Here we provide a comprehensive ontology of work activities that can help systematically analyze and predict uses of AI. To do this, we disaggregate and then substantially reorganize the approximately 20K activities in the US Department of Labor's widely used O*NET occupational database. Next, we use this framework to classify descriptions of 13,275 AI software applications and a worldwide tally of 20.8 million robotic systems. Finally, we use the data about both these kinds of AI to generate graphical displays of how the estimated units and market values of all worldwide AI systems used today are distributed across the work activities that these systems help perform. We find a highly uneven distribution of AI market value across activities, with the top 1.6% of activities accounting for over 60% of AI market value. Most of the market value is used in information-based activities (72%), especially creating information (36%), and only 12% is used in physical activities. Interactive activities include both information-based and physical activities and account for 48% of AI market value, much of which (26%) involves transferring information.
Friday, April 3, 2026
Thursday, April 2, 2026
Pharmacists body opposes proposal to allow science graduates as ‘competent persons’ for drug wholesale licenses - Peethaambaran Kunnathoor, Pharmbiz
In a formal letter to Dr Rajeev Singh Raghuvanshi, DCGI and the Member Secretary of the DTAB, the association expressed stiff opposition to the proposal discussed during the board's 93rd meeting. The contentious recommendation seeks to redefine the qualifications of the ‘competent person’ required to manage wholesale drug premises under Forms 20B and 21B, potentially opening the role to science graduates. Under the new proposal, the eligibility for a competent person would include registered pharmacists or science degree graduates (BSc) with at least two years of experience in dealing with drugs and a six-month online certificate course recognized by authorities such as the PCI, NIPER, or the Skill Development Council. This is a significant shift from the previous stance discussed in August 2024, where it was suggested that only those with a pharmacy background, such as D.Pharm, B.Pharm, or Pharm D, be eligible. The DTAB argues that the move is necessary to strengthen the supply chain and ensure drug quality, safety, and efficacy in a modern, complex pharmaceutical landscape.
Wednesday, April 1, 2026
New stackable micro-credentials bridge gap to workforce - University of Hawaii News
As higher education evolves, the University of Hawaiʻi at Mānoa is actively adapting to the rising demand for skill-based learning and flexible academic pathways. In fall 2026, UH Mānoa will officially launch its micro-credential programs to support modern learners. Offered through UH Mānoa’s Outreach College, micro-credentials provide a vital alternative and complement for degree and non-degree seeking students. “The expansion of our micro-credentials reflects our deep commitment to meeting learners where they are,” said UH President Wendy Hensel. “By providing flexible, skill-based pathways, we are empowering current students to gain the in-demand competencies they need to thrive in Hawaiʻi’s dynamic workforce.”
Tuesday, March 31, 2026
India must turn AI skills into innovation and job creation to emerge as a global education hub: Anthony Salcito, Coursera; ET Education Technology
As artificial intelligence reshapes industries and job roles worldwide, India’s education system faces a crucial challenge, ensuring that AI skills translate into innovation, entrepreneurship and job creation.
In an exclusive interaction with ET Education, Anthony Salcito, General Manager – Enterprise at Coursera, says India already has strong momentum through initiatives such as the IndiaAI Mission and YUVAi – Youth for Unnati and Vikas with AI, but the country must now move beyond skilling to applying these capabilities for real-world innovation. With more than three decades of experience at the intersection of education and technology, Salcito also highlights the growing role of micro-credentials, digital learning, and industry-linked curriculum in preparing India’s young workforce for the future economy.
Monday, March 30, 2026
Micro-credentials emerge as a pathway to better jobs - HR World Southeast Asia
Rising unemployment and persistent skill gaps are pushing the Philippines to rethink workforce readiness, as new data shows the jobless rate climbed to 5.8% in January 2026, leaving 2.96 million workers without jobs. The increase highlights structural issues in employability, with limited access to quality jobs and low earning capacity continuing to drive in-work poverty. The challenge is not just job availability, but workforce preparedness. Insights from the World Bank indicate that low education levels and a shortage of productive job opportunities remain key barriers, underscoring the urgent need for both skills development and job creation. In response, micro-credentialing is emerging as a practical pathway to bridge this gap. Short, flexible, and industry-aligned courses are gaining traction as a faster route to employability, enabling workers to upskill without committing to full degree programmes. These credentials are increasingly aligned with employer demand, particularly in sectors facing acute talent shortages.
