Systemic bias is the inherent tendency of a process to support particular outcomes. The term generally refers to human systems such as institutions. Systemic bias is related to and overlaps conceptually with institutional bias and structural bias, and the terms are often used interchangeably.
In systemic bias institutional practices tend to exhibit a bias which leads to the preferential treatment or advantage of specific social groups, while others experience disadvantage or devaluation. This bias may not necessarily stem from intentional prejudice or discrimination but rather from the adherence to established rules and norms by the majority.
Systemic bias includes institutional, systemic, and structural bias which can lead to
institutional racism
Institutional racism, also known as systemic racism, is a form of institutional discrimination based on Race (human categorization), race or ethnic group and can include policies and practices that exist throughout a whole society or organizati ...
, which is a type of racism that is integrated into the laws, norms, and regulations of a society or establishment. Structural bias, in turn, has been defined more specifically in reference to racial inequities as "the normalized and legitimized range of policies, practices, and attitudes that routinely produce cumulative and chronic adverse outcomes for minority populations". The issues of systemic bias are dealt with extensively in the field of
industrial organization
In economics, industrial organization is a field that builds on the theory of the firm by examining the structure of (and, therefore, the boundaries between) firms and markets. Industrial organization adds real-world complications to the per ...
economics.
In human institutions
Cognitive bias
A cognitive bias is a systematic pattern of deviation from norm (philosophy), norm or rationality in judgment. Individuals create their own "subjective reality" from their perception of the input. An individual's construction of reality, not the ...
is inherent in the experiences, loyalties, and relationships of people in their daily lives, and new biases are constantly being discovered and addressed on both an ethical and political level. For example, the goal of
affirmative action in the United States
In the United States, affirmative action consists of government-mandated, government-approved, and voluntary private programs granting special consideration to groups considered or classified as historically excluded, specifically racial minor ...
is to counter biases concerning gender, race, and
ethnicity
An ethnicity or ethnic group is a group of people with shared attributes, which they Collective consciousness, collectively believe to have, and long-term endogamy. Ethnicities share attributes like language, culture, common sets of ancestry, ...
, by opening up institutional participation to people with a wider range of backgrounds, and hence a wider range of points of view. In
India
India, officially the Republic of India, is a country in South Asia. It is the List of countries and dependencies by area, seventh-largest country by area; the List of countries by population (United Nations), most populous country since ...
, the system of
Scheduled Castes and Tribes intends to address systemic bias caused by the controversial
caste
A caste is a Essentialism, fixed social group into which an individual is born within a particular system of social stratification: a caste system. Within such a system, individuals are expected to marry exclusively within the same caste (en ...
system, a system centered on organized
discrimination
Discrimination is the process of making unfair or prejudicial distinctions between people based on the groups, classes, or other categories to which they belong or are perceived to belong, such as race, gender, age, class, religion, or sex ...
based upon one's ancestry, not unlike
the system that affirmative action aims to counter. Both the scheduling system and affirmative action mandate the hiring of citizens from within designated groups. However, without sufficient restrictions based upon the actual socio-economic standing of the recipients of the aid provided, these types of systems can allegedly result in the unintentional institutionalization of a reversed form of the same systemic bias, which works against the goal of rendering institutional participation open to people with a wider range of backgrounds.
Unconscious bias training has become common in many organizations, which is theorized to address both systemic and structural bias. This training addressed the practices and policies of the organization, such as hiring practices that favor
social network
A social network is a social structure consisting of a set of social actors (such as individuals or organizations), networks of Dyad (sociology), dyadic ties, and other Social relation, social interactions between actors. The social network per ...
ing, or a grooming policy that disadvantages people with
Afro-textured hair.
Major causes
The study of systemic bias as part of the field titled
organizational behavior
Organizational behavior or organisational behaviour (see American and British English spelling differences, spelling differences) is the "study of human behavior in organizational settings, the interface between human behavior and the organiza ...
in
industrial organization
In economics, industrial organization is a field that builds on the theory of the firm by examining the structure of (and, therefore, the boundaries between) firms and markets. Industrial organization adds real-world complications to the per ...
economics is studied in several principle modalities in both non-profit and for-profit institutions. The issue of concern is that patterns of behavior may develop within large institutions which become harmful to the productivity and viability of the larger institutions from which they develop, as well as the community they occupy. The three major categories of study for maladaptive organizational behavior and systemic bias are counterproductive work behavior, human resource mistreatment, and the amelioration of stress-inducing behavior.
