Our Learning Future from A to Z — from gettingsmart.com by Louka Parry

Key Points

  • Schools and organizations are human systems, filled with opportunities.
  • And yet there is a profound difference between building from a foundation of schooling and building from a foundation of learning.

Rather than simply replicate and scale the arrangements of schooling, we must seize the possibility to shift from a schooling system to a learning ecosystem to truly empower learners, educators, and parents to create a virtuous future for themselves and their communities.

Louka Parry

Our challenge will be how we choose to redesign and remake our experiences, environments, and ecosystems so that we unlock our true creative potential and thrive in the future.

 

The Cambrian Explosion of AI Edtech Is Here — from edtechinsiders.substack.com by Alex Sarlin, Sarah Morin, and Ben Kornell

Excerpt:

Our AI in Edtech Takeaways

After chronicling 160+ AI tools (which is surely only a small fraction of the total), we’re seeing a few clear patterns among the tools that have come out so far- here are 10 categories that are jumping out!

  • Virtual Teaching Assistants:
  • Virtual Tutors:
  • AI-Powered Study Tools:  
  • Educational Content Creation:
  • Educational Search:
  • Auto-generated Learning Paths: 
  • AI-Powered Research:
  • Speak to Characters:  
  • Grammar and Writing: 
  • AI Cheating Detection:

 


Ready or not, AI is here — from the chronicle.com’s The Edge, by Goldie Blumenstyk

Excerpt:

“I don’t usually get worked up about announcements but I see promise in JFF’s plans for a new Center for Artificial Intelligence & the Future of Work, in no small part because the organization bridges higher ed, K-12 education, employers, and policymakers.”

Goldie Blumenstyk

Goldie’s article links to:

Jobs for the Future Launches New Center for Artificial Intelligence & the Future of Work — from archive.jff.org
Center launches as JFF releases preliminary survey data which finds a majority of workers feel they need new skills and training to prepare for AI’s future impact.

Excerpt:

BOSTON June 14, 2023 —Jobs for the Future (JFF), a national nonprofit that drives transformation in the U.S. education and workforce systems, today announced the launch of its new Center for Artificial Intelligence &the Future of Work. This center will play an integral role in JFF’s mission and newly announced 10-year North Star goal to help 75 million people facing systemic barriers to advancement work in quality jobs. As AI’s explosive growth reshapes every aspect of how we learn, work, and live, this new center will serve as a nexus of collaboration among stakeholders from every part of the education-to-career ecosystem to explore the most promising opportunities—and profound challenges—of AI’s potential to advance an accessible and equitable future of learning and work.

 


OpenAI Considers ‘App Store’ For ChatGPT — from searchenginejournal.com by; with thanks to Barsee at AI Valley for this resource
OpenAI explores launching an ‘app store’ for AI models, potentially challenging current partners and expanding customer reach.

Highlights:

  • OpenAI considers launching an ‘app store’ for customized AI chatbots.
  • This move could create competition with current partners and extend OpenAI’s customer reach.
  • Early interest from companies like Aquant and Khan Academy shows potential, but product development and market positioning challenges remain.

The Rise of AI: New Rules for Super T Professionals and Next Steps for EdLeaders — from gettingsmart.com by Tom Vander Ark

Key Points

  • The rise of artificial intelligence, especially generative AI, boosts productivity in content creation–text, code, images and increasingly video.
  • Here are six preliminary conclusions about the nature of work and learning.

Wonder Tools: AI to try — from wondertools.substack.com by Jeremy Caplan
9 playful little ways to explore AI

Excerpt:

  1. Create a personalized children’s story ? Schrodi
    Collaborate with AI on a free customized, illustrated story for someone special. Give your story’s hero a name, pick a genre (e.g. comedy, thriller), choose an illustration style (e.g. watercolor, 3d animation) and provide a prompt to shape a simple story. You can even suggest a moral. After a minute, download a full-color PDF to share. Or print it and read your new mini picture book aloud.
  2. Generate a quiz ? | Piggy
    Put in a link, a topic, or some text and you’ll get a quiz you can share, featuring multiple-choice or true-false questions. Example: try this quick entrepreneurship quiz Piggy generated for me.

