitively and rapidly seek to answer two universal evolutionary questions:
- Warmth: Do they have good or ill intentions toward me? (Friend or foe?)
- Competence: Do they have the ability to carry out those intentions?
Together, these two dimensions are remarkably powerful, accounting for 80 to 90 percent of the variance in how we form impressions of individuals and groups.
Social Structural Antecedents
The SCM posits a specific causal chain: social structure dictates perceived stereotypes, which generate specific emotional prejudices, which in turn drive behavior.
Where do these perceptions of warmth and competence come from?
- Warmth is driven by perceived competition: If an outgroup’s goals conflict with or do not support the ingroup’s goals, they are viewed as untrustworthy and lacking good intentions, thus resulting in a low-warmth stereotype.
- Competence is driven by perceived status: Following a “just-world” belief that groups get what they deserve, people infer that individuals occupying high-status positions in society must possess high ability, resulting in a high-competence stereotype.
Four Quadrants and Emotional Prejudices
The combinations of high and low warmth and competence divide groups into four distinct quadrants. Each quadrant elicits a specific emotional response from perceivers:
- High Warmth / High Competence (Pride) This quadrant is typically reserved for the ingroup, its allies, and dominant societal reference groups, such as the middle class or the majority racial and religious groups. Because they are associated with positive outcomes that reflect well on the perceiver, they elicit feelings of pride.
- Low Warmth / Low Competence (Disgust) Considered the “lowest of the low,” these groups are stereotyped as having no redeeming features. They are viewed as having bad intentions (e.g., not playing by the rules) and being entirely incapable. Examples often include the very poor, homeless individuals, and drug addicts. Society perceives them as a burden and reacts with unadulterated disgust.
- High Warmth / Low Competence (Pity) This quadrant represents an ambivalent stereotype, where a group is viewed highly on one dimension but low on the other. Groups here are seen as benign, harmless, and likable, but lacking respect for their abilities—such as the elderly, disabled people, or stereotypical “housewives”. Because their negative outcomes are seen as not being their fault, they elicit pity.
- Low Warmth / High Competence (Envy) This is also an ambivalent stereotype. Groups in this quadrant are viewed as highly capable and talented but socially detached, cold, or competitive. Examples include rich people, business outsiders, or minorities labeled as a “model minority”. They earn grudging respect but elicit envy and resentment because their success is seen as depriving the ingroup.
Behavioral Consequences (The BIAS Map)
The SCM further explains how these stereotype quadrants predict our behavioral tendencies toward different groups, classifying behaviors as either active or passive.
- Warmth dictates active behaviors: Groups perceived as warm elicit active facilitation (help and protection), whereas groups perceived as cold elicit active harm (attack and fight).
- Competence dictates passive behaviors: Groups perceived as competent elicit passive association (going along to get along), whereas groups perceived as incompetent elicit passive harm (neglect and exclusion).
This means ambivalently stereotyped groups receive mixed treatments.
For instance, pitied groups (high warmth/low competence) receive active help but passive neglect (e.g., institutionalizing the elderly).
Envied groups (low warmth/high competence) might enjoy passive association (e.g., people shopping at their successful businesses) but face active harm or attack when social order breaks down.
Global Relevance and Subtypes
The SCM patterns occur all over the world, showing that bias is rarely simple antipathy. In fact, across cultures, the majority of societal groups fall into the two ambivalent (mixed) quadrants.
The model is also highly effective at explaining complex, specific prejudices, such as sexism.
Ambivalent sexism perfectly aligns with the SCM. Traditional women are often placed in the high-warmth/low-competence quadrant, eliciting paternalistic pity (benevolent sexism). Non-traditional women, such as feminists or career women, are placed in the low-warmth/high-competence quadrant instead, eliciting hostile envy.
Similarly, stereotypes can differentiate within a single category, such as viewing Black professionals through the lens of pride while viewing poor Black individuals through the lens of disgust.
Racial Stereotypes
Stereotypes also form around race, culture, and ethnicity, and they shift with social and economic pressures over time. Common examples include:
- Italians and Germans: Media and societal prejudice have stereotyped Italians as “Mafia-like mobsters” or as highly passionate, and Germans as methodical.
- Jews and Turkish People: Common stereotypes portray Jews as “greedy bankers” and Turkish people as “cruel, very religious, and treacherous.”
- Asian Americans: Stereotyped as hardworking, ambitious, and highly intelligent. Although this seems positive, it is limiting: it ignores individual differences, such as those who struggle with or dislike math and science.
- “Perpetual Foreigner”: In other contexts, Asian Americans are stereotyped as “cold, sly, and intelligent.” Because they are sometimes seen as “quiet” and “reserved,” they can be unfairly misjudged as “cold, stoic, and unfriendly.”
- Black Men: A common stereotype portrays Black men as exceptionally athletic but less intelligent, which obscures the reality that athletic and intellectual ability vary widely across all individuals.
Katz and Braly (1933) – Racial Stereotyping
The most famous study of racial stereotyping was published by Katz and Braly in 1933. They reported the results of a questionnaire completed by students at Princeton University in the USA.
