What Is AI Bias and How Do We Prevent It?

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[Events and webinars](#)[Events and webinars](https://www.verizon.com) Events and webinars - [Enterprise](https://www.verizon.com/business/resources/events/enterprise/) - [Small Business](https://www.verizon.com/business/resources/events/small-business/) - [Public Sector](https://www.verizon.com/business/resources/events/public-sector/) - [All events and webinars](https://www.verizon.com/business/resources/events/) - [Popular topics](#)[Popular topics](https://www.verizon.com) Popular topics - [Distance learning](https://www.verizon.com/business/resources/distance-learning/) - [5G Edge and why it matters](https://www.verizon.com/business/resources/edge/) - [Healthcare](https://www.verizon.com/business/resources/healthcare/) - [Improving CX](https://www.verizon.com/business/resources/improving-cx/) - [Network as a Service](https://www.verizon.com/business/resources/network-as-a-service/) - [New workplace](https://www.verizon.com/business/resources/new-workplace/) - [Public safety](https://www.verizon.com/business/resources/public-safety/) - [Security strategies](https://www.verizon.com/business/resources/security-strategy/) - [Scaling AI](https://www.verizon.com/business/resources/scaling-ai/) - [Featured resources](#)[Featured resources](https://www.verizon.com) Featured resources - [Data Breach Investigations Report](https://www.verizon.com/business/resources/reports/dbir/) - [Mobile Security Index report](https://www.verizon.com/business/resources/reports/mobile-security-index/) - [Payment Security Report](https://www.verizon.com/business/reports/payment-security-report/) - [Gartner recognition](https://www.verizon.com/business/why-verizon/recognition/gartner/) - [Verizon Partner Network](https://www.verizon.com/business/resources/partner-network/) - [Customer success stories](#)[Customer success stories](https://www.verizon.com) Customer success stories - [$3.4B in retail sales with Verizon](https://www.verizon.com/business/resources/customer-success-stories/iot-connectivity-unattended-retail-operations/) - [City of Irving's priority connection](https://www.verizon.com/business/resources/customer-success-stories/5g-network-slicing-public-safety/) - [Supporting school safety](https://www.verizon.com/business/resources/customer-success-stories/status-solutions-network-school-safety-technology/) - [NHL's innovative Verizon partnership](https://www.verizon.com/business/resources/customer-success-stories/nhl-deployed-private-wireless-network/) - [All stories](https://www.verizon.com/business/resources/customer-success-stories/) - [All insights](https://www.verizon.com/business/resources/) [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) [](https://www.verizon.com/business/ "Verizon Business") [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) Close [Business](https://www.verizon.com/business/) [Personal](https://www.verizon.com/) Mobile Mobile [Mobile](https://www.verizon.com) - [Mobile plans](#) [Mobile plans](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Shop all plans](https://www.verizon.com/business/products/mobile/plans/) - [My Biz Plan](https://www.verizon.com/business/products/mobile/plans/my-biz/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Complete](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Device protection](https://www.verizon.com/business/products/mobile/plans/device-protection/) - [International services](https://www.verizon.com/business/products/plans/international/) - [TravelPass](https://www.verizon.com/business/products/plans/international/travel/#plan-options) - [Go to all mobile](https://www.verizon.com/business/products/mobile/) - [Phones](#) [Phones](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Shop all phones & devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Smartphones](https://www.verizon.com/business/shop/products/devices/smartphones) - [Bring your own device](https://www.verizon.com/business/shop/products/devices/smartphones/byod) - [Smartphone as a Service](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Certified pre-owned devices](https://www.verizon.com/business/shop/products/devices/certified-pre-owned) - [Basic phones](https://www.verizon.com/business/shop/products/devices/basic-phones) - [Desk and conference phones](https://www.verizon.com/business/shop/products/devices/deskphones) - [Trade in your device](https://www.verizon.com/business/products/mobile/trade-in/) - [Connected devices](#) [Connected devices](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Shop all devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Tablets](https://www.verizon.com/business/shop/products/devices/tablets) - [Laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Mobile hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [5G devices](https://www.verizon.com/business/shop/products/devices/5g) - [Smartwatches](https://www.verizon.com/business/shop/products/devices/smart-watches) - [Public Sector devices](https://www.verizon.com/business/products/mobile/public-sector/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) - [Brands](#) [Brands](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) Internet Internet [Internet](https://www.verizon.com) - [Business Internet](#) [Business Internet](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Shop all Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Fios Business Internet](https://www.verizon.com/business/products/internet/fios/) - [5G Business Internet](https://www.verizon.com/business/products/internet/5g/) - [LTE Business Internet](https://www.verizon.com/business/products/internet/lte/) - [Backup and Flexible Use Internet](https://www.verizon.com/business/products/internet/backup-failover/) - [Business Internet On-the-Go](https://www.verizon.com/business/products/internet/portable-internet/) - [More](#) [More](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Internet Dedicated](https://www.verizon.com/business/products/internet/internet-dedicated/) - [Business Broadband](https://www.verizon.com/business/products/internet/business-broadband/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [TechTeam support](https://www.verizon.com/business/products/internet/techteam/) - [Internet usage calculator](https://www.verizon.com/business/products/networks/connectivity/lte-business-internet/lte-internet-usage-calculator/) - [Equipment and devices](#) [Equipment and devices](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Jetpacks and hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [TV](#) [TV](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Fios TV](https://www.verizon.com/business/products/business-tv/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/what-is-ai-bias-and-how-do-we-help-prevent-it/) - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) Solutions Solutions [Solutions](https://www.verizon.com) Solutions - [Products](#)[Products](https://www.verizon.com) Products - [Mobile](#)[Mobile](https://www.verizon.com) Mobile - [Shop all mobile](https://www.verizon.com/business/products/mobile/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Mobile plans](https://www.verizon.com/business/products/mobile/plans/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Connected laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) - [Internet](#)[Internet](https://www.verizon.com) Internet - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [Fios TV](https://www.verizon.com/business/products/internet/business-tv/) - [Tech support](https://www.verizon.com/business/products/internet/service-protection-plan/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [Internet security solution](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Network](#)[Network](https://www.verizon.com) Network - [Overview](https://www.verizon.com/business/products/networks/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Managed network services](https://www.verizon.com/business/products/networks/managed-network-services/) - [Virtual network services](https://www.verizon.com/business/products/networks/virtual-network-services/) - [Connectivity](https://www.verizon.com/business/products/networks/connectivity/) - [On Site 5G & Edge](https://www.verizon.com/business/products/networks/on-site-5g/) - [CPE and Subscription Services](https://www.verizon.com/business/products/networks/cpe-and-subscription-services/) - [Security](#)[Security](https://www.verizon.com) Security - [Overview](https://www.verizon.com/business/products/security/) - [DDoS Shield](https://www.verizon.com/business/products/security/network-cloud-security/ddos-shield/) - [Secure Access Service Edge (SASE)](https://www.verizon.com/business/products/security/network-cloud-security/sase-management/) - [Managed Security Services](https://www.verizon.com/business/products/security/network-cloud-security/security-device-monitoring-management/) - [Business Internet Secure](https://www.verizon.com/business/products/security/business-internet-secure/) - [Verizon Business Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Verizon Business Mobile Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/mobile-internet-security/) - [Mobile Device Management](https://www.verizon.com/business/products/security/mobile-device-management/) - [Mobile Threat Defense](https://www.verizon.com/business/products/security/mobile-threat-defense/) - [Business Mobile Secure Plus](https://www.verizon.com/business/products/security/business-mobile-secure-plus/) - [Voice