 


3 Questions for Coursera About Generative AI in Education — from insidehighered.com by Joshua Kim
How this tech will change the learning experience, course creation and more.

Excerpt (emphasis DSC):

Q: How will generative AI impact teaching and learning in the near and long term?

Baker Stein: One-on-one tutoring at scale is finally being unlocked for learners around the world. This type of quality education is no longer only available to students with the means to hire a private tutor. I’m also particularly excited to see how educators make use of generative AI tools to create courses much faster and likely at a higher quality with increased personalization for each student or even by experimenting with new technologies like extended reality. Professors will be able to put their time toward high-impact activities like mentoring, researching and office hours instead of tedious course-creation tasks. This helps open up the capacity for educators to iterate on their courses faster to keep pace with industry and global changes that may impact their field of study.

Another important use case is how generative AI can serve as a great equalizer for students when it comes to writing, especially second language learners.

 

We Might Finally Get AI That “Remembers” Us — from theneurondaily.com by Noah Edelman & Pete Huang

Excerpt:

Why it matters: The best AI assistants will be the ones that require the least prompting. They’ll get to know who you are, what you need, and your modus operandi. Profiles are a good starting point, but we believe the game-changer will be larger context windows (that’s nerd-speak for the amount of context ChatGPT can handle).
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Will ChatGPT remember us in the future via our own profiles? How about taking this a step further Daniel Christian offers -- to access our own web-based learning profiles?

From DSC:
And how about taking this a step further and remembering — or being able to access — our constantly updated Cloud-Based Learning Profiles?

How about taking this a step further Daniel Christian offers -- to access our own web-based learning profiles?

 

 

AI-driven Legal Apprenticeships — from thebrainyacts.beehiiv.com by Josh Kubicki

Excerpts:

My hypothesis and research suggest that as bar associations and the ABA begin to recognize the on-going systemic issues of high-cost legal education, growing legal deserts (where no lawyer serves a given population), on-going and pervasive access to justice issues, and a public that is already weary of the legal system – alternative options that are already in play might become more supported.

What might that look like?

The combination of AI-assisted education with traditional legal apprenticeships has the potential to create a rich, flexible, and engaging learning environment. Here are three scenarios that might illustrate what such a combination could look like:

    • Scenario One – Personalized Curriculum Development
    • Scenario Two – On-Demand Tutoring and Mentoring
    • Scenario Three – AI-assisted Peer Networks and Collaborative Learning:

Why Companies Are Vastly Underprepared For The Risks Posed By AI — from forbes.com by
Accuracy, bias, security, culture, and trust are some of the risks involved

Excerpt:

We know that there are challenges – a threat to human jobs, the potential implications for cyber security and data theft, or perhaps even an existential threat to humanity as a whole. But we certainly don’t yet have a full understanding of all of the implications. In fact, a World Economic Forum report recently stated that organizations “may currently underappreciate AI-related risks,” with just four percent of leaders considering the risk level to be “significant.”

A survey carried out by analysts Baker McKenzie concluded that many C-level leaders are over-confident in their assessments of organizational preparedness in relation to AI. In particular, it exposed concerns about the potential implications of biased data when used to make HR decisions.


AI & lawyer training: How law firms can embrace hybrid learning & development — thomsonreuters.com
A big part of law firms’ successful adaptation to the increased use of ChatGPT and other forms of generative AI, may depend upon how firmly they embrace online learning & development tools designed for hybrid work environments

Excerpt:

As law firms move forward in using of advanced artificial intelligence such as ChatGPT and other forms of generative AI, their success may hinge upon how they approach lawyer training and development and what tools they enlist for the process.

One of the tools that some law firms use to deliver a new, multi-modal learning environment is an online, video-based learning platform, Hotshot, that delivers more than 250 on-demand courses on corporate, litigation, and business skills.

Ian Nelson, co-founder of Hotshot, says he has seen a dramatic change in how law firms are approaching learning & development (L&D) in the decade or so that Hotshot has been active. He believes the biggest change is that 10 years ago, firms hadn’t yet embraced the need to focus on training and development.

From DSC:
Heads up law schools. Are you seeing/hearing this!?