They found that students held clear, negative stereotypes – few students expressed any difficulty in responding to the questionnaire.
Most students at that time would have been white Americans. The pictures of other ethnic groups included Jews as shrewd and mercenary, Japanese as shrewd and sly, Black people as lazy and happy-go-lucky, and Americans as industrious and intelligent.
Not surprisingly, racial stereotypes always seem to favor the race of the holder and belittle other races. It is probably true to say that every ethnic group has racial stereotypes of other groups.
Some psychologists argue that it is a “natural” aspect of human behavior, which can be seen to benefit each group because it helps, in the long run, to identify with one’s own ethnic group and so find protection and promote the safety and success of the group.
There is no evidence for this view, however, and many writers argue that it is merely a way of justifying racist attitudes and behaviors.
- Aim: To investigate the stereotypical attitudes of Americans towards different races.
- Method: American university students were given a list of nationalities and ethnic groups (e.g., Irish, Germans) and 84 personality traits. They were asked to pick five or six traits they thought typical of each group.
- Results: White Americans were rated industrious, progressive, and ambitious; African Americans were rated lazy, ignorant, and musical. Agreement was high even among students with no personal contact with the group being rated.
- Conclusion: Ethnic stereotypes are widespread and shared by members of a particular social group.
Research Evaluation
The Katz and Braly studies were done in the 1930s. Attitudes have shifted since then, so today’s students may hold these stereotypes less strongly.
Later studies, in 1951 and 1969, found real change. Stereotypes grew more positive over time. Belief in specific ethnic traits still persisted.
Also, it should be noted that this study has relied entirely on verbal reports and is, therefore, extremely low in ecological validity.
Just because participants in a study will trot out stereotypes when asked does not mean to say that people go around acting on them. People do not necessarily behave as though the stereotypes are true.
The information given to participants is limited. This can create demand characteristics. Participants figure out what the experiment is about and change their behavior, for example by giving the results the psychologist wants.
Finally, there is the problem of social desirability with questionnaire research – people may lie.
Frequently Asked Questions
What are some strategies to challenge and overcome stereotypes?
Some strategies to challenge and overcome stereotypes include increasing awareness and understanding through education and exposure to diverse perspectives, engaging in critical thinking, and questioning assumptions.
Likewise, fostering empathy and open-mindedness, actively seeking out counter-stereotypical information and experiences, promoting positive intergroup contact and dialogue, and advocating for equal representation and inclusive policies.
By consciously challenging our own biases, engaging in constructive conversations, and promoting inclusivity, we can begin to break down stereotypes and work towards a more equitable society.
Can stereotypes influence our behavior and decision-making?
Yes, stereotypes can influence our behavior and decision-making. When we hold stereotypes about certain groups, these beliefs can unconsciously shape our perceptions, attitudes, and actions towards individuals belonging to those groups.
Stereotypes can impact how we interpret information, how we interact with others, and even our hiring and promotion decisions. They can lead to unfair treatment, prejudice, and discrimination.
It is important to be aware of the influence of stereotypes on our behavior and actively challenge and mitigate their effects to promote fairness and equality.
How do stereotypes impact intergroup relations and conflicts?
Stereotypes can have a detrimental impact on intergroup relations and contribute to conflicts. They reinforce divisions and promote an “us vs. them” mentality, fueling prejudice and discrimination.
Stereotypes can create misunderstandings, mistrust, and hostility between different groups, leading to strained interactions and strained social dynamics. They can perpetuate stereotypes further, leading to a vicious cycle of negative intergroup perceptions.
What role does socialization play in the formation of stereotypes?
Socialization plays a significant role in the formation of stereotypes. From an early age, individuals are exposed to social and cultural influences that shape their perceptions of different groups.
Family, peers, media, and educational institutions all contribute to the transmission of stereotypes. Through observation, social norms, and direct teachings, individuals learn and internalize stereotypes about various social categories.
These stereotypes become ingrained in their belief systems and influence their attitudes and behaviors. Socialization processes play a crucial role in perpetuating and reinforcing stereotypes, highlighting the importance of promoting inclusive socialization practices to challenge and change these biases.
Critical Evaluation
The mechanisms above explain how stereotypes form and how they change behavior. Two further questions remain: are any stereotypes actually accurate, and does the evidence for these effects hold up under closer, more recent scrutiny?
Kernel of Truth: Are Stereotypes Ever Accurate?
Allport (1954) called this a “kernel of truth.” The human mind, he wrote, “must think with the aid of categories.”
A single striking experience can be over-generalized into a sweeping claim about a whole group. Seeing one tourist from a country photographing everything in sight, for instance, does not logically justify a claim about everyone from that country.
This is not the same as saying stereotypes are harmless.
McCauley and Stitt (1978) pointed out that “typical” really means characteristic: true of a higher percentage of the group than of people in general, not an exceptionless rule.
Most stereotypes are also mixed rather than one-sided. Minority groups tend to be seen as either “nice but incompetent” or “not nice but competent” (Operario & Fiske, 2004). The pattern reflects the group’s relationship with the majority, not a fixed, uniformly negative view.
