entity

Facebook

Also known as: FB

from single model dimension

No definition has been generated yet — showing the first model analysis as a summary.

Facebook is a prominent social media platform and technology company known for its innovative business model that leveraged efficient information exchange and indirect network effects at market entry, discouraging user migration novel business model at entry. It employs lock-in mechanisms such as sunk costs from user registration and app use, alongside network effects where more producers attract consumers lock-in via sunk costs. Revenue is generated by matching content producers, consumers, and advertisers using machine learning for ad placement (Parker et al., 2016) revenue from ad matching, with over $50 billion spent on its ads in 2022 ad spend in 2022. Technologically, it maintains a closed knowledge graph called the entity graph that structures user profile data entity graph knowledge graph and participates in open source initiatives like the 'Building Leadership in an Open Source Community' guide alongside companies such as Google and Microsoft open source guide participant. Facebook faces geopolitical restrictions, being blocked in China blocked in China and having domestic equivalents like vKontakte in Russia Russian equivalent vKontakte. It has conducted controversial experiments, including a 2014 emotional contagion study manipulating 700,000 users' news feeds to observe emotional impacts, later apologizing for lack of proper consent emotional contagion experiment. Kraus et al. (2022) analyzed its metaverse efforts as potential radical innovation metaverse business model paper. Its success, alongside firms like Alphabet and Uber, challenges traditional strategic theories challenges orthodox theories, and it pledged 100% renewable energy renewable energy pledge.

Model Perspectives (2)
openrouter/x-ai/grok-4.1-fast definitive 95% confidence
Facebook is a prominent social media platform and technology company known for its innovative business model that leveraged efficient information exchange and indirect network effects at market entry, discouraging user migration novel business model at entry. It employs lock-in mechanisms such as sunk costs from user registration and app use, alongside network effects where more producers attract consumers lock-in via sunk costs. Revenue is generated by matching content producers, consumers, and advertisers using machine learning for ad placement (Parker et al., 2016) revenue from ad matching, with over $50 billion spent on its ads in 2022 ad spend in 2022. Technologically, it maintains a closed knowledge graph called the entity graph that structures user profile data entity graph knowledge graph and participates in open source initiatives like the 'Building Leadership in an Open Source Community' guide alongside companies such as Google and Microsoft open source guide participant. Facebook faces geopolitical restrictions, being blocked in China blocked in China and having domestic equivalents like vKontakte in Russia Russian equivalent vKontakte. It has conducted controversial experiments, including a 2014 emotional contagion study manipulating 700,000 users' news feeds to observe emotional impacts, later apologizing for lack of proper consent emotional contagion experiment. Kraus et al. (2022) analyzed its metaverse efforts as potential radical innovation metaverse business model paper. Its success, alongside firms like Alphabet and Uber, challenges traditional strategic theories challenges orthodox theories, and it pledged 100% renewable energy renewable energy pledge.
openrouter/x-ai/grok-4.1-fast definitive 97% confidence
Facebook serves as a major social media platform implicated in controversies over targeted advertising practices that allegedly enabled housing discrimination. Its advertising system allowed advertisers to exclude users based on protected characteristics like race, sex, and zip codes, and create custom audiences exclusion options, custom audiences. The U.S. Department of Housing and Urban Development (HUD) charged Facebook with violating the Fair Housing Act through these practices and its own ad delivery algorithms, which used user data including proxies for protected traits to predict responses and skew delivery HUD charge, ad delivery allegations. ProPublica reported that Facebook permitted housing ads to exclude users by race ProPublica report. Academic studies, including those by Till Speicher et al. and Muhammed Ali et al. from Cornell, demonstrated skewed ad delivery based on content, with audiences over 72% African American for certain ads despite inclusive targeting skewed delivery, Cornell research. In March 2019, Facebook settled with HUD and civil rights organizations, agreeing to limit geographic targeting to 15-mile radii, ban zip code targeting, and create an ad viewer tool 2019 settlement, retooling. Additionally, Facebook faced the 2017 Cambridge Analytica data scandal, where user data was misused for elections, leading to privacy changes by over 50% of UK users and 5% account deletions data scandal, UK response. Despite this, it reported 1.4 billion daily active users by end-2017 user growth. The platform also facilitated viral events like 1.6 million RSVPs to storm Area 51 and groups for organizations like Rigpa Area 51 event, Rigpa group. Its CEO, Mark Zuckerberg, attracted reptilian conspiracy humor Zuckerberg humor. Connections include HUD, ProPublica, New York Department of Financial Services, and academics critiquing its algorithms.