  • Are we moving more towards a lifelong learning model within law schools?
  • If not, shouldn’t we be doing that?
  • Are LLM programs expanding quickly enough? Is more needed?

Legal tech and innovation: 3 ways AI supports the evolution of legal ops — from lexology.com

Excerpts:

  1. Simplified legal spend analysis
  2. Faster contract review
  3. Streamlined document management

AI’s Potential for Access to Justice -- a podcast from the Legal Talk Network

 

Why L&D should be at the forefront of the AI revolution — from managementtoday.co.uk by Bill Borrows
AI means that 50% of all employees will need reskilling or upskilling by 2025, according to the World Economic Forum.

Excerpt (emphasis DSC):

Ernst and Young dug a little deeper. “Today’s disruptive working landscape requires organisations to largely restructure the way they are doing work,” they noted in a bulletin in March this year. “Time now spent on tasks will be equally divided between people and machines. For these reasons, workforce roles will change and so do the skills needed to perform them.”

The World Economic Forum has pointed to this global skills gap and estimates that, while 85 million jobs will be displaced, 50% of all employees will need reskilling and/or upskilling by 2025. This, it almost goes without saying, will require Learning and Development departments to do the heavy-lifting in this initial transformational phase but also in an on-going capacity.

“And that’s the big problem,” says Hardman. “2025 is only two and half years away and the three pillars of L&D – knowledge transference, knowledge reinforcement and knowledge assessment – are crumbling. They have been unchanged for decades and are now, faced by revolutionary change, no longer fit for purpose.”


ChatGPT is the shakeup education needs — from eschoolnews.com by Joshua Sine
As technology evolves, industries must evolve alongside it, and education is no exception–especially when students heavily and regularly rely on edtech

Key points:

  • Education must evolve along with technology–students will expect it
  • Embracing new technologies helps education leverage adaptive technology that engage student interest
  • See related article: AI tools are set to impact tutoring in a big way


Welcome to the new surreal. How AI-generated video is changing film. — from technologyreview.com by Will Douglas Heaven
Exclusive: Watch the world premiere of the AI-generated short film The Frost.

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The Future Of Education – Disruption Caused By AI And ChatGPT: Artificial Intelligence Series 3 Of 5 — from forbes.com by Nicole Serena Silver
Here are some ways AI can be introduced at various age levels


 

In Finland, the Future of Learning Has Arrived — Just Not Where You Think — from samchaltain.substack.com by Sam Chaltain
It turns out the “Finnish Miracle” is more (and less) miraculous than you think . . .

But whereas Finland’s schools are still characterized by a culture of teaching, Oodi stands as a beacon of learning — self-organizing, emergent, and overflowing with the life force of its inhabitants.
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From DSC:
As the above got me to thinking about learning spaces, here’s another somewhat relevant item from Steelcase:


Addendum on 6/6/23:
Also relevant to the first item in this posting, see:

Looking for Miracles in the Wrong Places — from nataliewexler.substack.com by Natalie Wexler
An “edutourist” in Finland finds the ideal school, but it isn’t a school at all.

Counterpoint/excerpt:

It sounds appealing, but any country following that route is not only likely to find itself at the bottom of the PISA heap. It’s also likely to do a profound disservice to many of its children, particularly those from less highly educated families, who depend on teachers to impart information they don’t already have and to systematically build their knowledge.

Of course it’s possible for explicit, teacher-directed instruction to be soul-crushing for students. But it certainly doesn’t have to be, and there’s no indication from Mr. X’s account that the students in the schools he visited felt their experience was oppressive. When teachers get good training—of the kind apparently provided in Finland—they know how to engage students in the content they’re teaching and guide them to think about it deeply and analytically.

That’s not oppressive. In fact, it’s the key to enabling students to reach their full potential. In that sense, it’s liberating.

 

Below comments/notes are from DSC (with thanks to Roberto Ferraro for this resource):
according to Dan Pink, intrinsic motivation is very powerful — much more powerful for many types of “messy/unclear” cognitive work (vs. clear, more mechanical types of work). What’s involved here according to Pink? Autonomy, mastery, and purpose. 

