Bias
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Bias is a disproportionate weight in favor of or against an idea or thing, usually in a way that is inaccurate,
Etymology
The word appears to
It seems to have entered
Types
Cognitive biases
A cognitive bias is a repeating or basic misstep in thinking, assessing, recollecting, or other cognitive processes.[4] That is, a pattern of deviation from standards in judgment, whereby inferences may be created unreasonably.[5] People create their own "subjective social reality" from their own perceptions,[6] their view of the world may dictate their behaviour.[7] Thus, cognitive biases may sometimes lead to perceptual distortion, inaccurate judgment, illogical interpretation, or what is broadly called irrationality.[8][9][10] However some cognitive biases are taken to be adaptive, and thus may lead to success in the appropriate situation.[11] Furthermore, cognitive biases may allow speedier choices when speed is more valuable than precision.[12] Other cognitive biases are a "by-product" of human processing limitations,[13] coming about because of an absence of appropriate mental mechanisms, or just from human limitations in information processing.[14]
Anchoring
Anchoring is a
Apophenia
Apophenia, also known as patternicity,
Pareidolia is the visual or auditory form of apophenia. It has been suggested that pareidolia combined with hierophany may have helped ancient societies organize chaos and make the world intelligible.[24][25]
Attribution bias
An attribution bias can happen when individuals assess or attempt to discover explanations behind their own and others' behaviors.
Examples of attribution bias:[31]
Confirmation bias
Confirmation bias is the tendency to
Framing
Framing involves the
Cultural bias is the related phenomenon of interpreting and judging phenomena by standards inherent to one's own culture. Numerous such biases exist, concerning cultural norms for color, location of body parts,
Halo effect and horn effect
The halo effect and the horn effect are when an observer's overall impression of a person, organization, brand, or product influences their feelings about specifics of that entity's character or properties.[39][40][41]
The name halo effect is based on the concept of the
The opposite of the halo is the horn effect, when "individuals believe (that negative) traits are inter-connected."[54] The term horn effect refers to Devil's horns.[citation needed] It works in a negative direction: if the observer dislikes one aspect of something, they will have a negative predisposition towards other aspects.[55]
Both of these bias effects often clash with phrases such as "words mean something"[56][57] and "Your words have a history."[58]
Self-serving bias
Self-serving bias is the tendency for
Status quo bias
Status quo bias is an emotional bias; a preference for the current state of affairs. The current baseline (or status quo) is taken as a reference point, and any change from that baseline is perceived as a loss. Status quo bias should be distinguished from a rational preference for the status quo ante, as when the current state of affairs is objectively superior to the available alternatives, or when imperfect information is a significant problem. A large body of evidence, however, shows that status quo bias frequently affects human decision-making.[65]
Conflicts of interest
A conflict of interest is when a person or association has intersecting interests (financial, personal, etc.) which could potentially corrupt. The potential conflict is autonomous of actual improper actions, it can be found and intentionally defused before corruption, or the appearance of corruption, happens. "A conflict of interest is a set of circumstances that creates a risk that professional judgement or actions regarding a primary interest will be unduly influenced by a secondary interest."[66] It exists if the circumstances are sensibly accepted to present a hazard that choices made may be unduly affected by auxiliary interests.[67]
Bribery
Bribery is giving of money, goods or other forms of recompense to in order to influence the recipient's behavior.
Favoritism
Favoritism, sometimes known as in-group favoritism, or in-group bias, refers to a pattern of favoring members of one's
Lobbying
Lobbying is the attempt to influence choices made by administrators, frequently lawmakers or individuals from administrative agencies.[77][78][79] Lobbyists may be among a legislator's constituencies, or not; they may engage in lobbying as a business, or not. Lobbying is often spoken of with contempt, the implication is that people with inordinate socioeconomic power are corrupting the law in order to serve their own interests. When people who have a duty to act on behalf of others, such as elected officials with a duty to serve their constituents' interests or more broadly the common good, stand to benefit by shaping the law to serve the interests of some private parties, there is a conflict of interest. This can lead to all sides in a debate looking to sway the issue by means of lobbyists.
Regulatory issues
Self-regulation is the process whereby an organization monitors its own adherence to legal, ethical, or safety standards, rather than have an outside, independent agency such as a third party entity monitor and enforce those standards.[80] Self-regulation of any group can create a conflict of interest. If any organization, such as a corporation or government bureaucracy, is asked to eliminate unethical behavior within their own group, it may be in their interest in the short run to eliminate the appearance of unethical behavior, rather than the behavior itself.
Regulatory capture is a form of
Shilling
Shilling is deliberately giving spectators the feeling that one is an energetic autonomous
Statistical biases
Statistical bias is a systematic tendency in the process of data collection, which results in lopsided, misleading results. This can occur in any of a number of ways, in the way the sample is selected, or in the way data are collected.[87] It is a property of a statistical technique or of its results whereby the expected value of the results differs from the true underlying quantitative parameter being estimated.
