Ghost work is work performed by a human, but believed by a customer to be performed by an automated process. [1] The term was coined by anthropologist Mary L. Gray and computer scientist Siddharth Suri in their 2019 book, Ghost Work: How to Stop Silicon Valley from Building a New Global Underclass. [2]
Gray and Suri state that ghost work focuses on task-based and content-driven work that can be funneled through the Internet and application programming interfaces (APIs). They say that this work can include labelling, editing, and sorting information or content, as well as content moderation. [3]
They also state that ghost work can be performed remotely and on a contractual basis and that it is an invisible workforce, scaled for those who desire full-time, part-time, or ad-hoc work. [3] [4] A benefit of ghost work is flexible hours because the worker chooses when they complete a task, making it an appealing option for those in between jobs or in need of side work. [4]
Ghost work is differentiated from gig work or temporary work because it is task-based and uncredited. While gig work involves a general platform, ghost work emphasizes the software or algorithm aspect of assisting machines to automate further. Through labelling content, ghost workers teach the machine to learn. Ghost workers at Amazon have found ways to help each other and self-organize, often through WhatsApp groups where they mobilize to push for changes to the platform. [5]
According to Lilly Irani, an associate professor of labor at the University of California, San Diego, the computer science world and tech companies are invested in producing the image of technological magic. [2] She says that MTurk hides the people involved in the production, whose visibility could otherwise obstruct this favorable perception. [2] Her view is that this perception isn't only aimed at the public image of the company but also at investors, who are significantly more likely to back businesses built on scalable technology, rather than unwieldy work forces demanding office space and minimum wages. [2] In addition, she feels that there is a strong belief that these workers are a stopgap until better AI reduces the need for relying on humans for such tasks. [2] . Despite the belief, the market for ghost work doesn't show apparent signs of declining. [6] There are some disadvantages, but the ghost work industry will potentially grow even more in the upcoming years. [5]
Amazon Mechanical Turk (MTurk) is a crowdsourcing website with which businesses can hire remotely located "crowdworkers" to perform discrete on-demand tasks that computers are currently unable to do as economically. It is operated under Amazon Web Services, and is owned by Amazon. Employers, known as requesters, post jobs known as Human Intelligence Tasks (HITs), such as identifying specific content in an image or video, writing product descriptions, or answering survey questions. Workers, colloquially known as Turkers or crowdworkers, browse among existing jobs and complete them in exchange for a fee set by the requester. To place jobs, requesters use an open application programming interface (API), or the more limited MTurk Requester site. As of April 2019, requesters could register from 49 approved countries.
Human-based computation (HBC), human-assisted computation, ubiquitous human computing or distributed thinking is a computer science technique in which a machine performs its function by outsourcing certain steps to humans, usually as microwork. This approach uses differences in abilities and alternative costs between humans and computer agents to achieve symbiotic human–computer interaction. For computationally difficult tasks such as image recognition, human-based computation plays a central role in training Deep Learning-based Artificial Intelligence systems. In this case, human-based computation has been referred to as human-aided artificial intelligence.
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 digital platforms to attract and divide work between participants to achieve a cumulative result. Crowdsourcing is not limited to online activity, however, and there are various historical examples of crowdsourcing. The word crowdsourcing is a portmanteau of "crowd" and "outsourcing". In contrast to outsourcing, crowdsourcing usually involves less specific and more public groups of participants.
An online marketplace is a type of e-commerce website where product or service information is provided by multiple third parties. Online marketplaces are the primary type of multichannel ecommerce and can be a way to streamline the production process.
Figure Eight was a human-in-the-loop machine learning and artificial intelligence company based in San Francisco.
Behance, stylized as Bēhance, is a social media platform owned by Adobe whose main focus is to showcase and discover creative work.
Mike Schroepfer is an entrepreneur, technical architect, climate investor, and philanthropist who was the chief technology officer (CTO) at Meta Platforms between March 2013 and March 2022. In 2022 he took a step back and transitioned to become Senior Fellow at Meta to focus on investing and philanthropic work related to addressing the climate crisis. Schroepfer's current focus is investing in tech and science to fight climate change through his VC firm Gigascale Capital, philanthropic entity Additional Ventures, and as board chair of the Carbon to Sea Initiative.