Contemporary Research
More recent, large-scale evidence updates two parts of this picture.
Hiring Discrimination Persists
- Aim: To establish, by meta-analysis, whether racial discrimination in hiring in the US had genuinely declined since the earliest field-experiment studies.
- Method: Quillian, Pager, Hexel and Midtbøen (2017) meta-analyzed 24 field experiments from 1989–2015, covering more than 54,000 job applications from fictitious, equally-qualified white and Black or Latino applicants.
- Results: White applicants received callbacks about 36% more often than equally-qualified Black applicants, and this gap showed no significant decline across the 25+ year span studied.
- Conclusion: Hiring discrimination is not a relic of the Katz and Braly era; it is a persistent, measurable feature of modern labor markets. A 2023 follow-up across six Western countries (Quillian & Lee, 2023) found the same pattern, and in some places a worsening one.
Algorithmic Bias
A different, genuinely new line of evidence asks whether machines learn the same stereotypes people do. Caliskan, Bryson and Narayanan (2017) tested word-embedding models, statistical representations of word meaning learned automatically from huge amounts of ordinary human text, with no social content programmed in.
The models reproduced human associations with striking fidelity. Names linked to European-American identity were rated more pleasant than names linked to African-American identity. Female-linked words were also tied more closely to family and arts than to career and science.
None of this was explicitly programmed.
The model absorbed it purely from patterns already present in ordinary written language, and any AI system trained on similar text can reproduce and amplify the same associations.
References
Allport, G. W., & Postman, L. J. (1947). The psychology of rumor. Henry Holt & Co.
Allport, G. W. (1954). The nature of prejudice. Addison-Wesley.
Bargh, J. A., Chen, M., & Burrows, L. (1996). Automaticity of social behavior: Direct effects of trait construct and stereotype activation on action. Journal of Personality and Social Psychology, 71(2), 230–244.
Caliskan, A., Bryson, J. J., & Narayanan, A. (2017). Semantics derived automatically from language corpora contain human-like biases. Science, 356(6334), 183–186. https://doi.org/10.1126/science.aal4230
Cardwell, M. (1996). Dictionary of Psychology. Chicago IL: Fitzroy Dearborn.
Cohen, C. E. (1981). Person categories and selective information acquisition to the simulated retrieval of information about others. Journal of Personality and Social Psychology, 40(3), 441–452.
Cuddy, A. J., Fiske, S. T., Kwan, V. S., Glick, P., Demoulin, S., Leyens, J. P., … & Ziegler, R. (2009). Stereotype content model across cultures: Towards universal similarities and some differences. British journal of social psychology, 48(1), 1-33.
Devine, P. G. (1989). Stereotypes and prejudice: Their automatic and controlled components. Journal of Personality and Social Psychology, 56(1), 5–18. https://doi.org/10.1037/0022-3514.56.1.5
Katz, D., & Braly, K. (1933). Racial stereotypes of one hundred college students. Journal of Abnormal and Social Psychology, 28(3), 280–290. https://doi.org/10.1037/h0074049
Greenwald, A. G., McGhee, D. E., & Schwartz, J. L. (1998). Measuring individual differences in implicit cognition: The implicit association test. Journal of Personality and Social Psychology, 74(6), 1464–1480.
Hamilton, D. L., & Gifford, R. K. (1976). Illusory correlation in interpersonal perception: A cognitive basis of stereotypic judgments. Journal of Experimental Social Psychology, 12(4), 392–407. https://doi.org/10.1016/S0022-1031(76)80006-6
Martens, A., Johns, M., Greenberg, J., & Schimel, J. (2006). Combatting stereotype threat: The effects of self-affirmation on women’s math performance. Journal of Experimental Social Psychology, 42(2), 236–243.
Quillian, L., & Lee, J. J. (2023). Trends in racial and ethnic discrimination in hiring in six Western countries. Proceedings of the National Academy of Sciences, 120(6), e2212875120. https://doi.org/10.1073/pnas.2212875120
Quillian, L., Pager, D., Hexel, O., & Midtbøen, A. H. (2017). Meta-analysis of field experiments shows no change in racial discrimination in hiring over time. Proceedings of the National Academy of Sciences, 114(41), 10870–10875. https://doi.org/10.1073/pnas.1706255114
Shih, M., Pittinsky, T. L., & Ambady, N. (1999). Stereotype susceptibility: Identity salience and shifts in quantitative performance. Psychological science, 10(1), 80-83.
Steele, C. M., & Aronson, J. (1995). Stereotype threat and the intellectual test performance of African Americans. Journal of personality and social psychology, 69(5), 797.
Tajfel, H. (1969). Social and cultural factors in perception. In G. Lindzey & E. Aronson (Eds.), Handbook of social psychology (2nd ed., Vol. 3, pp. 315–394). Addison-Wesley.
Word, C. O., Zanna, M. P., & Cooper, J. (1974). The nonverbal mediation of self-fulfilling prophecies in interracial interaction. Journal of Experimental Social Psychology, 10(2), 109–120.