Facts (80)

Sources
Strategic Rivalry between United States and China swp-berlin.org SWP 9 facts
claimThe Chinese government blocks access to foreign-controlled social networks, including Facebook, Twitter, and Google.
accountRussia has established domestic equivalents to dominant United States digital services, specifically Yandex for Google and vKontakte for Facebook, to increase its technological autonomy.
claimRussia is working to become more autonomous by establishing domestic equivalents to dominant United States services, specifically Yandex for Google and vKontakte for Facebook.
claimForeign-controlled social networks such as Facebook, Twitter, and Google are effectively blocked and inaccessible within China.
claimSocial networks such as Facebook (US-based) and WeChat (China-based) are influenced by the values and legal frameworks of their respective home countries, particularly regarding freedom of expression and personal data protection.
accountRussia has attempted to become more autonomous from the United States by establishing domestic equivalents to US services, such as Yandex for Google and vKontakte for Facebook.
claimSocial networks like Facebook (US-based) and WeChat (China-based) are influenced by the values and legal frameworks of their respective home countries, particularly regarding freedom of expression and personal data protection.
claimForeign-controlled social networks such as Facebook, Twitter, and Google are effectively inaccessible in China.
claimSocial networks like Facebook and WeChat are shaped by the values and legal frameworks of their home countries, particularly regarding freedom of expression and data protection.
Digital consumer activism: Agency and commodification in the digital ... ephemerajournal.org ephemera 9 facts
claimLeaving Facebook is more complex than leaving Uber because Facebook owns alternative platforms such as Instagram, as noted by Hern (2019).
claimThe #deletefacebook and #deleteuber campaigns were reactive and decentralized, driven by events surrounding the companies and the ability of Twitter users to mobilize via hashtags rather than ongoing organized pressure.
claimThe #delete campaigns targeting companies like Uber and Facebook rely on a form of digital agency that is reactive and decentralized, which unintentionally incites further social media use and information consumption.
measurementFollowing the Cambridge Analytica scandal, one in 20 British citizens deleted their Facebook accounts, as reported by E. Tan in Campaign in 2018.
referenceIn 'Social media and symbolic action: Exploring participation in the Facebook red equal sign profile picture campaign', John Penney explores user participation in symbolic digital activism.
measurementBy the end of 2017, Facebook reported a 14% increase in worldwide daily active users to 1.4 billion and a 14% increase in monthly active users to 2.13 billion, according to Facebook (2018).
claimIn 2017, a scandal emerged regarding Facebook (now Meta) allowing the firm Cambridge Analytica to use user data to influence the USA Presidential election and the UK Brexit referendum.
measurementA market research report by Tan (2018) indicated that over 50% of UK Facebook users changed their privacy settings following the 2017 data scandal, while 5% deleted their accounts.
claimThe 2017 Facebook data scandal revealed that Facebook collected extensive personal information on users and sold this data to various companies, according to Anon (2018).
Business ecosystems as a way to activate lock-in in business models link.springer.com Springer Mar 28, 2025 7 facts
accountFacebook's business model was novel at market entry because it offered a more efficient form of information exchange, and it utilized indirect network effects by attracting users who acted as both producers and consumers of content, which discouraged migration to other providers.
referenceKraus, S., Kanbach, D. K., Krysta, P. M., Steinhoff, M. M., & Tomini, N. (2022) published 'Facebook and the creation of the metaverse: Radical business model innovation or incremental transformation?' in the International Journal of Entrepreneurial Behavior & Research, 28(9), 52–77.
claimEven if a competitor develops a technically superior social media platform, it may fail to be adopted because of the lock-in mechanisms established by incumbent platforms like Facebook.
claimFacebook generates revenue by matching content producers and consumers with advertisers, utilizing machine learning to analyze user activity and content to predict optimal advertising placement (Parker et al., 2016).
claimFacebook utilizes lock-in mechanisms including sunk costs (user registration, app installation, and interface familiarization) and indirect network effects, where the presence of more content producers attracts more content consumers, which in turn attracts more producers.
claimGiachetti and Lanzolla (2016) assert that firms can prevent business model imitation by locking in key partners to erect entry barriers, a strategy exemplified by Apple, Google, and Facebook.
claimScholars realized that orthodox theories, such as a firm's industry position and strategic capabilities, provided an incomplete explanation for the success of companies like Alphabet, Alibaba, Airbnb, Facebook, and Uber.