Racism
Racism
Racism is the belief that groups of humans possess different behavioral traits corresponding to inherited attributes and can be divided based on the superiority of one Race (human categorization), race or ethnicity over another. It may also me ...
is prejudice, discrimination or hostility towards other people because they are of a different
racial
Race is a categorization of humans based on shared physical or social qualities into groups generally viewed as distinct within a given society. The term came into common usage during the 16th century, when it was used to refer to groups of va ...
or
ethnic
An ethnicity or ethnic group is a group of people with shared attributes, which they collectively believe to have, and long-term endogamy. Ethnicities share attributes like language, culture, common sets of ancestry, traditions, society, re ...
origin. Medical students conducted studies to investigate systemic biases associated with race. The result of the study showed that due to systemic bias, certain groups of people are marginalized due to race and differences, their professional careers are threatened, and more homework/responsibility is given to those in the minority group.
Counterproductive work behavior
Counterproductive work behavior
Counterproductive work behavior (CWB) is employee's behavior that goes against the legitimate interests of an organization. This behavior can harm the organization, other people within it, and other people an ...
consists of behavior by employees that harms or intends to harm organizations and people in organizations.
Mistreatment of human resources
There are several types of mistreatment that employees endure in organizations.
*
Abusive supervision: the extent to which a
supervisor
A supervisor, or lead, (also known as foreman, boss, overseer, facilitator, monitor, area coordinator, line-manager or sometimes gaffer) is the job title of a lower-level management position and role that is primarily based on authority over la ...
engages in a pattern of behavior that harms subordinates.
*
Bullying
Bullying is the use of force, coercion, Suffering, hurtful teasing, comments, or threats, in order to abuse, aggression, aggressively wikt:domination, dominate, or intimidate one or more others. The behavior is often repeated and habitual. On ...
: although definitions of bullying vary, it involves a repeated pattern of harmful behaviors directed towards an individual.
*
Incivility
Incivility is a general term for social behaviour lacking in civility or good manners, on a scale from rudeness or lack of respect for elders, to vandalism and hooliganism, through public drunkenness and threatening behaviour. The word "in ...
: low-intensity discourteous and
rude behavior with ambiguous intent to harm that violates
norms for appropriate behavior in the workplace.
*
Sexual harassment
Sexual harassment is a type of harassment based on the sex or gender of a victim. It can involve offensive sexist or sexual behavior, verbal or physical actions, up to bribery, coercion, and assault. Harassment may be explicit or implicit, wit ...
: behavior that denigrates or mistreats an individual due to their gender, creates an offensive workplace, and interferes with an individual being able to do their job.
*
Occupational stress
Occupational stress is psychological stress related to one's job. Occupational stress refers to a chronic condition. Occupational stress can be managed by understanding what the stressful conditions at work are and taking steps to remediate tho ...
: the imbalance between the demands (aspects of the job that require mental or physical effort) and resources that help cope with these demands.
Example
''
Financial Week'' reported in May 2008:
Versus systematic bias
In
engineering
Engineering is the practice of using natural science, mathematics, and the engineering design process to Problem solving#Engineering, solve problems within technology, increase efficiency and productivity, and improve Systems engineering, s ...
and
computational mechanics
Computational mechanics is the discipline concerned with the use of computational methods to study phenomena governed by the principles of mechanics. Before the emergence of computational science (also called scientific computing) as a "third wa ...
, the word ''bias'' is sometimes used as a synonym of
systematic error
Observational error (or measurement error) is the difference between a measurement, measured value of a physical quantity, quantity and its unknown true value.Dodge, Y. (2003) ''The Oxford Dictionary of Statistical Terms'', OUP. Such errors are ...