and collaboration](#)[Voice and collaboration](https://www.verizon.com) Voice and collaboration - [Overview](https://www.verizon.com/business/products/voice-collaboration/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Webex Cloud Communications](https://www.verizon.com/business/products/voice-collaboration/webex-cloud-communications/) - [Verizon Calling Solutions for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/) - [VoIP phone services](https://www.verizon.com/business/products/voice-collaboration/voip/) - [Push to Talk Plus](https://www.verizon.com/business/products/voice-collaboration/push-talk-plus/) - [Business & Enterprise Messaging](https://www.verizon.com/business/products/voice-collaboration/business-sms-solutions/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [Plain Old Telephone Service](https://www.verizon.com/business/products/voice-collaboration/plain-old-telephone-service-replacement/) - [Contact centers and CX](#)[Contact centers and CX](https://www.verizon.com) Contact centers and CX - [Overview](https://www.verizon.com/business/products/contact-center-cx/) - [Cloud contact center](https://www.verizon.com/business/products/contact-center-cx/cloud-contact-center/) - [Voice security](https://www.verizon.com/business/products/contact-center-cx/voice-security/) - [Customer engagement](https://www.verizon.com/business/products/contact-center-cx/customer-engagement/) - [Voice services](https://www.verizon.com/business/products/contact-center-cx/voice-services/) - [Voice API solutions](https://www.verizon.com/business/products/contact-center-cx/voice-api/) - [Internet of Things](#)[Internet of Things](https://www.verizon.com) Internet of Things - [Overview](https://www.verizon.com/business/products/internet-of-things/) - [IoT devices](https://www.verizon.com/business/products/internet-of-things/devices/) - [IoT networks](https://www.verizon.com/business/products/internet-of-things/iot-networks/) - [5G Standalone & RedCap](https://www.verizon.com/business/products/internet-of-things/iot-networks/5g-standalone-redcap/) - [IoT platform (ThingSpace) and services](https://www.verizon.com/business/products/internet-of-things/iot-platform-and-services/) - [IoT applications](https://www.verizon.com/business/products/internet-of-things/iot-applications/) - [IoT Satellite Connectivity](https://www.verizon.com/business/products/internet-of-things/satellite-connectivity/) - [Fleet management](https://www.verizonconnect.com?utm_medium=referral&utm_source=verizon&lead=verizonReferral) - [5G Edge](#)[5G Edge](https://www.verizon.com) 5G Edge - [Overview](https://www.verizon.com/business/products/5g-edge/) - [Accelerated Access facial authentication](https://www.verizon.com/business/products/5g-edge/accelerated-access/) - [Crowd Analytics](https://www.verizon.com/business/products/5g-edge/crowd-analytics/) - [Go to all products](https://www.verizon.com/business/products/) - [Industry](#)[Industry](https://www.verizon.com) Industry - [Construction](#)[Construction](https://www.verizon.com) Construction - [Overview](https://www.verizon.com/business/solutions/industry/construction/) - [Future-ready worksites](https://www.verizon.com/business/solutions/industry/construction/future-ready-worksites/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/construction/efficient-operations/) - [Connected workforces](https://www.verizon.com/business/solutions/industry/construction/connected-workforces/) - [Data security](https://www.verizon.com/business/solutions/industry/construction/security-for-workforces-digital-data/) - [Healthcare](https://www.verizon.com/business/solutions/industry/healthcare/) - [Automotive](#)[Automotive](https://www.verizon.com) Automotive - [Overview](https://www.verizon.com/business/solutions/industry/automotive/) - [Connected vehicles](https://www.verizon.com/business/solutions/industry/automotive/autonomous-connected-vehicles/) - [Unified technology](https://www.verizon.com/business/solutions/industry/automotive/autonomous-vehicle-deployment-solutions/) - [Immersive vehicle experiences](https://www.verizon.com/business/solutions/industry/automotive/immersive-customer-vehicle-experiences/) - [Data security](https://www.verizon.com/business/solutions/industry/automotive/protecting-vehicle-and-customer-data/) - [Manufacturing](#)[Manufacturing](https://www.verizon.com) Manufacturing - [Overview](https://www.verizon.com/business/solutions/industry/manufacturing/) - [Enabling Industry 4.0](https://www.verizon.com/business/solutions/industry/manufacturing/smart-manufacturing-and-industry-4-0/) - [Improving your productivity](https://www.verizon.com/business/solutions/industry/manufacturing/connected-factories/) - [Enhancing your