Social sorting is understood as the breakdown and categorization of group- or person-related raw data into various categories and segments by data manipulators and
data broker
A data broker is an individual or company that specializes in collecting personal data (such as income, ethnicity, political beliefs, or geolocation data) or data about companies, mostly from public records but sometimes sourced privately, and ...
s. Social sorting involves the key task of separating one group from the other. These groups can be based on
income
Income is the consumption and saving opportunity gained by an entity within a specified timeframe, which is generally expressed in monetary terms. Income is difficult to define conceptually and the definition may be different across fields. F ...
,
education
Education is a purposeful activity directed at achieving certain aims, such as transmitting knowledge or fostering skills and character traits. These aims may include the development of understanding, rationality, kindness, and honesty. ...
,
race,
ethnicity
An ethnic group or an ethnicity is a grouping of people who identify with each other on the basis of shared attributes that distinguish them from other groups. Those attributes can include common sets of traditions, ancestry, language, history, ...
,
gender
Gender is the range of characteristics pertaining to femininity and masculinity and differentiating between them. Depending on the context, this may include sex-based social structures (i.e. gender roles) and gender identity. Most cultures us ...
,
occupation,
social status
Social status is the level of social value a person is considered to possess. More specifically, it refers to the relative level of respect, honour, assumed competence, and deference accorded to people, groups, and organizations in a society. S ...
, derived power (social and political) and geographic residence. Depending on the goals of the manipulator raw data is collected and then further evolves into meaningful data in order to be exploited for a specific purpose. For example, the formulation of
profiling and
predictive policing
Predictive policing is the usage of mathematics, predictive analytics, and other analytical techniques in law enforcement to identify potential criminal activity. A report published by the RAND Corporation identified four general categories predic ...
are all derivations of social sorting.
History
The concept is accredited to
David Lyon, a sociologist who is best known for his work in surveillance studies. Contemporary times have allowed for the influx and constant growth of
data collection
Data collection or data gathering is the process of gathering and measuring information on targeted variables in an established system, which then enables one to answer relevant questions and evaluate outcomes. Data collection is a research com ...
especially in the countries of the global north. A prime example of social terming is
surveillance. This practice was not always as sophisticated as today. Historically, simple tools such as labor-intensive watchers,
book keeping and record keeping acted as the enablers of this form. Surveillance is now done by governments and various organizations. This technological tools that are equipped with surveillance are
cameras
A camera is an optical instrument that can capture an image. Most cameras can capture 2D images, with some more advanced models being able to capture 3D images. At a basic level, most cameras consist of sealed boxes (the camera body), with a ...
, records of transactions done at
banking machines and
point of sale
The point of sale (POS) or point of purchase (POP) is the time and place at which a retail transaction is completed. At the point of sale, the merchant calculates the amount owed by the customer, indicates that amount, may prepare an invoice f ...
terminals,
machine readable passport
A machine-readable passport (MRP) is a machine-readable travel document (MRTD) with the data on the identity page encoded in optical character recognition format. Many countries began to issue machine-readable travel documents in the 1980s.
Mos ...
s before boarding,
cellular phone
A mobile phone, cellular phone, cell phone, cellphone, handphone, hand phone or pocket phone, sometimes shortened to simply mobile, cell, or just phone, is a portable telephone that can make and receive calls over a radio frequency link whi ...
calls along with many other examples. This collection of raw data then enables trends to be found and the fostering of predictions.
In other contextual fashion, social sorting bears much of its resemblance to
social stratification
Social stratification refers to a society's categorization of its people into groups based on socioeconomic factors like wealth, income, race, education, ethnicity, gender, occupation, social status, or derived power (social and political ...
. In primitive societies there are evidence of the roots of social sorting where the sexual division of labour was concerned. Women would do most of the gathering where men would concentrate on hunting. It was argued that although this specific task of the woman may point to domestic oppression according to some observers, hunter-gatherer women would not understand this interpretation. The primitive society did show groupings and deployed categorization which perhaps without their own understanding of the understanding of the social construct was still insinuated.
Further confirmation of social sorting was evident through slavery. The
racial divide
Racial segregation is the systematic separation of people into racial or other ethnic groups in daily life. Racial segregation can amount to the international crime of apartheid and a crime against humanity under the Statute of the Intern ...
between whites and blacks manifested for generations. Based on the visual appearance of their skin people of a darker complexion were grouped and made to endure hardships that included beatings, laborious field work, confinement and executions. A prime example of social sorting at work during the African slave era were
mullato
(, ) is a racial classification to refer to people of mixed African and European ancestry. Its use is considered outdated and offensive in several languages, including English and Dutch, whereas in languages such as Spanish and Portuguese is ...
s were grouped together to perform household and other domestic work.
Criticism
Criticisms are often directed at the laws, implemented rules, educational system, job employment opportunities and at the government. Questions are asked of the integrity of many socially constructed programs led by private and government institutions. Fairness and equity are thought to be at the forefront of the list of frustrations for many people that are aware of social sorting.
There are
paranoia
Paranoia is an instinct or thought process that is believed to be heavily influenced by anxiety or fear, often to the point of delusion and irrationality. Paranoid thinking typically includes persecutory beliefs, or beliefs of conspiracy conce ...
s and indifferences in regards to social sorting. The
September 11 attacks
The September 11 attacks, commonly known as 9/11, were four coordinated suicide terrorist attacks carried out by al-Qaeda against the United States on Tuesday, September 11, 2001. That morning, nineteen terrorists hijacked four commerc ...
and the subsequent
war on terror
The war on terror, officially the Global War on Terrorism (GWOT), is an ongoing international counterterrorism military campaign initiated by the United States following the September 11 attacks. The main targets of the campaign are militant ...
have fueled the desire for
categorizing
Categorization is the ability and activity of recognizing shared features or similarities between the elements of the experience of the world (such as objects, events, or ideas), organizing and classifying experience by associating them to a ...
and profiling people. The beneficiaries that are associated with it are evident as it allows for a more transparent viewership. Some researchers such as David Lyon are concerned with the rise of
big data as there are many implication on the daily lives of many.