Forecast bias
A forecast bias is when there are consistent differences between results and the forecasts of those quantities; that is: forecasts may have an overall tendency to be too high or too low.
Observer-expectancy effect
The observer-expectancy effect is when a
Reporting bias and social desirability bias
In epidemiology and empirical research, reporting bias is defined as "selective revealing or suppression of information" of undesirable behavior by subjects[88] or researchers.[89][90] It refers to a tendency to under-report unexpected or undesirable experimental results, while being more trusting of expected or desirable results. This can propagate, as each instance reinforces the status quo, and later experimenters justify their own reporting bias by observing that previous experimenters reported different results.
Social desirability bias is a bias within social science research where survey respondents can tend to answer questions in a manner that will be viewed positively by others.[91] It can take the form of over-reporting laudable behavior, or under-reporting undesirable behavior. This bias interferes with the interpretation of average tendencies as well as individual differences. The inclination represents a major issue with self-report questionnaires; of special concern are self-reports of abilities, personalities, sexual behavior, and drug use.[91]
Selection bias
Selection bias is the conscious or unconscious bias introduced into a study by the way individuals, groups or data are selected for analysis, if such a way means that true randomization is not achieved, thereby ensuring that the sample obtained is not representative of the population intended to be analyzed.[92] This results in a sample that may be significantly different from the overall population.
Prejudices
Bias and prejudice are usually considered to be closely related.
Ageism
Ageism is the stereotyping and/or discrimination against individuals or groups on the basis of their age. It can be used in reference to prejudicial attitudes towards older people, or towards younger people.
Classism
Classism is
Lookism
Lookism is stereotypes, prejudice, and discrimination on the basis of physical attractiveness, or more generally to people whose appearance matches cultural preferences.[97][98][99] Many people make automatic judgments of others based on their physical appearance that influence how they respond to those people.[100][101]
Racism
Racism consists of ideologies based on a desire to dominate or a belief in the inferiority of another race.[102][103] It may also hold that members of different races should be treated differently.[104][105][106]
Sexism
Contextual biases
Biases in academia
Academic bias
Academic bias is the bias or perceived bias of
There is some evidence that perception of classroom bias may be rooted in issues of sexuality, race, class and sex as much or more than in religion.[121][122]Experimenter bias
In
Funding bias
Funding bias refers to the tendency of a scientific study to support the interests of the study's financial sponsor. This phenomenon is recognized sufficiently that researchers undertake studies to examine bias in past published studies.
Full text on net bias
Full text on net (or FUTON) bias is a tendency of
The related bias, no abstract available bias (NAA bias) is scholars' tendency to cite journal articles that have an abstract available online more readily than articles that do not.[133][138]
Publication bias
Publication bias is a type of bias with regard to what academic research is likely to be published because of a tendency among researchers and journal editors to prefer some outcomes rather than others (e.g., results showing a significant finding), which leads to a problematic bias in the published literature.[139] This can propagate further as literature reviews of claims about support for a hypothesis will themselves be biased if the original literature is contaminated by publication bias.[140] Studies with significant results often do not appear to be superior to studies with a null result with respect to quality of design.[141] However, statistically significant results have been shown to be three times more likely to be published compared to papers with null results.[142]
Biases in law enforcement
Driving while black
Racial profiling
Racial profiling, or ethnic profiling, is the act of suspecting or targeting a person of a certain race on the basis of racially observed characteristics or behavior, rather than on individual suspicion.[145][146] Racial profiling is commonly referred to regarding its use by law enforcement, and its leading to discrimination against minorities.
Victim blaming
Victim blaming occurs when the victim of a wrongful act is held at fault for the harm that befell them.[147] The study of victimology seeks to mitigate the perception of victims as responsible.[148]
Biases in media
Media bias is the bias or perceived bias of journalists and news producers within the mass media in the selection of events, the stories that are reported, and how they are covered. The term generally implies a pervasive or widespread bias violating the standards of journalism, rather than the perspective of an individual journalist or article.[149] The level of media bias in different nations is debated. There are also watchdog groups that report on media bias.