Dan Pink makes his case in the video below. My question is:

  • If this is true, how might this be applied to education/training/lifelong learning?

From DSC (cont’d):

As Dan mentions, we each know this to be true. For example, for each of our kids, my wife and I introduced them to a variety of things — music, sports, art, etc. We kept waiting for them to discover which thing(s) that THEY wanted to pursue. Perhaps we’ll find out that this was the wrong thing to do. but according to Pink, it’s aligned with the type of energy and productivity that gets released when we pursue something that we want to pursue. Plus creativity flows in this type of setting. 

Again, my thanks to Roberto Ferraro for resurfacing this item as his “One ‘must read’ for this week” item of his newsletter.


Learners need: More voice. More choice. More control. -- this image was created by Daniel Christian

 

Trend No. 3: The business model faces a full-scale transformation — from www2.deloitte.com by Cole Clark, Megan Cluver, and Jeffrey J. Selingo
The traditional business model of higher education is broken as institutions can no longer rely on rising tuition among traditional students as the primary driver of revenue.

Excerpt:

Yet the opportunities for colleges and universities that shift their business model to a more student-centric one, serving the needs of a wider diversity of learners at different stages of their lives and careers, are immense. Politicians and policymakers are looking for solutions to the demographic cliff facing the workforce and the need to upskill and reskill generations of workers in an economy where the half-life of skills is shrinking. This intersection of needs—higher education needs students; the economy needs skilled workers—means that colleges and universities, if they execute on the right set of strategies, could play a critical role in developing the workforce of the future. For many colleges, this shift will require a significant rethinking of mission and structure as many institutions weren’t designed for workforce development and many faculty don’t believe it’s their job to get students a job. But if a set of institutions prove successful on this front, they could in the process improve the public perception of higher education, potentially leading to more political and financial support for growing this evolving business model in the future.

Also see:

Trend No. 2: The value of the degree undergoes further questioning — from www2.deloitte.com by Cole Clark, Megan Cluver, and Jeffrey J. Selingo
The perceived value of higher education has fallen as the skills needed to keep up in a job constantly change and learners have better consumer information on outcomes.

Excerpt:

Higher education has yet to come to grips with the trade-offs that students and their families are increasingly weighing with regard to obtaining a four-year degree.

But the problem facing the vast majority of colleges and universities is that they are no longer perceived to be the best source for the skills employers are seeking. This is especially the case as traditional degrees are increasingly competing with a rising tide of microcredentials, industry-based certificates, and well-paying jobs that don’t require a four-year degree.

Trend No. 1: College enrollment reaches its peak — from www2.deloitte.com by Cole Clark, Megan Cluver, and Jeffrey J. Selingo
Enrollment rates in higher education have been declining in the United States over the years as other countries catch up.

Excerpt:

Higher education in the United States has only known growth for generations. But enrollment of traditional students has been falling for more than a decade, especially among men, putting pressure both on the enrollment pipeline and on the work ecosystem it feeds. Now the sector faces increased headwinds as other countries catch up with the aggregate number of college-educated adults, with China and India expected to surpass the United States as the front runners in educated populations within the next decade or so.

Plus the other trends listed here >>


Also related to higher education, see the following items:


Number of Colleges in Distress Is Up 70% From 2012 — from bloomberg.com by Nic Querolo (behind firewall)
More schools see falling enrollement and tuition revenue | Small private, public colleges most at risk, report show

About 75% of students want to attend college — but far fewer expect to actually go — from highereddive.com by Jeremy Bauer-Wolf

There Is No Going Back: College Students Want a Live, Remote Option for In-Person Classes — from campustechnology.com by Eric Paljug

Excerpt:

Based on a survey of college students over the last three semesters, students understand that remotely attending a lecture via remote synchronous technology is less effective for them than attending in person, but they highly value the flexibility of this option of attending when they need it.

Future Prospects and Considerations for AR and VR in Higher Education Academic Technology — from er.educause.edu by Owen McGrath, Chris Hoffman and Shawna Dark
Imagining how the future might unfold, especially for emerging technologies like AR and VR, can help prepare for what does end up happening.