Sunday, March 29, 2026
CARICOM underscores importance of micro-credentials to regional development - Editor-JB, St. Kitts and Nevis Observer
“First, the Caribbean is undergoing profound economic and social transformation – driven by digitalisation, climate vulnerability, shifting labour markets, and evolving global value chains. “Second, our education and training systems must respond with greater agility, inclusivity, and relevance if we are to equip our people – not only for jobs, but for life, resilience, and regional progress.” She said it is within this context that micro-credentials assume strategic importance in the CARICOM region, adding that it offers the region a pathway to rethink how learning is designed, delivered, recognized, and valued. “For a region such as ours – with diverse education systems, varying access challenges, and significant informal and non-traditional learning – this is not simply an innovation. It is a necessity. “They are also highly relevant to one of the most pressing challenges facing our region – climate change.”
Saturday, March 28, 2026
The Apprenticeship (R)Evolution - Sara Weissman and Colleen Flaherty, Inside Higher Ed
Located near the sprawling Tahoe-Reno Industrial Center, home to Tesla Gigafactory 1, Truckee Meadows Community College trains Tesla employees in advanced manufacturing skills year-round. And while Tesla itself may be polarizing, the growth of the program is undeniable: In 2023, TMCC trained 85 Tesla apprentices; today, completers number 1,000-plus and growing—quickly. “They choose the courses from our catalog à la carte, and we train their workers five days a week, all day long, in four-week increments,” TMCC president Jeffrey Alexander said of Tesla. Apprentices “come to us, usually 30 to 35 per cohort, and we train them in the basics of automated production, programmable logic control and electromechanical systems, so that they are able to get to work at the gigafactory and really be very capable from day one.”
Friday, March 27, 2026
Microsoft Certification: The Ultimate Path to IT Excellence
In today’s rapidly advancing technological world, staying competitive in the IT industry requires more than just basic knowledge. Professionals need validated skills that demonstrate their expertise and ability to handle real-world challenges. Microsoft certification has become one of the most recognized and respected credentials for IT professionals worldwide. It provides a structured pathway to learn, validate, and showcase technical skills in areas such as cloud computing, cybersecurity, data analytics, and enterprise solutions. Whether you are starting your career or looking to advance, Microsoft certifications offer a reliable route to success.NFL transaction alerts Microsoft certifications are designed to align with job roles, ensuring that candidates gain practical, hands-on experience. This approach makes them highly relevant in today’s job market, where employers seek individuals who can immediately contribute to organizational goals. With a wide range of certifications available, professionals can choose paths that match their interests and career aspirations.
Thursday, March 26, 2026
Blackboard Milestone: Badging and micro-credentials made easy
Students today are embracing a lifelong view of learning, focusing on the development of competencies throughout their higher education journey and beyond. Blackboard® Milestone is a user-friendly badging and microcredentialing solution that streamlines adoption, improves motivation, and helps learners market their skills in the workforce.
Wednesday, March 25, 2026
Micro-credentials a new pathway to decent jobs - Ernie Cecilia, Manila Times
The United Nations Educational, Scientific and Cultural Organization (Unesco) reported in 2022: “Micro-credentials are by no means new, with many, such as short-term courses, having been offered by different providers for years.” Micro-credentials are short, flexible and targeted learning modules that allow learners to upskill without committing to a full degree. Colleges and universities can offer stackable, industry-aligned credentials to help individuals adapt to the rapidly changing skills requirements in the workplace and promote lifelong learning. It is the new learning pathway to supplement macro-credentials (the full degree or qualification programs). It can be a tool to “downsize and shorten longer learning programs for greater agility, flexibility, and diversity.”