Practical limitations to media neutrality include the inability of journalists to report all available stories and facts, the requirement that selected facts be linked into a coherent narrative,
Bias has been a feature of the mass media since its birth with the invention of the printing press. The expense of early printing equipment restricted media production to a limited number of people. Historians have found that publishers often served the interests of powerful social groups.[151]
Agenda setting
Agenda setting describes the capacity of the media to focus on particular stories, if a news item is covered frequently and prominently, the audience will regard the issue as more important. That is, its salience will increase.[152]
Gatekeeping
Gatekeeping is the way in which information and news are filtered to the public, by each person or corporation along the way. It is the "process of culling and crafting countless bits of information into the limited number of messages that reach people every day, and it is the center of the media's role in modern public life. [...] This process determines not only which information is selected, but also what the content and nature of the messages, such as news, will be."[153]
Sensationalism
Sensationalism is when events and topics in news stories and pieces are overhyped to present skewed impressions of events, which may cause a misrepresentation of the truth of a story.[154] Sensationalism may involve reporting about insignificant matters and events, or the presentation of newsworthy topics in a trivial or tabloid manner contrary to the standards of professional journalism.[155][156]
Other contexts
Educational bias
Bias in education refers to real or perceived bias in the educational system. The content of school textbooks is often the issue of debate, as their target audience is young people, and the term "whitewashing" is used to refer to selective removal of critical or damaging evidence or comment.[157][158][159] Religious bias in textbooks is observed in countries where religion plays a dominant role. There can be many forms of educational bias. Some overlooked aspects, occurring especially with the pedagogical circles of public and private schools—sources that are unrelated to fiduciary or mercantile impoverishment which may be unduly magnified—include teacher bias as well as a general bias against women who are going into STEM research.[160][161]
Inductive bias
Inductive bias occurs within the field of
Insider trading
Insider trading is the trading of a public company's stock or other securities (such as bonds or stock options) by individuals with access to non-public information about the company. In various countries, trading based on insider information is illegal because it is seen as unfair to other investors who do not have access to the information as the investor with insider information could potentially make far larger profits that a typical investor could make.
Match fixing
In organized
Implicit bias
An implicit bias, or implicit stereotype, is the unconscious attribution of particular qualities to a member of a certain social group.[165]
Implicit stereotypes are shaped by experience and based on learned associations between particular qualities and social categories, including race and/or gender. Individuals' perceptions and behaviors can be influenced by the implicit stereotypes they hold, even if they are unaware/unintentionally hold such stereotypes. Implicit bias is an aspect of implicit social cognition: the phenomenon that perceptions, attitudes, and stereotypes operate without conscious intention. For example, researchers may have implicit bias when designing survey questions and as a result, the questions do not produce accurate results or fail to encourage survey participation.[125] The existence of implicit bias is supported by a variety of scientific articles in psychological literature. Implicit stereotype was first defined by psychologists Mahzarin Banaji and Anthony Greenwald in 1995.
See also
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[I]n the more accurate and more specific sense [...] 'sexism' refers to a historically and globally pervasive form of oppression against women.
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Sexism usually refers to prejudice or discrimination based on sex or gender, especially against women and girls. [...] Sexism is an ideology or practices that maintain patriarchy or male domination.
Also see:Masequesmay, Gina (5 Jan 2024). "Sexism". Encyclopædia Britannica. Retrieved 19 Feb 2024. - ISBN 978-0-19-103747-4. Defines sexism as "thought or practice which may permeate language and which assumes women's inferiority to men".[page needed]
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Either sex may be the object of sexist attitudes [...] however, it is commonly held that, in developed societies, women have been the usual victims.
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Sexism is any act, attitude, or institutional configuration that systematically subordinates or devalues women. Built upon the belief that men and women are constitutionally different, sexism takes these differences as indications that men are inherently superior to women, which then is used to justify the nearly universal dominance of men in social and familial relationships, as well as politics, religion, language, law, and economics.
[page needed - Foster, Carly Hayden (2011). "Sexism". In Kurian, George Thomas (ed.). The Encyclopedia of Political Science. Washington, D.C.: CQ Press. ISBN 978-1-9331-1644-0.]
[B]oth men and women can experience sexism, but sexism against women is more pervasive [...]
[page needed - ISBN 978-0-631-21681-0.]
[T]he key test of whether something is sexist [...] lies in its consequences: if it supports male privilege, then it is by definition sexist. I specify 'male privilege' because in every known society where gender inequality exists, males are privileged over females.
[page needed - ISBN 978-0-1953-7522-0.
Although we speak of gender inequality, it is usually women who are disadvantaged relative to similarly situated men.
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Sexism, or prejudice toward one sex (almost always women), has existed throughout recorded history.
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Gender or Sex Discrimination: This term refers to the types of gender bias that have a negative impact. The term has legal, as well as theoretical and psychological, definitions. Psychological consequences can be more readily inferred from the latter, but both definitions are of significance. Theoretically, gender discrimination has been described as (1) the unequal rewards that men and women receive in the workplace or academic environment because of their gender or sex difference (DiThomaso, 1989); (2) a process occurring in work or educational settings in which an individual is overtly or covertly limited access to an opportunity or a resource because of a sex or is given the opportunity or the resource reluctantly and may face harassment for picking it (Roeske & Pleck, 1983); or (3) both.
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