. In this case, the bias is referred to the result of a measurement or computation, rather than to the measurement instrument or computational method.
Some authors try to draw a distinction between systemic and systematic corresponding to that between unplanned and planned, or to that between arising from the characteristics of a system and from an individual flaw. In a less formal sense, ''systemic'' biases are sometimes said to arise from the nature of the interworkings of the system, whereas ''systematic'' biases stem from a concerted effort to favor certain outcomes. Consider the difference between affirmative action (systematic) compared to racism and caste (systemic).
See also
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Bandwagon effect
The bandwagon effect is a psychological phenomenon where people adopt certain behaviors, styles, or attitudes simply because others are doing so. More specifically, it is a cognitive bias by which public opinion or behaviours can alter due to ...
*
Disinformation
Disinformation is misleading content deliberately spread to deceive people, or to secure economic or political gain and which may cause public harm. Disinformation is an orchestrated adversarial activity in which actors employ strategic dece ...
*
Echo chamber (media)
image:Hallraum TU Dresden 2009-06-21.jpg, Echo chamber of the Dresden University of Technology
image:Hamilton Mausoleum Interior.jpg, Hamilton Mausoleum has a long-lasting unplanned echo
An echo chamber is a hollow enclosure used to produce rever ...
*
Ethnocentrism
Ethnocentrism in social science and anthropology—as well as in colloquial English discourse—means to apply one's own culture or ethnicity as a frame of reference to judge other cultures, practices, behaviors, beliefs, and people, instead o ...
*
Framing (social sciences)
In the social sciences, framing comprises a set of concepts and theoretical perspectives on how individuals, groups, and societies organize, perceive, and communicate about reality. Framing can manifest in cognition, thought or interpersonal c ...
*
Funding bias
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Gatekeeping (communication)
Gatekeeping is the process through which information is filtered for dissemination, whether for publication, broadcasting, the Internet, or some other mode of communication. The academic theory of gatekeeping may be found in multiple fields of st ...
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Gender bias on Wikipedia
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Inherent bias
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Institutional racism
Institutional racism, also known as systemic racism, is a form of institutional discrimination based on Race (human categorization), race or ethnic group and can include policies and practices that exist throughout a whole society or organizati ...
*
Managing the news
Managing the news is the deliberate influencing of the presentation of information within the news media. The expression ''managing the news'' is often used in a negative sense. For example, people or organizations that wish to lessen the publi ...
*
Media bias
Media bias occurs when journalists and news producers show bias in how they report and cover news. The term "media bias" implies a pervasive or widespread bias contravening of the standards of journalism, rather than the perspective of an ...
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Media manipulation
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Observational error
Observational error (or measurement error) is the difference between a measured value of a quantity and its unknown true value.Dodge, Y. (2003) ''The Oxford Dictionary of Statistical Terms'', OUP. Such errors are inherent in the measurement ...
*
Prejudice
Prejudice can be an affect (psychology), affective feeling towards a person based on their perceived In-group and out-group, social group membership. The word is often used to refer to a preconceived (usually unfavourable) evaluation or classifi ...
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Propaganda
Propaganda is communication that is primarily used to influence or persuade an audience to further an agenda, which may not be objective and may be selectively presenting facts to encourage a particular synthesis or perception, or using loaded l ...
*
Racial bias on Wikipedia
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Spin (public relations)
In public relations and politics, spin is a form of propaganda, achieved through knowingly
providing a biased interpretation of an event. While traditional public relations and advertising may manage their presentation of facts, "spin" often i ...
*
Underrepresented groups
References
Further reading
"Washington Commerce Dept. Accused Of Systemic Bias" John Files. 6 October 2005. ''
The New York Times
''The New York Times'' (''NYT'') is an American daily newspaper based in New York City. ''The New York Times'' covers domestic, national, and international news, and publishes opinion pieces, investigative reports, and reviews. As one of ...
.''
"Resources for Confronting Systemic Bias and Racism" University of Wisconsin-Madison
A university () is an institution of tertiary education and research which awards academic degrees in several academic disciplines. ''University'' is derived from the Latin phrase , which roughly means "community of teachers and scholars". Uni ...
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