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New Report Finds Wikipedia Rejects 68 Percent of New Article Submissions

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Lumino Digital’s new report finds Wikipedia rejects most article submissions, usually for weak notability, with AI use also raising concerns. The report offers timely guidance for brands navigating reputation and AI-driven search.

DENVER, April 20, 2026 /PRNewswire-PRWeb/ — Lumino Digital, a leading communications consultancy specializing in reputation management, AI search visibility, and strategic Wikipedia engagement, today released a first-of-its-kind report on the Wikipedia Articles for creation (AfC) process that analyzes approval rates for new article submissions, identifies the most common rejection rationales, and explores how Wikipedia’s content guidelines about AI usage and reliable sourcing are applied in practice.

Startups and tech companies performed especially poorly, with just a 6% approval rate. Business executives also lagged at 12%. Many appear to submit drafts before generating enough earned media to establish notability.

The report is the first large-scale empirical audit of Wikipedia’s AfC workflow. To produce the report, Lumino Digital analyzed publicly available documentation for 1,009 AfC submissions from September and October 2025. The analysis found that reviewing editors declined more than two-thirds (68 percent) of article submissions.

“Many organizations assume that producing a well-written draft is enough to secure a Wikipedia article—especially in an era of AI tools that can generate text quickly,” said Rhiannnon Ruff, Founding Partner at Lumino Digital. “Our data show that editors are quite discerning about which topics merit a new article, and in our experience, the deciding factor is almost always how much and what kind of media coverage a topic has.”

Key Findings

Most declines are due to lack of notability: The most frequent reason (57 percent) drafts are rejected is that they do not meet the site’s notability guidelines, meaning the submission content and sourcing do not convey that the topic is important enough to warrant a standalone encyclopedia entry.Approval rates vary by article type: AfC submissions in the Arts & Culture category have the highest approval rate at 48 percent. Submissions in the Business category have the lowest approval rate at 16 percent. Startups and other tech companies fare especially poorly, with only a six percent approval rate. Business executives likewise have a low approval rate: only 12 percent. There appears to be a push from businesses and their executives to submit drafts before they have generated the earned media necessary to demonstrate notability.AI use is a problem at AfC: Last month, Wikipedia’s editor community took the bold step of banning the usage of AI to generate new articles or rewrite existing ones. Our dataset underscored the challenge this technology poses to the encyclopedia: 16 percent of AfC drafts were flagged for AI/LLM concerns.Limited number of reviewing editors: 40 percent of the submission reviews in our dataset were handled by 11 especially prolific editors.

Why This Matters Now

Today, internet users increasingly rely on AI tools like Claude and ChatGPT, rather than traditional search engines like Google, to find information online. Wikipedia stands out as one of the top sources cited in AI tool searches, making it especially important in shaping public perception.

Lumino Digital’s groundbreaking report on Wikipedia’s AfC process provides crucial insights for those seeking to create a new Wikipedia article, including what it takes to get one published.

About Lumino Digital

Lumino Digital is a US-based communications consultancy that helps organizations understand and manage their digital presence across the platforms that matter most—including Wikipedia, AI search, and review sites. The agency is known for strategic reputation management grounded in ethical practice, client partnership, and long-term digital health.

Media Contact

Lumino Digital, Lumino Digital, 1 720-263-1497, shout@luminodigital.com, www.luminodigital.com

View original content:https://www.prweb.com/releases/new-report-finds-wikipedia-rejects-68-percent-of-new-article-submissions-302745515.html

SOURCE Lumino Digital

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Cognizant Propels AI Workforce Training with Cognizant Skillspring™: New Talent Transformation Platform Designed to Accelerate Clients’ Workforce AI Readiness

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New AI-native platform equips organizations to achieve AI fluency, aligns workforce capabilities with the demands of an AI-powered economy and drives outcome-based learning tailored to business objectives

Skillspring leverages Cognizant’s long-standing workforce training expertise to help enterprises address skilling as a critical AI infrastructure investment

TEANECK, N.J., April 21, 2026 /PRNewswire/ — Cognizant (Nasdaq: CTSH) today unveiled Cognizant Skillspring™, a multimodal, AI-native, conversational learning platform designed to redefine learning in the AI era and help businesses cultivate AI-ready talent at scale. The platform moves beyond static courses and compliance-driven training to enable organizations to respond to rapidly changing roles, technologies and skills demands, and help learning investments translate to business outcomes.

Cognizant’s New Work New World 2026 research found AI is reshaping work far faster than anticipated, with AI now capable of handling $4.5 trillion in U.S. work tasks and impacting up to 93% of jobs today, outpacing the speed at which conventional learning systems can respond. As enterprises redesign work across human and agentic teams, skilling is becoming a core part of the AI infrastructure every organization needs – building the fluency people require to adapt as work evolves, contribute in new ways and grow into emerging roles.