Tuesday, March 24, 2026
How Saudi Arabia is leading the AI classroom shift - Waad Hussain, Arab News
“Micro-credentials are really just an indicator of a lifelong learning shift,” Salcito told Arab News. “There was a time where you would build a four-year study and degree to fuel you through a world of work that was fairly stagnant or wasn’t changing as rapidly as the current world of work we're in now.” To remain relevant, Saudi institutions are increasingly embracing blended academic models. Faculty members are partnering with Coursera to embed content from industry leaders directly into curricula. "What I think we're starting to see is universities increasingly embrace micro-credentials and industry content within the context of a four-year degree or university curriculum,” Salcito said. “This is something Coursera is doing a lot of work with, both providing micro-credentials across our platform, but working with faculty members to embed content from leading industry providers like Microsoft, OpenAI, Anthropic, Google within the context of a university course.”
Monday, March 23, 2026
Director of Microcredentials and Innovation Credential Strategy Cate Tolnai spotlights Career Pathways framework, open standards and EC-Council collaboration to strengthen credential portability and learner agency - PR Newswire
As employer demand grows across cybersecurity, healthcare, business and other fast-evolving fields, Tolnai's session explored how institutions can move beyond stand-alone micro-credentials to standards-based career pathways that are responsive, portable and verifiable. Tolnai also discussed how the University's Career Pathways framework leverages interoperability and open standards—including Open Badges 3.0, CTDL and the TrustEd Credential Framework—to align academic learning with employer-validated credentials and strengthen learner agency. University of Phoenix's digital badging work supports working adult learners by helping them translate learning into clear, shareable evidence of assessed skills as they progress—course by course—toward longer-term goals. The University recently celebrated issuing one million digital badges for skills obtained in undergraduate, graduate and professional development courses.
Sunday, March 22, 2026
Microcredentials get first-ever endorsement from accreditor - Alcino Donadel, University Business
The Higher Learning Commission has endorsed four organizations that offer short-term credentials to colleges and universities, marking the first time the accreditor has formally verified the quality of a third-party provider focused on certificates, digital badges and microcredentials, according to a press release. There are now over a million microcredential offerings on the market, offering to quickly teach students skills demanded by today’s workforce. Often dubbed “micropathways,” these credentials also serve to complement traditional degrees by signaling specific job-ready competencies to employers.
Saturday, March 21, 2026
Occupational Requirements Survey - U.S. Bureau of Labor Statistics
The Occupational Requirements Survey (ORS) publishes job-related information on physical demands; environmental conditions; education, training, and experience; as well as cognitive and mental requirements. The job requirements reflect those necessary for workers to perform critical tasks in support of the critical job functions, and not the capabilities of individual workers. Credentials include training time required as a condition of hiring, which often results in certifications, licenses, or educational certificates and are part of the education, training, and experience requirements. The published estimates reflect the percentage of workers with credential requirements and the time necessary to obtain them.
Friday, March 20, 2026
Graduate Certificates Programs in Illinois - Rana Waxman, Grad schools.com
A graduate certificate, sometimes referred to as a diploma, or postgraduate certificate, is a short term
Graduate Certificate Programs may provide a valuable academic credential in all fields of study. Many are available in subjects as diverse as ESL, business administration, IT and taxation. One of the potential benefits to a graduate certificate is that it may help you develop new skills and build expertise in a single professional area. These focused abilities might be used for several objectives. You could update your professional profile, expand your knowledge base, explore new fields or prepare for a graduate degree.
To be eligible for a postgraduate certificate, you must already have a bachelors degree. Most certificate programs of this nature offer open admissions, which lets students bypass the work and wait time of a full application. Requirements for professional graduate certificates can run a bit differently. Applicants may need to have earned a masters degree in a field related to the certificate. They may also have to furnish transcripts, resume, essay, and letter(s) of recommendation. Programs vary.
