Microtasking
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Microwork is a series of many small tasks which together comprise a large unified project, and it is completed by many people over the Internet. Microwork is considered the smallest unit of work in a virtual assembly line. It is most often used to describe tasks for which no efficient
algorithm In mathematics and computer science, an algorithm () is a finite sequence of rigorous instructions, typically used to solve a class of specific Computational problem, problems or to perform a computation. Algorithms are used as specificat ...
has been devised, and require human intelligence to complete reliably. The term was developed in 2008 by
Leila Chirayath Janah Leila Janah (October 9, 1982 – January 24, 2020) was an American businesswoman. She was the founder and CEO of Sama and LXMI. Sama's 11,000 employees have worked under contracts with companies including Microsoft, Google, Facebook, Walmart, ...
of
Samasource Sama, formerly known as Samasource is a training-data company, focusing on annotating data for artificial intelligence algorithms. The company offers image, video and sensor data annotation and validation for machine learning algorithms in indust ...
.


Microtasking

Microtasking is the process of
splitting Splitting may refer to: * Splitting (psychology) * Lumpers and splitters, in classification or taxonomy * Wood splitting * Tongue splitting * Splitting, railway operation Mathematics * Heegaard splitting * Splitting field * Splitting principle * ...
a large job into small tasks that can be distributed, over the Internet, to many people. This work is often believed to be Since the inception of microwork, many online services have been developed that specialize in different types of microtasking. Most of them rely on a large, voluntary workforce composed of Internet users from around the world. Typical tasks offered are repetitive but not so simple that they can be automated. Good candidates for microtasks have the following characteristics: * They are large volume tasks * They can be broken down into tasks that are done independently * They require human judgement It may also be known as ubiquitous human computing or
human-based computation Human-based computation (HBC), human-assisted computation, ubiquitous human computing or distributed thinking (by analogy to distributed computing) is a computer science technique in which a machine performs its function by outsourcing certain ste ...
when focused on computational tasks that are too complex for
distributed computing A distributed system is a system whose components are located on different computer network, networked computers, which communicate and coordinate their actions by message passing, passing messages to one another from any system. Distributed com ...
. Microtasks are distinguished from macrotasks, which typically can be done independently. They require a fixed amount of time and they require a specialized skill. The wage paid can range from a few cents per task to hundreds of dollars per project.Jonathan Zittrain, "Work the New Digital Sweatshops". ''
Newsweek ''Newsweek'' is an American weekly online news magazine co-owned 50 percent each by Dev Pragad, its president and CEO, and Johnathan Davis (businessman), Johnathan Davis, who has no operational role at ''Newsweek''. Founded as a weekly print m ...
'', December 7, 2009