According to David Lyon, Canadians are still unaware of the fact that surveillance which goes collaboratively with social sorting is now very much integrated into their daily lives. David Lyon discusses that the systematic routines and attention to personal detail which is encompassed into surveillance. The key criticism involves indifferent treatment to individuals based on their profile. Depending on the details of a person it can lead to the determination of whether the person may end up on a
No Fly List
The No Fly List maintained by the United States federal government's Terrorist Screening Center (TSC) is one of several lists included in algorithmic rulesets used by government agencies and airlines to decide who to allow to board airline flig ...
.
Employers have now begun to engage in these screening methods to determine a person’s suitability for a particular job. Law enforcement bodies and insurance companies have now all began to utilize social sorting to their use in order to determine whether their services should be offered or rescinded. The lives of many are directly affected as they are placed into
socio-economic
Socioeconomics (also known as social economics) is the social science that studies how economic activity affects and is shaped by social processes. In general it analyzes how modern societies progress, stagnate, or regress because of their l ...
niches.
David Lyon insinuates that social sorting through surveillance is a modern
threat to freedom
A threat is a communication of intent to inflict harm or loss on another person. Intimidation is a tactic used between conflicting parties to make the other timid or psychologically insecure for coercion or control. The act of intimidation for c ...
. Byproducts of social sorting are isolation,
segregation Segregation may refer to:
Separation of people
* Geographical segregation, rates of two or more populations which are not homogenous throughout a defined space
* School segregation
* Housing segregation
* Racial segregation, separation of human ...
and
marginalization
Social exclusion or social marginalisation is the social disadvantage and relegation to the fringe of society. It is a term that has been used widely in Europe and was first used in France in the late 20th century. It is used across disciplin ...
. Social sorting has called into account issues that primarily involve equity and fairness. Different societies sort in different ways.
Other societies across the world engage in their own forms of social sorting. Some eastern countries such as China and India place much emphasis on an individual’s level of education. Blue collar jobs which at times may be dirty and laborious are often scorned and met with resentment. Low hourly wages, limited to zero prestige and little respect are directed at individuals who are involved in these occupational roles. Furthermore, the perception and low economic advantages hinder the progression of many people. At times, it acts as a domino effect where when one falls other problems come with it. For example, low education may not contribute to a good paying job; this may in turn lead to low income which may in turn lead to residing in a low class neighbourhood.
Wilson & McBrier (2005) conducted a
longitudinal study
A longitudinal study (or longitudinal survey, or panel study) is a research design that involves repeated observations of the same variables (e.g., people) over short or long periods of time (i.e., uses longitudinal data). It is often a type of ...
based on the theory of minority
vulnerability
Vulnerability refers to "the quality or state of being exposed to the possibility of being attacked or harmed, either physically or emotionally."
A window of vulnerability (WOV) is a time frame within which defensive measures are diminished, com ...
of employees.
These constitute to a group of
African American
African Americans (also referred to as Black Americans and Afro-Americans) are an Race and ethnicity in the United States, ethnic group consisting of Americans with partial or total ancestry from sub-Saharan Africa. The term "African American ...
s who work for good financial income in the upper tier for relatively privileged jobs. "The minority vulnerability thesis, accordingly, maintains that African Americans are more likely to experience
layoff
A layoff or downsizing is the temporary suspension or permanent termination of employment of an employee or, more commonly, a group of employees (collective layoff) for business reasons, such as personnel management or downsizing (reducing the ...
s from upper-tier occupations than Whites even when the two groups have similar background socioeconomic statuses, have accumulated similar
human-capital credentials, such as educational attainment and commitment to work, and have similar job/
labor market characteristics, including union status as well as
economic sector
One classical breakdown of economic activity distinguishes three sectors:
* Primary: involves the retrieval and production of raw-material commodities, such as corn, coal, wood or iron. Miners, farmers and fishermen are all workers in the p ...
of employment. Findings indicate that, after controlling for seniority, African Americans are susceptible to layoffs on a relatively broad and generalized basis that is unstructured by traditional, stratification-based causal factors, namely, background socioeconomic status, human-capital credentials, and job/labor-market characteristics."
Schools are accredited differing levels of prestige in comparison to other institutions. Social sorting occurs amongst schools where claims are made about learning experiences and which institutions may be the best for learning all of which are left up to subjection. For example, Princeton, and Harvard are all highly rated prestigious universities for various reasons. These perceptions cause employers and students alike to question the credibility and graduate documentation based on the institution that one attends.
In 2015, The Data Broker Accountability and Transparency Act was resurrected by four U.S senators that would allow consumers to see and correct personal information held by data brokers and tell those businesses to stop sharing or selling it for marketing purposes.
References and further reading
*Biesele, M. 1993. ''Women Like Meat. The folklore and foraging ideology of the Kalahari Ju/'hoan.'' Witwatersrand: University Press.
*http://www.espncricinfo.com/southafrica/content/story/863161.html
*http://journals1.scholarsportal.info/pdf/08848971/v20i0002/301_ralopaojlfuo.xml{{full citation needed, date=September 2018
*http://cognet.mit.edu/book/sorting-things-out
*https://www.youtube.com/watch?v=xtAa-f-1rTg
*http://www.universityaffairs.ca/news/news-article/researchers-concerned-by-the-rise-of-big-data-surveillance/
*http://www.computerworld.com/article/2893693/lawmakers-target-data-brokers-in-privacy-bill.html
Business intelligence
Social status