security](https://www.verizon.com/business/solutions/industry/manufacturing/data-protection-and-privacy-solutions/) - [Empowering your workforce](https://www.verizon.com/business/solutions/industry/manufacturing/connected-workforce/) - [Distribution & logistics](https://www.verizon.com/business/solutions/industry/distribution-logistics/) - [Retail](#)[Retail](https://www.verizon.com) Retail - [Overview](https://www.verizon.com/business/solutions/industry/retail/) - [Enterprise connectivity](https://www.verizon.com/business/solutions/industry/retail/digital-connectivity-in-business/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/retail/enhancing-customer-experiences/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/retail/operational-efficiency-with-iot/) - [Data protection](https://www.verizon.com/business/solutions/industry/retail/protecting-customer-payment-and-company-data/) - [Financial](#)[Financial](https://www.verizon.com) Financial - [Overview](https://www.verizon.com/business/solutions/industry/financial/) - [Better infrastructure](https://www.verizon.com/business/solutions/industry/financial/building-a-better-infrastructure/) - [Protect critical data Data security](https://www.verizon.com/business/solutions/industry/financial/protecting-critical-financial-data/) - [Personalized customer experiences](https://www.verizon.com/business/solutions/industry/financial/improving-customer-experience/) - [Real-time innovation](https://www.verizon.com/business/solutions/industry/financial/real-time-innovation/) - [Media & entertainment](#)[Media & entertainment](https://www.verizon.com) Media & entertainment - [Overview](https://www.verizon.com/business/solutions/industry/media-entertainment/) - [Intelligent venues](https://www.verizon.com/business/solutions/industry/media-entertainment/intelligent-venues-and-arenas/) - [Connected athletes](https://www.verizon.com/business/solutions/industry/media-entertainment/connected-athletes/) - [Enhance experiences](https://www.verizon.com/business/solutions/industry/media-entertainment/enhancing-customer-venue-experiences/) - [Data and IP protection](https://www.verizon.com/business/solutions/industry/media-entertainment/protect-ip-and-data/) - [Energy & utilities](#)[Energy & utilities](https://www.verizon.com) Energy & utilities - [Overview](https://www.verizon.com/business/solutions/industry/energy-and-utilities/) - [Connected smart grids](https://www.verizon.com/business/solutions/industry/energy-and-utilities/smart-grids/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/energy-and-utilities/operation-efficiencies/) - [Data security](https://www.verizon.com/business/solutions/industry/energy-and-utilities/safeguarding-data/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/energy-and-utilities/differentiated-cx/) - [Public Sector](#)[Public Sector](https://www.verizon.com) Public Sector - [Overview](https://www.verizon.com/business/solutions/public-sector/) - [Education](https://www.verizon.com/business/solutions/public-sector/education/) - [Federal Government](https://www.verizon.com/business/solutions/public-sector/federal-government/) - [Public Safety](https://www.verizon.com/business/solutions/public-sector/public-safety/) - [State & Local Government](https://www.verizon.com/business/solutions/public-sector/state-local-government/) - [All Industries](https://www.verizon.com/business/solutions/industry/) - [Small business](#)[Small business](https://www.verizon.com) Small business - [Overview](https://www.verizon.com/business/solutions/small-business/) - [Business Unlimited plans](https://www.verizon.com/business/products/mobile/plans/business-unlimited/) - [Business internet](https://www.verizon.com/business/products/internet/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Marketplace](https://www.verizon.com/business/solutions/marketplace/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Enterprise](#)[Enterprise](https://www.verizon.com) Enterprise - [Overview](https://www.verizon.com/business/solutions/enterprise/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Verizon AI Connect](https://www.verizon.com/business/solutions/ai-connect/) - [Verizon Mobile for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/unified-mobile/) - [On Site 5G & Edge](https://www.verizon.com/business/products/networks/on-site-5g/) - [5G Edge computing](https://www.verizon.com/business/solutions/business-intelligence/edge-computing/) - 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Author: Shane Schick Businesses are already successfully using artificial intelligence (AI) to enhance operations and customer experiences, such as predicting when equipment will need to be repaired or identifying fraudulent insurance claims. As the technology is applied for even higher-level decision-making, companies need to