Examples

Toloka Toloka is a crowdsourcing platform and microtasking project launched by Yandex in 2014 to quickly markup large amounts of data, which are then used for machine learning and improving search algorithms. The proposed tasks are usually simple and do ...
and
Amazon Mechanical Turk Amazon Mechanical Turk (MTurk) is a crowdsourcing website for businesses to hire remotely located "crowdworkers" to perform discrete on-demand tasks that computers are currently unable to do. It is operated under Amazon Web Services, and is owned ...
are examples of micro work markets, and they allow workers to choose and perform simple tasks online, reporting directly through the
platform Platform may refer to: Technology * Computing platform, a framework on which applications may be run * Platform game, a genre of video games * Car platform, a set of components shared by several vehicle models * Weapons platform, a system or ...
to receive payments in exchange. A task can be as complex as
algorithm In mathematics and computer science, an algorithm () is a finite sequence of rigorous instructions, typically used to solve a class of specific Computational problem, problems or to perform a computation. Algorithms are used as specificat ...
writing or as simple as labelling photos or videos, describing products, or transcribing scanned documents. Employers submit tasks and set their own payments, which are often pennies for each task. This
crowdsourcing Crowdsourcing involves a large group of dispersed participants contributing or producing goods or services—including ideas, votes, micro-tasks, and finances—for payment or as volunteers. Contemporary crowdsourcing often involves digita ...
project was initiated by
Amazon Amazon most often refers to: * Amazons, a tribe of female warriors in Greek mythology * Amazon rainforest, a rainforest covering most of the Amazon basin * Amazon River, in South America * Amazon (company), an American multinational technology c ...
as a way for users to find duplicate webpages, and soon it became a service for individuals to contract
computer programmers A computer programmer, sometimes referred to as a software developer, a software engineer, a programmer or a coder, is a person who creates computer programs — often for larger computer software. A programmer is someone who writes/creates ...
and other individuals to finish tasks that computers are unable to accomplish. Since then this project has expanded from its original form; nowadays, there are people who will complete various Mechanical Turk projects as extra income on the side. LiveOps uses a distributed network of people to run a "Cloud Call Center", which is a virtual
call center A call centre ( Commonwealth spelling) or call center (American spelling; see spelling differences) is a managed capability that can be centralised or remote that is used for receiving or transmitting a large volume of enquiries by telephone. ...
. Contracted workers can answer calls and provide other call center facilities without the need for the physical building or equipment of a traditional call center. The
Red Cross The International Red Cross and Red Crescent Movement is a Humanitarianism, humanitarian movement with approximately 97 million Volunteering, volunteers, members and staff worldwide. It was founded to protect human life and health, to ensure re ...
used this system successfully during
Hurricane Katrina Hurricane Katrina was a destructive Category 5 Atlantic hurricane that caused over 1,800 fatalities and $125 billion in damage in late August 2005, especially in the city of New Orleans and the surrounding areas. It was at the time the cost ...
in 2005, to process 17,000+ calls without having to open or hire staff for a call center. A similar model is used by
text message Text messaging, or texting, is the act of composing and sending electronic messages, typically consisting of alphabetic and numeric characters, between two or more users of mobile devices, desktops/ laptops, or another type of compatible comput ...
question-answering services like 63336. Researchers connect with the service at home and receive questions as they are submitted. InnoCentive allows businesses to post problems and offer payment for answers. These questions are often far less simple than tasks posted on services like Mechanical Turk, and the payments are accordingly higher. For example: "Think you can find a way to prevent orange juice stored in see-through bottles from turning brown? There may be $20,000 in it for you."
Samasource Sama, formerly known as Samasource is a training-data company, focusing on annotating data for artificial intelligence algorithms. The company offers image, video and sensor data annotation and validation for machine learning algorithms in indust ...
is a non-profit organization that allows people living in poverty the opportunity to complete microwork for a living wage. The service specializes in online content moderation, digital transcription, and data gathering and promotion.Samasource, "Samasource Services". http://samasource.org/services/, Retrieved February 12, 2013
Galaxy Zoo Galaxy Zoo is a crowdsourced astronomy project which invites people to assist in the morphological classification of large numbers of galaxies. It is an example of citizen science as it enlists the help of members of the public to help in scien ...
is a scientific effort to use online crowdsourcing to classify a very large number of
galaxies A galaxy is a system of stars, stellar remnants, interstellar gas, dust, dark matter, bound together by gravity. The word is derived from the Greek ' (), literally 'milky', a reference to the Milky Way galaxy that contains the Solar System. ...
from astronomical images. In 2010, the company Internet Eyes launched a service where in return for a potential reward, home viewers would watch live
CCTV Closed-circuit television (CCTV), also known as video surveillance, is the use of video cameras to transmit a signal to a specific place, on a limited set of monitors. It differs from broadcast television in that the signal is not openly t ...
streams and alert shop owners of potential theft in progress.


Uses

Most uses of microtasking services involve processing data, especially online. These include driving
traffic Traffic comprises pedestrians, vehicles, ridden or herded animals, trains, and other conveyances that use public ways (roads) for travel and transportation. Traffic laws govern and regulate traffic, while rules of the road include traffic ...
to websites, gathering data like email addresses, and labelling or tagging data online. They are also used to accurately translate or transcribe audio clips and pictures, since these are activities that are better suited to humans than computers. These are used both for practical data conversion purposes, but also to improve upon and test the fidelity of
machine learning algorithms The following outline is provided as an overview of and topical guide to machine learning. Machine learning is a subfield of soft computing within computer science that evolved from the study of pattern recognition and computational learning the ...
. Identification of pictures by humans has been used to help in missing persons searches, though to little effect. Other than the manipulation of data, these services are also a good platform for reaching a large population for social studies and surveys since they make it easy to offer monetary incentives. Companies can also
outsource Outsourcing is an agreement in which one company hires another company to be responsible for a planned or existing activity which otherwise is or could be carried out internally, i.e. in-house, and sometimes involves transferring employees and ...
projects to specialists on whom they otherwise would have expended more resources hiring and screening. This method of pay per task is attractive to employers; therefore, companies like
Microsoft Microsoft Corporation is an American multinational technology corporation producing computer software, consumer electronics, personal computers, and related services headquartered at the Microsoft Redmond campus located in Redmond, Washing ...
,
AT&T AT&T Inc. is an American multinational telecommunications holding company headquartered at Whitacre Tower in Downtown Dallas, Texas. It is the world's largest telecommunications company by revenue and the third largest provider of mobile tel ...
,
Yahoo! Yahoo! (, styled yahoo''!'' in its logo) is an American web services provider. It is headquartered in Sunnyvale, California and operated by the namesake company Yahoo Inc., which is 90% owned by investment funds managed by Apollo Global Man ...
are currently crowdsourcing some of their work through
CrowdFlower Figure Eight (formerly known as Dolores Labs, CrowdFlower) was a human-in-the-loop machine learning and artificial intelligence company based in San Francisco. Figure Eight technology uses human intelligence to do simple tasks such as transcrib ...
, a company that specializes in allocating jobs for foreign and local crowd workers. CrowdFlower alone has completed 450 million completed human intelligence tasks between 2007 and 2012. CrowdFlower operates differently than Amazon Mechanical Turk. Jobs are taken in by the company; then in turn they are allocated to the right workers through a range of channels. They implemented a system called Virtual Play, which allows the users to play free games that would in turn accomplish useful tasks for the company.


