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Samasource Impact Sourcing, Inc., also known as Samasource and Sama, is a training-data company, focusing on annotating data for
artificial intelligence Artificial intelligence (AI) is the capability of computer, computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of re ...
algorithms. The company offers image, video, and sensor data annotation and validation for machine learning algorithms in industries including automotive, navigation,
augmented reality Augmented reality (AR), also known as mixed reality (MR), is a technology that overlays real-time 3D computer graphics, 3D-rendered computer graphics onto a portion of the real world through a display, such as a handheld device or head-mounted ...
,
virtual reality Virtual reality (VR) is a Simulation, simulated experience that employs 3D near-eye displays and pose tracking to give the user an immersive feel of a virtual world. Applications of virtual reality include entertainment (particularly video gam ...
,
biotechnology Biotechnology is a multidisciplinary field that involves the integration of natural sciences and Engineering Science, engineering sciences in order to achieve the application of organisms and parts thereof for products and services. Specialists ...
, agriculture, manufacturing, and e-commerce. One of the first organizations to engage in impact sourcing,Bornstein, David (November 3, 2011)
Workers of the World Employed
''New York Times''. Retrieved 2013-04-04.
Sama trains workers in basic computer skills. Sama is headquartered in
San Francisco, California San Francisco, officially the City and County of San Francisco, is a commercial, Financial District, San Francisco, financial, and Culture of San Francisco, cultural center of Northern California. With a population of 827,526 residents as of ...
, with additional offices in
Montreal Montreal is the List of towns in Quebec, largest city in the Provinces and territories of Canada, province of Quebec, the List of the largest municipalities in Canada by population, second-largest in Canada, and the List of North American cit ...
and San Jose, Costa Rica. The organization owns and operates delivery centers in Nairobi, Kenya, Kampala, Uganda and Gulu, Uganda, and partners with additional delivery centers 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 ...
. Sama previously employed workers via partner delivery centers in
Haiti Haiti, officially the Republic of Haiti, is a country on the island of Hispaniola in the Caribbean Sea, east of Cuba and Jamaica, and south of the Bahamas. It occupies the western three-eighths of the island, which it shares with the Dominican ...
,
Pakistan Pakistan, officially the Islamic Republic of Pakistan, is a country in South Asia. It is the List of countries and dependencies by population, fifth-most populous country, with a population of over 241.5 million, having the Islam by country# ...
,
Ghana Ghana, officially the Republic of Ghana, is a country in West Africa. It is situated along the Gulf of Guinea and the Atlantic Ocean to the south, and shares borders with Côte d’Ivoire to the west, Burkina Faso to the north, and Togo to t ...
, and
South Africa South Africa, officially the Republic of South Africa (RSA), is the Southern Africa, southernmost country in Africa. Its Provinces of South Africa, nine provinces are bounded to the south by of coastline that stretches along the Atlantic O ...
.Samasource Press Kit
. Retrieved 2013-04-04.


Business model

Sama uses a secured cloud annotation platform to manage the annotation lifecycle. This includes image upload, annotation, data sampling and QA, data delivery, and overall collaboration. Sama's platform breaks down complex data projects from large companies into small tasks that can be completed by women and youth in developing countries with basic English skills after a few weeks of training.How We Work
Samasource.org. Retrieved 2013-04-04.
Sama's technology features a five-step
quality assurance Quality assurance (QA) is the term used in both manufacturing and service industries to describe the systematic efforts taken to assure that the product(s) delivered to customer(s) meet with the contractual and other agreed upon performance, design ...
mechanism that gauges the success of each individual worker. Workers are not, however, in direct competition with one another as they are in
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 digit ...
models.Gino, Francesca; Staats, Bradley R
"Samasource: Give Work, Not Aid"
. ''Harvard Business School''. February 12, 2012.
Sama's staff also makes a point of understanding the skills native to each region so that it can channel projects to centers best equipped to handle them.Gino, Francesca; Staats, Bradley R
"The Microwork Solution"
''Harvard Business Review''. December 2012.
First founded as a non-profit in 2008, Sama adopted a hybrid business model in 2019, becoming a for-profit business with the previous non-profit organization becoming a shareholder.