Thursday, March 19, 2026
28 of the Most Popular Online Certificate Programs - Indeed
Certification programs have become a staple of continuing education for many professionals in the workforce, helping students gain in-demand skills that supplement their academic or professional careers. Certifications are cost-efficient, typically allowing individuals to gain skills and knowledge at a lower cost than tuition at a four-year university. Learning about various online certificate programs may help you find a program that fits your needs and budget. In this article, we list 28 online certification programs that can strengthen your professional experience and assist in your next job search.
Wednesday, March 18, 2026
IIT launches new online certificate programme in data science and machine learning for working professionals - Times of India
New Delhi: As the global economy transitions to data-driven decision-making, the demand for data science and machine learning professionals has surged. Keeping this in mind, IIT Delhi has introduced a new certificate programme in data science and machine learning to meet the rising demand for skilled tech professionals. The programme will begin on June 29 and will be conducted through live, interactive online sessions. The course is ideal for early to mid-level professionals who want to build a solid foundation or deepen their expertise in data science and machine learning to enhance their career opportunities. "As organisations worldwide increasingly rely on data-driven decision-making and AI-powered solutions, expertise in data science and machine learning has become a crucial advantage for career advancement," said an official.
Tuesday, March 17, 2026
EMPOWERING MICRO-CREDENTIALS THROUGH EUROPEAN UNIVERSITIES ALLIANCES: A SYSTEMATIC MAPPING AND CASE STUDY APPROACH - Alexandru CARŢIŞ, Romiță Iucu, Institutul de Științe ale Educației
In recent years, micro-credentials have emerged as one of the most significant innovations in European higher education, responding to increasing demands for flexible learning, lifelong upskilling, and stronger links between universities, the labour market, and societal needs. Understanding how these new learning formats are implemented is crucial for advancing both educational innovation and sustainable development. This study analyses how the 65 European Universities Alliances integrate micro-credentials to enhance curriculum flexibility, employability, and sustainability in higher education, while also exploring their alignment with SDG 4 and SDG 8 and addressing challenges in recognition, governance, and policy coherence. A comparative analysis is conducted using document analysis and systematic mapping of institutional frameworks, models, and strategic priorities. A structured evaluation matrix assesses micro-credential adoption based on modular learning pathways, cross-institutional recognition, and labour market integration across alliances. Micro-credentials are here to stay and are increasingly embedded in the strategic and educational approaches of alliances.
Monday, March 16, 2026
Understanding USC's undergraduate interdisciplinary certificates - Catherine Pruitt, U of SC
The University of South Carolina’s comprehensive interdisciplinary certificates allow undergraduate students to elevate their level of academic and professional learning. Certificates are the perfect opportunity for students to learn new skills and strengthen their potential beyond their major and/or minor. Students can apply for the following certificates: AI Literacy, Data Analytics and Visualization, Digital Studies, Project Leadership and Management, and Strategic Thinking and Communications. USC works with students to make earning the additional certificate(s) as straightforward as possible. Enrollment into a certificate program is open any time online. To earn a certificate, you only need to pass four applicable courses. These courses have no prerequisites, and if you have previously taken a course on the approved list, it can count toward the certificate.
Sunday, March 15, 2026
New line of learning design and technology certification programs position educators entering new era - Marcia Sweet, Purdue
Lecturers. Trainers. Teachers. Development specialists. Advisors. Instructional coordinators. While educators have many names, Purdue University’s College of Education is unveiling a series of new online graduate certificates designed to enhance the skills of anyone in the learning design and technology field. The newest programs, the Graduate Certificate in Technology Integration for Learning and the Graduate Certificate in Workplace Learning, were created to empower educators and trainers in every professional arena.
Saturday, March 14, 2026
A Vexing Problem for College Students: Course Availability - Ann Carrns, NY Times
A report published Friday by Instructure, an education technology firm, concluded that limitations in course availability “are not isolated incidents but reflect a broader trend in how students navigate academic pathways.” The report included a survey of more than 1,000 college students and recent graduates, which found that 85 percent of those responding reported at least some difficulty registering for a required course. About three-quarters said limited course availability made it more likely that they would need extra semesters to complete their degree.
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