Demographics

In 2011 an estimated $375 million was contributed by digital crowdsourced labour. ,
India India, officially the Republic of India (Hindi: ), is a country in South Asia. It is the seventh-largest country by area, the second-most populous country, and the most populous democracy in the world. Bounded by the Indian Ocean on the so ...
and the
United States The United States of America (U.S.A. or USA), commonly known as the United States (U.S. or US) or America, is a country primarily located in North America. It consists of 50 states, a federal district, five major unincorporated territorie ...
together make up roughly 92% of the workers on
Amazon Mechanical Turk Amazon Mechanical Turk (MTurk) is a crowdsourcing website for businesses to hire remotely located "crowdworkers" to perform discrete on-demand tasks that computers are currently unable to do. It is operated under Amazon Web Services, and is owned ...
with the U.S. making up 56% of these. However, the percentage of Indian Turkers quadrupled in only one year from 2008 to 2009. As of 2009, the Indian Turkers are much younger and more educated than their American counterparts, with the average age of Indian workers being 26 and American workers being 35. In addition, 45% of the digital workforce in India have
bachelor's degree A bachelor's degree (from Middle Latin ''baccalaureus'') or baccalaureate (from Modern Latin ''baccalaureatus'') is an undergraduate academic degree awarded by colleges and universities upon completion of a course of study lasting three to six ...
s and 21% have
master's degree A master's degree (from Latin ) is an academic degree awarded by universities or colleges upon completion of a course of study demonstrating mastery or a high-order overview of a specific field of study or area of professional practice.
s; in contrast only 38% of American Turkers have a bachelor's degree and 17% with a master's degree. Nonetheless, a majority of the digital workforce is educated young adults. The major difference between the American and Indian workforce lies in the
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 u ...
: 63% of Indian Turkers are male compared to the 37% that makes up American Turkers.Ross, J; Irani, L; Silberman, M.S.; Zaldivar, A; Tomlinson, B (2010). "Who are the Crowdworkers? Shifting Demographics in Mechanical Turk". CHI 2010.


Reasons for using microwork services

Microtasking services as they are implemented now allow their workers to work from home. Workers complete tasks on a voluntary basis; other than with time-sensitive jobs like call centers, they choose which jobs to complete and when they complete them. Workers can work from anywhere in the world and receive payment directly over the Internet. Because workers can reside anywhere in the world, microwork can provide job opportunities with large
Fortune 500 The ''Fortune'' 500 is an annual list compiled and published by ''Fortune'' magazine that ranks 500 of the largest United States corporations by total revenue for their respective fiscal years. The list includes publicly held companies, along ...
companies and many smaller companies for people living in poverty who would otherwise not be able to make a living wage. Through services like
Samasource Sama, formerly known as Samasource is a training-data company, focusing on annotating data for artificial intelligence algorithms. The company offers image, video and sensor data annotation and validation for machine learning algorithms in indust ...
work and wealth are distributed from companies in developed countries to a large volume of families in poverty, especially women and youth who would otherwise not be able to generate income. (Some services like Amazon Mechanical Turk, restrict the countries workers can connect from.) For employers, microtasking services provide a platform to quickly get a project online and start receiving results from many workers at the same time. The services offer large workforces which complete tasks concurrently, so large volumes of small tasks can be completed quickly. Furthermore, since each task is discretely contained and tasks are usually simple in nature, each individual worker does not have to be fully trained or have complete knowledge of the project to contribute work. Under United States tax law, workers are treated as
independent contractor Employment is a relationship between two parties regulating the provision of paid labour services. Usually based on a contract, one party, the employer, which might be a corporation, a not-for-profit organization, a co-operative, or any othe ...
s, which means employers do not have to withhold taxes, and they only need to file a form 1099-MISC with the Internal Revenue Service if a given worker earns more than $600 per year. Workers are responsible for paying income taxes, including
self-employment tax Self-employment is the state of working for oneself rather than an employer. Tax authorities will generally view a person as self-employed if the person chooses to be recognised as such or if the person is generating income for which a tax return n ...
that would otherwise be paid by their employer.