The Fair Lending Implications of Targeted, Internet Marketing consumercomplianceoutlook.org Consumer Compliance Outlook 6 facts
claimThe U.S. Department of Housing and Urban Development (HUD) filed a housing discrimination complaint against Facebook.
claimThe New York Department of Financial Services investigated Facebook’s advertising platform following concerns that advertisers used the platform to engage in discrimination.
claimProPublica reported that Facebook continued to allow housing advertisers to exclude users from seeing ads based on race after previous reports on the issue.
referenceMuhammed Ali et al. from Cornell University published research titled 'Discrimination Through Optimization: How Facebook’s Ad Delivery Can Lead to Skewed Outcomes,' which analyzed how ad delivery algorithms can result in discriminatory outcomes.
referenceAn academic study by Till Speicher et al. identified multiple mechanisms within Facebook’s advertising platform that permitted advertisers to publish highly discriminatory advertisements.
claimProPublica reported that Facebook allowed housing advertisers to exclude users from seeing ads based on race.
Read This Story to Learn How Behavioral Economics Can Improve ... ama.org American Marketing Association Dec 1, 2018 6 facts
accountFacebook conducted psychological research on 700,000 users by manipulating the emotional content of posts in their news feeds—showing one group positive posts and another group negative posts—and subsequently monitored the users' own posts to find that users exposed to positive content felt happier and those exposed to negative content felt sadder.
accountFacebook conducted psychological research on 700,000 users by manipulating the emotional content of posts in their news feeds to observe the effect on the users' own posts, finding that users exposed to positive posts felt happier and users exposed to negative posts felt sadder.
claimThe integration of behavioral economics into business practice accelerated in 2007 and 2008 when executives from Uber, Tesla, Google, Amazon, and Facebook attended classes led by Richard Thaler and Daniel Kahneman.
claimFacebook claimed that users provided "informed consent" for a study when they created their accounts, but the company later apologized for making users unwitting participants in that study.
claimThe integration of behavioral economics into business practice accelerated in 2007 and 2008 when executives from Uber, Tesla, Google, Amazon, and Facebook attended classes led by Richard Thaler and Daniel Kahneman.
accountFacebook apologized for making its users unwitting participants in a study, despite previously claiming that users had provided informed consent when they created their accounts.
Thinking vs Feeling: The Psychology of Advertising | USC MAPP ... appliedpsychologydegree.usc.edu USC Applied Psychology Nov 17, 2023 4 facts
measurementGoogle's "Friends Forever" campaign, launched in February 2015, is considered the most shared ad of all time, having amassed 6,432,921 shares on social media platforms like Twitter and Facebook.
measurementAdding a colored border around a Facebook advertisement image can double the click-through rate.
measurementMore than $50 billion was spent on Facebook advertisements in 2022.
measurementAdvertisers spent more than $50 billion on Facebook ads in 2022, according to Hootsuite.
Implications for Mental Health and Coping Strategies | OxJournal oxjournal.org oxjournal.org Aug 12, 2024 3 facts
referenceIncreased Facebook use is associated with greater social comparison, which predicts lower self-esteem and higher levels of depression.
claimVogel et al. (2014) found that increased Facebook use was associated with greater social comparison, which predicted lower self-esteem and higher levels of depression.
referenceThe study titled 'NetGirls: The Internet, Facebook, and body image concern in adolescent girls' was published in the International Journal of Eating Disorders, volume 47, issue 6, pages 630-643.
The psychological mechanisms through which digital content ... frontiersin.org Frontiers Nov 12, 2025 2 facts
measurementInstagram is the most frequently visited social media platform among the study respondents (40.7%), followed by TikTok (29.5%), Facebook (19.2%), and YouTube (10.6%).
referenceWang and McCarthy (2021) analyzed the content marketing strategies used by retail bank brands in Australia and Singapore, specifically looking at what content users 'like' on Facebook.
Emerging Technologies And Their Impact On International Relations ... hoover.org Hoover Institution 2 facts
claimThe rise of direct democracy in International Relations and Security (IR&S) may occur as internet tools enhance personal citizen engagement, supported by existing social and consumer platforms like Facebook, Twitter, Amazon, and Alibaba.
referenceEytan Bakshy, Solomon Messing, and Lada A. Adamic published a study in Science (2015) titled 'Exposure to ideologically diverse news and opinion on Facebook', which examines how users interact with diverse content on the platform.