History

Entrepreneur
Leila Janah Leila Janah (October 9, 1982 – January 24, 2020) was an American businesswoman. She was the founder and Chief Executive Officer, CEO of Samasource, Sama and LXMI. Sama's 11,000 employees have worked under contracts with companies including Mic ...
founded Samasource (now Sama Group) in 2008. While working as an English teacher she was seeing her students' ambition combined with the rise in global literacy and access to technology during that time provided the initial inspiration for Samasource."Ending Poverty in the Digital Age"
TED Talk by Leila Janah, January 2010. Retrieved 2013-04-04.
After completing a degree in African Development Studies from
Harvard University Harvard University is a Private university, private Ivy League research university in Cambridge, Massachusetts, United States. Founded in 1636 and named for its first benefactor, the History of the Puritans in North America, Puritan clergyma ...
, Janah worked as a consultant at Katzenbach Partners (now Booz & Company) and at the
World Bank The World Bank is an international financial institution that provides loans and Grant (money), grants to the governments of Least developed countries, low- and Developing country, middle-income countries for the purposes of economic development ...
. She quickly became disillusioned, however, by the lack of insight she perceived from
World Bank The World Bank is an international financial institution that provides loans and Grant (money), grants to the governments of Least developed countries, low- and Developing country, middle-income countries for the purposes of economic development ...
officials into the needs of those the organization was attempting to move out of
poverty Poverty is a state or condition in which an individual lacks the financial resources and essentials for a basic standard of living. Poverty can have diverse Biophysical environmen ...
.Bhattacharjee, RB (December, 2009)
"Mr. and Mrs. Smith"
''Hypermarket''.
While working with multiple clients in the
outsourcing Outsourcing is a business practice in which companies use external providers to carry out business processes that would otherwise be handled internally. Outsourcing sometimes involves transferring employees and assets from one firm to another ...
sector and nonprofit world, Janah developed the business plan for Sama.


Recognition

Sama has received numerous awards and grants, including the 2012 Secretary's Innovation Award for the Empowerment of Women and Girls and the 2012 TechFellows Award for Disruptive Innovation. The organization was also part of POPTech's 2010 Class of Social Innovation Fellows.
Fast Company ''Fast Company'' is an American business magazine published monthly in print and online, focusing on technology, business, and design. It releases six print issues annually. History ''Fast Company'' was founded in November 1995 by Alan Webb ...
named Sama as "One of the Most Innovative Companies of 2015", saying that Sama is "defining what it means to be a not-for-profit business". Sama has also been profiled in
TechCrunch TechCrunch is an American global online newspaper focusing on topics regarding high tech, high-tech and Startup company, startup companies. It was founded in June 2005 by Archimedes Ventures, led by partners Michael Arrington and Keith Teare. I ...
,
Wired Wired may refer to: Arts, entertainment, and media Music * ''Wired'' (Jeff Beck album), 1976 * ''Wired'' (Hugh Cornwell album), 1993 * ''Wired'' (Mallory Knox album), 2017 * "Wired", a song by Prism from their album '' Beat Street'' * "Wired ...
, and
Business Insider ''Business Insider'' (stylized in all caps: BUSINESS INSIDER; known from 2021 to 2023 as INSIDER) is a New York City–based multinational financial and business news website founded in 2007. Since 2015, a majority stake in ''Business Inside ...
among other publications. Janah, was included in Conde Nast's Daring 25 list in 2016 and as one of "Five Visionary Tech Entrepreneurs Who Are Changing the World" by ''The New York Times Style Magazine'' in 2015. She was also named a "Rising Star" on Forbes' 30 Under 30 list in 2011, one of the 50 people who will change the world by
Wired Wired may refer to: Arts, entertainment, and media Music * ''Wired'' (Jeff Beck album), 1976 * ''Wired'' (Hugh Cornwell album), 1993 * ''Wired'' (Mallory Knox album), 2017 * "Wired", a song by Prism from their album '' Beat Street'' * "Wired ...
, and one of the 100 most creative people in business by Fast Company. She was the recipient of a 2011 World Technology Award, a Social Enterprise Alliance Award, and a Club de Madrid award.