Cognizant Skillspring uses AI agent-driven tutoring and content creation to deliver high-quality, personalized learning across large workforces while helping organizations manage learning and development costs more efficiently. The platform maps skills directly to roles, projects and performance outcomes, and adapts learning paths as roles and skill requirements evolve. Conversational, multimodal experiences embed learning directly into clients’ daily workflows so employees build skills while work gets done.

Internally, Cognizant Skillspring is complemented by the AI Fluency Dashboard, a personalized, real‑time view that gives every associate visibility into their AI readiness while encouraging real‑world AI usage and innovation across the enterprise. The dashboard provides Cognizant associates with insight into their AI skills, learning progress, usage and innovation – using scoring and gamification to accelerate adoption and drive stronger application of AI in day‑to‑day work. 

“The AI era requires more dynamic learning systems designed to evolve as work, roles and technologies change. Cognizant Skillspring is purpose-built for the pace and complexity of this moment, enabling continuous talent transformation in the flow of work,” said Kathy Diaz, Chief People Officer, Cognizant. “As an AI builder, Cognizant focuses on turning AI investment into real-world outcomes for our clients. Cognizant Skillspring improves time-to-competency and alignment between skills investments and business priorities – helping ensure workforces remain ready as roles and technologies continue to dynamically evolve.”

Cognizant Skillspring is also available for universities, colleges, community and workforce development partners, underscoring Cognizant’s commitment to creating pathways for talent from all backgrounds to thrive in the AI age. This effort builds on the company’s ongoing investments in skilling and workforce readiness, including Synapse, Cognizant’s global upskilling program, and the company’s White House pledge, to invest in America’s youth and AI education.

“Like all education institutions, The Marcy Lab School must evolve in order to meet the pace of change in the economy and prepare our fellows for a rapidly shifting world of work,” said Reuben Ogbonna II, Executive Director, The Marcy Lab School. “In the age of AI, nearly every workflow is being reshaped and we see this as a significant opportunity to strengthen how we prepare young adults for meaningful careers. Through Cognizant’s support and the Skillspring platform, our fellows will build job skills faster through high-quality learning aligned to the roles and projects they’ll take on at leading companies.”

Already deployed internally at Cognizant, Skillspring builds upon the company’s award-winning learning and development expertise and investments that provide a framework to upskill hundreds of thousands of Cognizant employees each year.

“Our upskilling engine combines advanced technology and digital and critical human skills, with learning programs recognized for future-forward curriculum, innovation and measurable impact,” said Thirumala Arohi, Chief Learning Officer, Cognizant. “Cognizant Skillspring brings an AI-native learning experience to businesses, community and academic ecosystems, supporting enterprise-scale workforce transformation as well as partners preparing learners for in-demand roles and evolving skill requirements.”

About Cognizant:

Cognizant (NASDAQ: CTSH) is an AI builder and technology services provider, building the bridge between AI investment and enterprise value by building full-stack AI solutions for our clients. Our deep industry, process and engineering expertise enables us to build an organization’s unique context into technology systems that amplify human potential, realize tangible returns and keep global enterprises ahead in a fast-changing world. See how at www.cognizant.com or @cognizant.

For more information, contact:

U.S.
Name: Bill Abelson
Email: william.abelson@cognizant.com 

Europe / APAC
Name: Sarah Douglas
Email: sarah.douglas@cognizant.com 

India
Name: Vipin Nair
Email: Vipin.Nair@cognizant.com

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View original content:https://www.prnewswire.co.uk/news-releases/cognizant-propels-ai-workforce-training-with-cognizant-skillspring-new-talent-transformation-platform-designed-to-accelerate-clients-workforce-ai-readiness-302747457.html

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CNN to bring its Global Perspectives events series to Bangkok

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Conversations to be led by CNN journalists including Dr. Sanjay Gupta, Richard Quest and Kristie Lu Stout

HONG KONG, April 21, 2026 /PRNewswire/ — CNN will hold the inaugural Asia chapter of its Global Perspectives events franchise in Bangkok, Thailand, on 14 October 2026, reinforcing the network’s commitment to convene global leaders and fostering dialogue on the critical issues shaping international business, policy and economic development.

CNN will bring together dignitaries, visionaries, political and business leaders for Global Perspectives: In Bangkok, to explore big ideas, bold leadership and the dynamic economies at the forefront of global transformation. On-stage conversations will be led by CNN’s esteemed anchors and correspondents, including Dr. Sanjay Gupta, Richard Quest, Kristie Lu Stout, Will Ripley and Hanako Montgomery, with editorial content and news-making interviews from the event featured across CNN platforms.