Understanding the Psychology of Impulse Buying in E-Commerce jmsr-online.com Journal of Management and Science Research Aug 9, 2025 2 facts
claimBusinesses can gain real-time insights into consumer sentiment, preferences, and emotional reactions by examining customer interactions on social media sites like Facebook and Twitter.
claimBusinesses can gain real-time insights into consumer sentiment, preferences, and emotional reactions by examining customer interactions on social media platforms such as Facebook and Twitter, as demonstrated by the study referenced as [88].
Strategic analysis of cyber conflicts: A game-theoretic modelling of ... securityanddefence.pl Security and Defence Quarterly May 31, 2025 2 facts
claimDuring the 2012 Israel-Palestine conflict, both sides utilized social media platforms like Twitter and Facebook to spread narratives, counter opposing viewpoints, and rally support from international audiences, underscoring the importance of information warfare and public opinion shaping in modern conflicts, as noted by Zeitzoff (2018).
accountThe Internet Research Agency (IRA) created thousands of fake social media accounts on platforms including Facebook, Twitter, and Instagram to pose as American citizens or organizations and disseminate polarizing content on topics such as race relations, gun rights, and immigration.
Stress, Lifestyle, and Health – Psychology 2e OpenStax pressbooks.cuny.edu CUNY Pressbooks 2 facts
accountD’Amato, Liccardi, Cecchi, Pellegrino, & D’Amato (2010) documented a case study of an 18-year-old man with asthma who experienced asthma symptoms triggered by monitoring his ex-girlfriend's activity on Facebook after a breakup; these symptoms ceased when he stopped using the platform.
claimThe use of social media platforms like Facebook may act as a new source of stress and a triggering factor for asthma attacks, particularly in depressed asthmatic individuals.
Reptilian Aliens: They Walk Among Us - Hangar 1 Publishing hangar1publishing.com Sanjay Kapoor · Hangar 1 Publishing 2 facts
accountDuring a 2016 Facebook live Q&A session, Mark Zuckerberg was asked if he was secretly a lizard, to which he replied, "I'm gonna have to go with 'no' on that. I am not a lizard," an interaction that fueled further speculation due to his subsequent blink and tongue flick.
claimFacebook CEO Mark Zuckerberg has been a target of humor regarding the reptilian conspiracy theory.
Applying Behavioral Economics to Marketing, Policy, and Beyond econreview.studentorg.berkeley.edu Angela Chen · Berkeley Economic Review Sep 6, 2023 2 facts
claimThe 2014 Facebook emotional contagion experiment resulted in users becoming more unhappy, demonstrating that the platform negatively influenced user emotions without their consent.
accountIn 2014, Facebook conducted an experiment on emotional contagion by altering the news feeds of thousands of users to display more gloomy content.
Stress, Lifestyle, and Health – Introduction to Psychology open.maricopa.edu Maricopa Open Digital Press 2 facts
accountD’Amato et al. (2010) documented a case study of an 18-year-old man with asthma whose asthma attacks were triggered by viewing his ex-girlfriend's Facebook profile; the attacks ceased when he stopped using the social media platform.
claimThe use of social media platforms like Facebook may represent a new source of stress and a triggering factor for asthma attacks, particularly in depressed asthmatic individuals.
Knowledge Graphs: Opportunities and Challenges - Springer Nature link.springer.com Springer Apr 3, 2023 2 facts
referenceFacebook’s entity graph is a knowledge graph that converts unstructured user profile content into structured data.
claimOnline social networks, such as Facebook and Twitter, facilitate social relationship establishment and convenient information acquisition according to Li et al. (2020a) and Hashemi and Hall (2020).
Neuro-insights: a systematic review of neuromarketing perspectives ... frontiersin.org Frontiers 2 facts
referenceZhang, Yun, and Lee (2021) identified neural indicators of SNS content engagement in the context of Facebook.
referenceŠola, Mikac, and Rončević (2022) published 'Tracking unconscious response to visual stimuli to better understand a pattern of human behavior on a Facebook page' in the Journal of Innovation and Knowledge, which analyzes human behavior patterns on social media.
Modeling the significance of advertising values on online impulse ... nature.com Nature Oct 21, 2023 1 fact
referenceLi R and Suh A (2015) published 'Factors influencing information credibility on social media platforms: evidence from Facebook pages' in Procedia Computer Science, volume 72, pages 314–328.