Controversy


Content moderation and poor worker treatment

It was revealed by a ''Time'' investigation that in order to build a safety system against toxic content (e.g. sexual abuse, violence, racism, sexism) in e.g.
ChatGPT ChatGPT is a generative artificial intelligence chatbot developed by OpenAI and released on November 30, 2022. It uses large language models (LLMs) such as GPT-4o as well as other Multimodal learning, multimodal models to create human-like re ...
,
OpenAI OpenAI, Inc. is an American artificial intelligence (AI) organization founded in December 2015 and headquartered in San Francisco, California. It aims to develop "safe and beneficial" artificial general intelligence (AGI), which it defines ...
used Sama's services to outsource labeling toxic content to Kenyan workers earning less than $2 per hour. These labels were used to train a model to detect such content in the future. The outsourced laborers were exposed to toxic and dangerous content, and one described the experience as "torture". Following the Time investigation, Fairwork conducted a study of Sama. Benchmarking them against Fairwork principles, the company scored a 5/10. In 2023, Sama employees were involved in the formation of the African Content Moderators Union alongside employees from other African-based outsourcing companies.


Lawsuit

In March 2022, the law firm Nzili and Sumbi Advocates published a letter on behalf of former Sama employee Daniel Motaung, threatening legal action against Sama if the company did not address twelve demands. Demands included that the company adhere to Kenyan labor, privacy, and health laws; that they provide adequate healthcare and insurance for their employees; and that they improve compensation. In 2019, Motaung was fired for organizing a strike and trying to unionize Sama employees over poor working conditions and pay. The threatened lawsuit followed a ''
Time Time is the continuous progression of existence that occurs in an apparently irreversible process, irreversible succession from the past, through the present, and into the future. It is a component quantity of various measurements used to sequ ...
'' report detailing how Sama recruited content moderators under the false pretense that they would take jobs at call centers. According to the report, the moderators, who were recruited from all parts of the continent, only learned about the nature of their work after signing employment contracts and moving to the center in Nairobi. The moderators sift through social media posts on all platforms, including
Facebook Facebook is a social media and social networking service owned by the American technology conglomerate Meta Platforms, Meta. Created in 2004 by Mark Zuckerberg with four other Harvard College students and roommates, Eduardo Saverin, Andre ...
, to remove those that spread hate, misinformation and violence. On March 29, 2022, the law firm gave
Meta Meta most commonly refers to: * Meta (prefix), a common affix and word in English ( in Greek) * Meta Platforms, an American multinational technology conglomerate (formerly ''Facebook, Inc.'') Meta or META may also refer to: Businesses * Meta (ac ...
and Sama 21 days to respond to the claims or face legal action. In a post published after the revelation, Sama denied any wrongdoing and said the company is transparent in its hiring practices and maintains a culture that "prioritizes the health and well-being of employees". In May 2022, Motaung officially filed a lawsuit against both Sama and
Meta Meta most commonly refers to: * Meta (prefix), a common affix and word in English ( in Greek) * Meta Platforms, an American multinational technology conglomerate (formerly ''Facebook, Inc.'') Meta or META may also refer to: Businesses * Meta (ac ...
over these alleged unsafe and unfair working conditions. Motaung accused the subcontractor of various
constitutional A constitution is the aggregate of fundamental principles or established precedents that constitute the legal basis of a polity, organization or other type of entity, and commonly determines how that entity is to be governed. When these princ ...
violations, including "widespread trauma, pay as low as $1.50 per hour, and alleged union busting."


References

{{reflist, 2 Information and communication technologies for development Human-based computation Social enterprises Companies based in San Francisco Technology companies established in 2008 2008 establishments in California B Lab-certified corporations