Fiverr is an Israeli multinational online marketplace for freelance services. Fiverr's platform connects freelancers (sellers) to people or businesses looking to hire (buyers), encouraging a wide range of services in a free market. Fiverr takes its name from the $5 asking price attached to all tasks when the company was founded in 2010 in Tel Aviv, though many sellers now charge more.
TaskRabbit, Inc. d/b/a TaskRabbit operates an online marketplace that matches freelance labor with local demand, allowing people to find help with tasks including personal assistance, furniture assembly, moving, delivery, and handyman work. The company was founded in 2008 by Leah Busque and was acquired by an affiliate of IKEA in 2017.
Francis Aurelio deSouza is an American entrepreneur and business executive. He is co-founder of SynthLabs, and a member of the Board of Directors of Deel Inc.
Magic Leap, Inc. is an American technology company that released a head-mounted augmented reality display, called Magic Leap One, which superimposes 3D computer-generated imagery over real world objects. It is attempting to construct a light-field chip using silicon photonics.
Digital labor or digital labour represents an emergent form of labor characterized by the production of value through interaction with information and communication technologies such as digital platforms or artificial intelligence. Examples of digital labor include on-demand platforms, micro-working, and user-generated data for digital platforms such as social media. Digital labor describes work that encompasses a variety of online tasks. If a country has the structure to maintain a digital economy, digital labor can generate income for individuals without the limitations of physical barriers.
Robotic process automation (RPA) is a form of business process automation that is based on software robots (bots) or artificial intelligence (AI) agents. RPA should not be confused with artificial intelligence as it is based on automotive technology following a predefined workflow. It is sometimes referred to as software robotics.
Blue Prism is the trading name of the Blue Prism Group plc, a British multinational software corporation that pioneered and makes enterprise robotic process automation (RPA) software that provides a digital workforce designed to automate complex, end-to-end operational activities. In March 2022, Blue Prism was acquired by SS&C Technologies.
Labeled data is a group of samples that have been tagged with one or more labels. Labeling typically takes a set of unlabeled data and augments each piece of it with informative tags. For example, a data label might indicate whether a photo contains a horse or a cow, which words were uttered in an audio recording, what type of action is being performed in a video, what the topic of a news article is, what the overall sentiment of a tweet is, or whether a dot in an X-ray is a tumor.
UiPath Inc. is a global software company that makes robotic process automation (RPA) software. It was founded in Bucharest, Romania, by Daniel Dines and Marius Tîrcă. Its headquarters are in New York City. The company's software monitors user activity to automate repetitive front and back office tasks, including those performed using other business software such as customer relationship management or enterprise resource planning (ERP) software.
The platform economy encompasses economic and social activities facilitated by digital platforms. These platforms — such as Amazon, Airbnb, Uber, Microsoft and Google — serve as intermediaries between various groups of users, enabling interactions, transactions, collaboration, and innovation. The platform economy has experienced rapid growth, disrupting traditional business models and contributing significantly to the global economy.
Gig workers are independent contractors, online platform workers, contract firm workers, on-call workers, and temporary workers. Gig workers enter into formal agreements with on-demand companies to provide services to the company's clients.
Mary L. Gray is an American anthropologist and author. She is a Fellow at Harvard University's Berkman Klein Center for Internet and Society, as well as a Senior Principal Researcher at Microsoft Research. Along with her research, Gray teaches at Indiana University, maintaining an appointment as an Associate Professor of the Media School, with affiliations in American Studies, Anthropology, and Gender Studies. In 2020, she was awarded a MacArthur Genius Grant in recognition of her work "investigating the ways in which labor, identity, and human rights are transformed by the digital economy."
Presto is a technology platform for the restaurant industry developed by Redwood City–based E la Carte. The company targets the customer-facing technology market for full-service and quick-service restaurants. Their products consist of computer vision, speech recognition, AI, tabletop tablets, and server tablets. As of October 2019, customers include Applebee's, Chili's, Outback Steakhouse, Denny's, Checkers, and Red Lobster.
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