Treatment of workers

Microtasking services have been criticized for not providing healthcare and retirement benefits,
sick pay Sick leave (or paid sick days or sick pay) is paid time off from employment, work that workers can use to stay home to address their health needs without losing pay. It differs from paid vacation time or time off work to deal with personal matters, ...
, and
minimum wage A minimum wage is the lowest remuneration that employers can legally pay their employees—the price floor below which employees may not sell their labor. Most countries had introduced minimum wage legislation by the end of the 20th century. Bec ...
, because they pay by the piece and treat workers as
independent contractor Employment is a relationship between two parties regulating the provision of paid labour services. Usually based on a contract, one party, the employer, which might be a corporation, a not-for-profit organization, a co-operative, or any othe ...
s rather than employees. They can also avoid laws on
child labor Child labour refers to the exploitation of children through any form of work that deprives children of their childhood, interferes with their ability to attend regular school, and is mentally, physically, socially and morally harmful. Such e ...
and
labor rights Labor rights or workers' rights are both legal rights and human rights relating to labor relations between workers and employers. These rights are codified in national and international labor and employment law. In general, these rights influen ...
. Additionally, workers may have little idea of what their work is used for. The result may be that workers end up contributing to a project which has some negative impact or which they are morally opposed to. Some services, especially
Amazon Mechanical Turk Amazon Mechanical Turk (MTurk) is a crowdsourcing website for businesses to hire remotely located "crowdworkers" to perform discrete on-demand tasks that computers are currently unable to do. It is operated under Amazon Web Services, and is owned ...
and other services that pay pennies on the task, have been called "digital sweatshops" by analogy with
sweatshop A sweatshop or sweat factory is a crowded workplace with very poor, socially unacceptable or illegal working conditions. Some illegal working conditions include poor ventilation, little to no breaks, inadequate work space, insufficient lighting, o ...
s in the manufacturing industry that
exploit Exploit means to take advantage of something (a person, situation, etc.) for one's own end, especially unethically or unjustifiably. Exploit can mean: *Exploitation of natural resources *Exploit (computer security) * Video game exploit *Exploitat ...
workers and maintain poor conditions. Wages vary considerably depending on the speed of the worker and the per-piece price being offered. Workers choose what tasks they complete based on the task, price, and their experience with the employer. Employers can bid higher for faster completion or for higher-quality workers. On average, unskilled Turkers earn less than $2.00 an hour. This is below
minimum wage A minimum wage is the lowest remuneration that employers can legally pay their employees—the price floor below which employees may not sell their labor. Most countries had introduced minimum wage legislation by the end of the 20th century. Bec ...
in the United States; however, for India, this is well above the minimum for most cities (India has more than 1200 minimum wages). Because global services outsource work to underdeveloped or developing regions, competitive pricing and task completion could result in lower wages. Those low wages brought down by global competition are felt by microworkers in developed countries like the UK, where it's estimated that nearly two in three microworkers are paid less than £4 an hour. The possibility also exists for true brick and mortar sweatshops to exploit microtasking services by enlisting those that are too poor to afford a computer of their own and aggregating their work and wages. There is also the possibility that the requesters may tell the worker that they reject the work but cheat the worker by using it anyway to avoid paying for it. However, while the dispersed geography of microwork can be used to keep wages low, the very networks that fragment the labour process can also be used by workers for organising and resistance. The San Francisco-based company
CrowdFlower Figure Eight (formerly known as Dolores Labs, CrowdFlower) was a human-in-the-loop machine learning and artificial intelligence company based in San Francisco. Figure Eight technology uses human intelligence to do simple tasks such as transcrib ...
has facilitated outsourcing digital tasks to countries with poverty to stimulate their local economies. The crowdsourcing company has a partnership with
Samasource Sama, formerly known as Samasource is a training-data company, focusing on annotating data for artificial intelligence algorithms. The company offers image, video and sensor data annotation and validation for machine learning algorithms in indust ...
, a non-profit organization that brings computer based work to developing countries, they have currently outsourced millions of repetitive microwork to the Kenyan refugee camps. These workers make $2 an hour; to the locals this is above average for
refugees A refugee, conventionally speaking, is a displaced person who has crossed national borders and who cannot or is unwilling to return home due to well-founded fear of persecution.
.Graham, F. (2010, October 21). Crowdsourcing work: Labour on demand or digital sweatshop?. Retrieved from https://www.bbc.co.uk/news/business-11600902 When asked if this is exploitation,
Lukas Biewald Lukas Biewald (born 1981 in Massachusetts) is an entrepreneur living in San Francisco, California. Biewald was the founder and CEO of Figure Eight Inc. (formerly CrowdFlower) — an Internet company that collects training data for machine learni ...
of
CrowdFlower Figure Eight (formerly known as Dolores Labs, CrowdFlower) was a human-in-the-loop machine learning and artificial intelligence company based in San Francisco. Figure Eight technology uses human intelligence to do simple tasks such as transcrib ...
argues that the "digital sweatshop" is a much better job for people from the
developing world A developing country is a sovereign state with a lesser developed industrial base and a lower Human Development Index (HDI) relative to other countries. However, this definition is not universally agreed upon. There is also no clear agreem ...
as opposed to working in a manufacturing sweatshop. He states that the treatment received by the workers are far superior and should not be categorized as a sweatshop, "The great thing about digital work is it's really hard to make a sweatshop out of digital work. It's really hard to force someone to do work, you can't beat someone up through a computer screen."