confront the risk of AI bias, and explore the degree of data objectivity they can realistically achieve to avoid it. According to a 2022 survey, however, [54% of IT and business leaders are worried about bias](https://www.businesswire.com/news/home/20220118005347/en/DataRobot%E2%80%99s-State-of-AI-Bias-Report-Reveals-81-of-Technology-Leaders-Want-Government-Regulation-of-AI-Bias) in AI today. Artificial intelligence bias refers to situations where technologies such as natural language processing or machine learning produce systematic and repeatable errors. More than a third of companies in the same survey say they have already experienced bias in AI, with consequences that range from lost revenue to legal fees. ### How artificial intelligence bias develops Analysts at market research firm AI Multiple say [AI bias generally stems from two areas](https://research.aimultiple.com/ai-bias/): 1. Incomplete data sets that fail to take a representative look at a given subject area. 2. Unconscious cognitive biases introduced by those developing an algorithm, such as the assumption that someone from a specific socioeconomic class is more likely to commit a crime. Ideally, data should provide AI with a perfect raw material to be ingested, synthesized and analyzed by sophisticated algorithms. "Training data," in particular, should help AI applications properly understand a problem and perform its assigned tasks. If businesses don't attempt to limit bias in their data as much as possible at the outset, though, the risk of artificial intelligence bias increases. Worries over the potential for AI bias have grown as enterprise adoption of the technology has become more widespread. In fact, the [2022 AI Index](https://hai.stanford.edu/research/ai-index-2022) produced by the Stanford Institute for Human-Centered Artificial Intelligence found that the volume of papers about ways to measure artificial intelligence bias has doubled in the past two years. A report from the National Institute of Standards and Technology (NIST) warns that, if left unchecked, bias in AI [could lead to discrimination](https://nvlpubs.nist.gov/nistpubs/SpecialPublications/NIST.SP.1270.pdf), such as denying underrepresented groups access to education or even a place to live. ### Preventing artificial intelligence bias Some efforts to combat bias in AI are putting humans at the heart of the process. For example, The New York Times recently reported on [an initiative where Native American students were tagging images](https://www.nytimes.com/2022/03/22/technology/ai-data-indigenous-ivow.html) with indigenous terms in order to create metadata that would reduce the potential for bias in a photo recognition algorithm. Researchers from MIT and Harvard University, meanwhile, have been [applying techniques from neuroscience to develop machine learning models](https://news.mit.edu/2022/machine-learning-biased-data-0221) that could overcome biased data sets. As with similar studies, the idea is to explore how algorithms identify and classify data, and whether prejudices of some kind can creep in. Unlike subjective data that might be based upon personal interpretation, [an article in the Harvard Business Review](https://hbr.org/2022/03/overcoming-the-c-suites-distrust-of-ai) suggests AI applications need to be developed with the lofty ambition of [working to eliminate bias in data.](https://sciencestruck.com/difference-between-subjective-objective-data) This kind of data is vetted and "cleansed," the article said, or is given a confidence score if its objectivity is in question. Open-source tools, such as [AI Fairness 360](https://github.com/Trusted-AI/AIF360), are available to test for AI bias within data sets, while frameworks like [Deloitte's Trustworthy AI](https://www.technologyreview.com/2020/03/25/950291/trustworthy-ai-is-a-framework-to-help-manage-unique-risk/) can be used to evaluate the degree of bias early on. ### AI and 5G AI applications not only need to use the most objective and complete data sets possible, but they also would benefit greatly by running on networks optimized to deliver real-time information quickly. The potential of 5G to deliver peak data rates, at some places where fiber is not available, helps to ensure that those relying on AI to make timely decisions can get insights at the speed their business requires. Learn more about how [5G and edge computing](https://www.verizon.com/business/solutions/5g/edge-computing/) can help companies set the stage for getting ahead of AI bias and improving business outcomes. *The author of this content is a paid contributor for Verizon.* - Related articles - Recently published Related articles ### Let's connect. Choose your country to view contact details. 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