Evolutionary functions of consciousness explained - Facebook facebook.com Facebook Nov 14, 2025 1 fact
claimConsciousness emerged in evolution when organisms gained the ability to perform internal simulations, according to a post in the Facebook group 'consciousness.studies'.
The Science of Marketing: Cognitive Biases That Shape Purchasing ... digitalmarketinglaboratory.com Digital Marketing Laboratory Jan 20, 2025 1 fact
claimE-commerce retargeting ads on platforms like Facebook and Google leverage the mere exposure effect to make products feel familiar to users who have previously visited a product page.
How Does the Moon Affect Marine Life Behavior? | Scuba Diving scubadiving.com Scuba Diving Dec 15, 2021 1 fact
claimDavid Shiffman maintains social media accounts on Twitter, Facebook, and Instagram under the handle @WhySharksMatter.
Media Coverage - News Center - Baruch College newscenter.baruch.cuny.edu Baruch College 1 fact
claimTed Henken was featured in the Miami Herald on February 14, 2023, discussing how Cubans seeking to enter the U.S. are using Facebook as a market for boat parts.
The role of open source in shaping software thetopvoices.com The Top Voices Nov 12, 2024 1 fact
perspectiveEugene Kublin, an expert software developer and contributor to projects involving OpenAI, Google, Nvidia, Amazon, Intel, Facebook, AMD, and Apache, views the shift toward open source business models—monetizing support, customization, and integration rather than access—as a key driver of software growth over the past few decades.
Building Leadership in an Open Source Community linuxfoundation.org The Linux Foundation 1 fact
accountCompanies that participated in the creation of the 'Building Leadership in an Open Source Community' guide include Autodesk, Comcast, Dropbox, Facebook, Google, Intel, Microsoft, Netflix, Oath (Yahoo + AOL), Red Hat, Salesforce, Samsung, and VMware.
Construction of Knowledge Graphs: State and Challenges - arXiv arxiv.org arXiv 1 fact
claimClosed knowledge graphs are typically developed and utilized by large technology companies, including Google, Amazon, Facebook, Microsoft, Tencent, and IBM.
“Lin Thomas, a Native woman from Grand Rapids, is searching for a ... facebook.com Facebook Jan 15, 2020 1 fact
perspectiveThe author of the Facebook post asserts that food is more than just nourishment, characterizing it as a source of identity, resilience, and empowerment.
An Analysis of the Humanity's Messages to Extraterrestrial Intelligent ... sociostudies.org Mike Zapp · Journal of Globalization Studies 1 fact
referenceThe Lone Signal transmission consisted of two components: a repetitive hailing component using encoded mathematical language intended as a 'Rosetta Stone' to facilitate understanding of the second component, and over 8,000 short statements submitted by the public via the Lone Signal website, Facebook, or Twitter.
Unidentified flying object - Wikipedia en.wikipedia.org Wikipedia 1 fact
measurementIn July 2019, a satirical Facebook event proposing to storm Area 51 attracted over a million people who marked themselves as attending and nearly a million more as interested.
Clean Energy Solutions Must Include Nuclear | ClearPath clearpath.org ClearPath 1 fact
claimMajor corporations including Facebook, Google, Walmart, and Sony, as well as U.S. cities such as Atlanta, Pittsburgh, Cleveland, and Minneapolis, have pledged to transition to 100% renewable electricity sources over the coming decades.
Associations between media parenting practices and early ... - Nature nature.com Nature Jun 5, 2024 1 fact
referenceAndreassen et al. (2012) developed a scale to measure Facebook addiction.
Sustainable and healthy diet index (SHDI) unveils regional ... link.springer.com Springer Sep 11, 2025 1 fact
procedureThe survey was primarily distributed online via social media platforms including LinkedIn, local Facebook groups, and messenger groups, as well as through mailing lists and university websites.
Unlocking the Potential of Generative AI through Neuro-Symbolic ... arxiv.org arXiv Feb 16, 2025 1 fact
referenceLisa Graziani, Stefano Melacci, and Marco Gori authored 'Jointly learning to detect emotions and predict facebook reactions', published in the 28th International Conference on Artificial Neural Networks in 2019.
Why organisations must embrace the 'open source' paradigm blogs.lse.ac.uk Aurelie Jean, Guillaume Sibout, Mark Esposito, Terence Tse · LSE Business Review Jan 5, 2024 1 fact
perspectiveThe accelerated propagation of conspiracy theories and fake news on social media creates an urgent need to make recommendation algorithms on platforms such as X, Facebook, TikTok, and ChatGPT publicly available.