See also

* InnoCentive (company) *
Human-based computation Human-based computation (HBC), human-assisted computation, ubiquitous human computing or distributed thinking (by analogy to distributed computing) is a computer science technique in which a machine performs its function by outsourcing certain ste ...
*
Citizen science Citizen science (CS) (similar to community science, crowd science, crowd-sourced science, civic science, participatory monitoring, or volunteer monitoring) is scientific research conducted with participation from the public (who are sometimes re ...
* Micro job *
Crowdsourcing Crowdsourcing involves a large group of dispersed participants contributing or producing goods or services—including ideas, votes, micro-tasks, and finances—for payment or as volunteers. Contemporary crowdsourcing often involves digita ...
*
CrowdFlower Figure Eight (formerly known as Dolores Labs, CrowdFlower) was a human-in-the-loop machine learning and artificial intelligence company based in San Francisco. Figure Eight technology uses human intelligence to do simple tasks such as transcrib ...
(company) * ''
For the Win ''For the Win'' is the second young adult science fiction novel by Canadian author Cory Doctorow. It was released in May 2010. The novel is available free on the author's website as a Creative Commons download, and is also published in trad ...
'' — novel involving digital labour conflicts *
List of crowdsourcing projects Below is a list of projects that rely on crowdsourcing. See also open innovation. A *Adaptive Vehicle Make is a project overseen by DARPA to crowdsource the design and manufacture of a new armored vehicle. *Air Quality Eggs by WickedDevices ...
*
Digital labor Digital labor or digital labour represents an emergent forms of labor characterized by the production of value through interaction with information and communication technologies such as digital platforms or artificial intelligence. The examples of ...
*
Wages for housework The International Wages for Housework Campaign (IWFHC) is a grassroots women's network campaigning for recognition and payment for all caring work, in the home and outside. It was started in 1972 by Mariarosa Dalla Costa,Dalla Costa, M. & James, S ...
*
Online volunteering Virtual volunteering refers to volunteer activities completed, in whole or in part, using the Internet and a home, school, telecenter, or work computer or other Internet-connected device, such as a smartphone or a tablet. Virtual volunteering is a ...


References


External links


Yandex.Toloka


Further reading

*Zittrain, J (2008)
"Ubiquitous human computing"
''Phil. Trans. R. Soc.''. *Oppenheimer, E (2009). ''Introduction: Ubiquitous Human Computing'', The Future of the Internet — And How to Stop It. *Zittrain, J (2009).

', ''The Markkula Center for Applied Ethics'' *Pavlus, J (2010).
Adding Human Intelligence to Software
', ''Technology Review'' *Greene, K (2010).
Crowdsourcing Jobs to a Worldwide Mobile Workforce
', ''Technology Review'' * "The Truth About Digital Sweat Shops". Technology Review. MIT. http://www.technologyreview.com/blog/arxiv/24646/ * {{citation , work=
The Atlantic ''The Atlantic'' is an American magazine and multi-platform publisher. It features articles in the fields of politics, foreign affairs, business and the economy, culture and the arts, technology, and science. It was founded in 1857 in Boston, ...
, date=June 8, 2015 , url= https://www.theatlantic.com/technology/archive/2015/06/the-tragedy-of-the-digital-commons/395129/ , author=Matias, J. Nathan , title=Tragedy of the Digital Commons Crowdsourcing Business terms Human-based computation Social information processing Web services Digital labor