Expanding the Global Perspectives series with this Bangkok edition underscores CNN’s long-standing engagement in Asia. As a historic economic and cultural crossroads, Bangkok sits at the intersection of global economic dynamism, regional influence and vibrant cultural energy. The event will take place as global leaders, investors and policymakers gather in the city for the International Monetary Fund and World Bank Group Annual Meetings, creating an exclusive platform for CNN to examine a world in transition and the forces reshaping power and influence.

Ellana Lee, Group SVP, GM APAC, & Global Head of Productions at CNN, said: “Global Perspectives: In Bangkok will reflect CNN’s deep commitment to Asia and will aim to foster conversations that matter most on the global stage. At a time of rapid transformation, this event will bring together influential voices to examine the ideas, opportunities and challenges shaping the region and the world.” 

James Hunt, SVP, Head of Client Solutions & Business Lead, Global Perspectives, CNN International Commercial said: “Global Perspectives provides a unique platform for leaders and partners to engage in meaningful dialogue and connect with the forces driving global change. Hosting the event in Bangkok creates new opportunities for brand partners and sponsors to be associated with important conversations about collaboration, insight and impact at the heart of one of the world’s most dynamic regions.”

Expanding its events franchise by holding Global Perspectives: In Bangkok builds on CNN’s long-standing presence in Asia which includes a network of bureaus and correspondents across Hong Kong, Beijing, Bangkok, Taiwan, Seoul, Tokyo, New Delhi and Islamabad.

Global Perspectives is an invitation-only gathering for international decision-makers and influential leaders from across industries, including technology, finance, investment, trade, geopolitics, healthcare, media, entertainment and more. The event will be attended by heads of state, regional and global leaders, and participants can expect to form meaningful connections that will last well beyond the event itself. Global Perspectives will be hosted at The Ritz-Carlton, Bangkok. 

Further details on speakers and programming will be announced in due course. People interested in attending Global Perspectives: In Bangkok can register their interest at: https://cnnicevents.cnn.com/gpbangkok/prl

About CNN Worldwide

CNN Worldwide is the most honored brand in cable news, reaching more individuals through television, streaming and online than any other cable news organization in the United States. Globally, people across the world can watch CNN International, which is widely distributed in over 200 countries and territories. CNN Digital is the #1 online news destination, with more unique visitors than any other news source. HBO Max, Warner Bros. Discovery’s streaming platform, features CNN Max, a 24/7 streaming news offering available to subscribers alongside expanded access to News content and CNN Originals. CNN’s award-winning portfolio includes non-scripted programming from CNN Original Series and CNN Films for broadcast, streaming and distribution across multiple platforms. CNN programming can be found on CNN, CNN International and CNN en Español channels, via CNN Max and the CNN Originals hub on discovery+ and via pay TV subscription on CNN.com, CNN apps and cable operator platforms. Additionally, CNN Newsource is the world’s most extensively utilized news service partnering with over 1,000 local and international news organizations around the world. CNN is a division of Warner Bros. Discovery.

View original content to download multimedia:https://www.prnewswire.com/apac/news-releases/cnn-to-bring-its-global-perspectives-events-series-to-bangkok-302748000.html

SOURCE CNN International

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Quality Executive Partners, Inc.® Announces Exclusive Partnership with Vi’eNnI® Training and Consulting LLP to Accelerate Workforce Development in India’s Huge Pharmaceutical Sector with Virtuosi®

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ATLANTA and BENGALURU, India, April 21, 2026 /PRNewswire/ — Quality Executive Partners, Inc.® (QxP), a global leader in pharmaceutical quality, workforce development, regulatory compliance, and manufacturing consulting, today announced an exclusive strategic partnership with Vi’eNnI® Training and Consulting LLP to introduce and scale Virtuosi® across the Indian biopharmaceutical market.

Virtuosi helps biopharmaceutical manufacturers to solve one of their most critical operational challenges—the readiness of the workforce to perform in high-risk, high-complexity GMP environments—by building and sustaining operational capability across the employee lifecycle.

Under this agreement, Vienni will be QxP’s exclusive partner for Virtuosi in India, leading market engagement, client identification, and commercial activities.

Vi’eNnI® TRAINING & CONSULTING LLP: Enabling Scalable Training Excellence Across India

Vi’eNnI® is a recognized leader in pharmaceutical training and capability development in India, with a strong track record in GMP education, regulatory compliance, and industry engagement. Vi’eNnI® through its association with Eduoriens Skill Development LLP and professional bodies such as Parenteral Drug Association (PDA) India, Vienni operates at the center of India’s pharmaceutical training and compliance ecosystem.

With this established network, operational credibility, and relationships across India’s leading pharmaceutical manufacturers, Vienni is uniquely positioned to drive the adoption of Virtuosi at scale across the Indian market.

“This alliance is intended to deepen, enrich, and embed the field of training. The advantage of this collaboration is expected to make learning stick, with recall much higher when a participant leaves the learning zone,” said Vishal Sharma, Co-Founder Director, Vi’eNnI® TRAINING & CONSULTING LLP

“This marks the beginning of driving innovation and shaping outcomes that matter. Together, we forge a partnership that speaks the language of impact, influence, and enduring progress for teaching-learning & implementation,” said Ivy Louis, Founder Director, Vi’eNnI® TRAINING & CONSULTING LLP

“Vi’eNnI®’s mission is to empower doers to excel in their craft. This association with QxP for Virtuosi marks a pivotal step in advancing workforce capability and highlighting the strategic value of immersive training in India. We are proud to continue driving this mission forward.”

“We are honored to partner with Vi’eNnI® , a highly respected organization with deep roots in the Indian pharmaceutical industry,” said Crystal Mersh, Chief Executive Officer of Quality Executive Partners, Inc. “Together, we are enabling broader access to Virtuosi in a way that allows clients to build and sustain the knowledge, skills, and behaviors required to perform under real operating conditions. This embeds compliance and capability into daily execution in order to deliver high quality medicines to patients around the world.”

Virtuosi by QxP: Advancing Workforce Capability in India’s Globally Critical Pharmaceutical Hubs

India is one of the most critical pharmaceutical manufacturing markets globally and is poised for significant growth in the coming years, particularly across biologics, biosimilars, and advanced therapies. As manufacturers expand into more complex product categories and face increasing scrutiny from global regulatory agencies—including the U.S. Food and Drug Administration (FDA) and European Medicines Agency (EMA) —the ability to rapidly build, standardize, and sustain a high-performing, inspection-ready workforce has become a strategic priority.

cGMP experts at QxP created Virtuosi to address this exact challenge. Virtuosi is an immersive workforce readiness program accredited by the International Accreditors for Continuing Education and Training (IACET), aligning with globally recognized standards for continuing education and distinguishing it as the only virtual reality–based training program to achieve such accreditation.

Combining virtual reality interactive experiences with digital course content, Virtuosi enables professionals to practice critical manufacturing and quality processes—such as aseptic operations, microbiology, and advanced therapies—in realistic, risk-free environments. The platform includes over 100 hours of education, 56 technical courses, and 20 immersive VR experiences, and is available in seven languages—English, French, German, Italian, Mandarin, Spanish, and Swedish—to support global workforce standardization. Virtuosi helps organizations reduce human error, accelerate time to competency, and improve compliance and operational performance across global pharmaceutical operations.

By shifting training from passive instruction to experiential learning, Virtuosi helps reduce time to competency and human error, improve inspection readiness, and drive measurable quality outcomes which translates directly to revenue protection and growth. This partnership strengthens not only the competitiveness of individual organizations, but also the long-term resilience, regulatory standing, and global leadership of India’s pharmaceutical sector.

About Quality Executive Partners, Inc.® (QxP)

Quality Executive Partners, Inc. (QxP) is a premium CGMP consulting firm focused on solving complex operational and regulatory challenges in pharmaceutical manufacturing. QxP services pharmaceutical manufactures and CDMOs globally across all major modalities – OTC, oral solid dosage, sterile, biologics, ATMPs, clinical-stage manufacturing, and combination products. We support clients throughout the product lifecycle, including clinical operations, commercial readiness, regulatory strategy, quality transformations, and remediation. Through our ‘Teach and Do®’ model, QxP embeds senior GMP experts / former regulators into day-to-day operations to execute alongside client teams and build internal capability. This model ensures solutions are effective in practice, sustainable, and directly reduce operational risk. .

About Vi’eNnI®

Vi’eNnI® Training and Consulting LLP is a pharmaceutical training and consulting organization based in Bengaluru, India, focused on advancing workforce capability, regulatory compliance, and operational excellence across the life sciences sector, for the past 16 years. The company delivers targeted training and consulting services across GMP, quality systems, aseptic processing, microbiology, and inspection readiness, competency and culture building initiatives, helping organizations strengthen performance, consolidate efficiency and achieve sustainable compliance. Known for its practical, implementation-focused approach, Vi’eNnI® enables pharmaceutical and biotechnology companies to translate training into measurable improvements on the shop floor, supporting continuous improvement and long-term capability development across India’s pharmaceutical industry with a variety of options and tools.

Media Contact (Global)
Robin Mersh
SVP, Virtuosi Sales
Quality Executive Partners, Inc.
Email: RobinMersh@QualityExecutivePartners.com
Phone: (+1) 678-496-7503

Media Contact (India)
Ivy Louis
Founder-Director
Vi’eNnI® Training and Consulting LLP
Email: Ivy_louis@vienni.com
Phone: +91 9986821045
WhatsApp: +91 9986821045

Vi’eNnI® & Virtuosi® are registered trademarks for VIENNI & Quality Executive Partners, Inc., respectively.

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