Black Community College Enrollment is Plummeting. How to Get Those Students Back — from the74million.org by Karen A. Stout & Francesca I. Carpenter
Stout & Carpenter: Schools need a new strategy to bolster access for learners of color who no longer see higher education as a viable pathway

As the Level Up coalition reports ,“the vast majority — 80% — of Black Americans believe that college is unaffordable.” This is not surprising given that Black families have fewer assets to pay for college and, as a result, incur significantly more student loan debt than their white or Latino peers. This is true even at the community college level. Only one-third of Black students are able to earn an associate degree without incurring debt. 

Repairing Gen Ed | Colleges struggle to help students answer the question, ‘Why am I taking this class?’ — from chronicle.com by Beth McMurtrie
Students Are Disoriented by Gen Ed. So Colleges Are Trying to Fix It.

Excerpts:

Less than 30 percent of college graduates are working in a career closely related to their major, and the average worker has 12 jobs in their lifetime. That means, he says, that undergraduates must learn to be nimble and must build transferable skills. Why can’t those skills and ways of thinking be built into general education?

“Anyone paying attention to the nonacademic job market,” he writes, “will know that skills, rather than specific majors, are the predominant currency.”

Micro-credentials Survey. 2023 Trends and Insights. — from holoniq.com
HolonIQ’s 2023 global survey on micro-credentials

3 Keys to Making Microcredentials Valid for Learners, Schools, and Employers — from campustechnology.com by Dave McCool
To give credentials value in the workplace, the learning behind them must be sticky, visible, and scalable.

Positive Partnership: Creating Equity in Gateway Course Success — from insidehighered.com by Ashley Mowreader
The Gardner Institute’s Courses and Curricula in Urban Ecosystems initiative works alongside institutions to improve success in general education courses.

American faith in higher education is declining: one poll — from bryanalexander.org by Bryan Alexander

Excerpt:

The main takeaway is that our view of higher education’s value is souring.  Fewer of us see post-secondary learning as worth the cost, and now a majority think college and university degrees are no longer worth it: “56% of Americans think earning a four-year degree is a bad bet compared with 42% who retain faith in the credential.”

Again, this is all about one question in one poll with a small n. But it points to directions higher ed and its national setting are headed in, and we should think hard about how to respond.


 

How to Continue Learning after College Graduation — from ivypanda.com; with thanks to Yvonne McQuarrie for this resource.

First, a brief note from DSC:
I publish this piece because I’m a firm believer that all of us are now into lifelong learning. Each of us needs to be intentional on enhancing our personal learning ecosystems.

Excerpt:

College graduation often becomes a turning point in students’ lives. Fear, confusion, and self-doubt often affect you at this time. They are likely to impact your interest and motivation for further study. To overcome this, you will have to adopt a lifelong learning mindset.

Our team wants to help you preserve your natural curiosity and interest in studies long after your college years are over. Below you will find reasons why lifelong learning matters and how it can help you live a fulfilling life.

  1. Importance
  2. Reasons to Learn
  3. Keep Learning
  4. Find Motivation
  5. Final Thoughts
  6. References
 


From DSC:
It’s much easier to have or embrace the building of this mindset if one enjoys/enjoyed learning and/or at least had good experiences with school. But if school/education was a source of pain, this is not going to be so easy to do.

That’s why what’s happening in K-12 and higher education is so important. I’m grateful for those people who are working towards making those learning ecosystems work for as many people as possible.


 

 

Introducing Teach AI — Empowering educators to teach w/ AI & about AI [ISTE & many others]


Teach AI -- Empowering educators to teach with AI and about AI


Also relevant/see:

 

The 2023 Global Sentiment Survey — from donaldhtaylor.co.uk by Don Taylor

Excerpt:

This year’s Global Sentiment Survey – the tenth – paints a picture that is both familiar and unusual. In our 2020 survey report, we noted that ‘Data dominates this year’s survey’. It does so again this year, with the near 4,000 respondents showing a strong interest in AI, Skills-based talent management and Learning analytics (in positions #2, #3 and #4), all of which rely on data. The table is topped by Reskilling/upskilling, in the #1 spot for the third year running.
.

Donald Taylor's GSS 2023

.

Also see Don’s report here >>

 

 

A New Era for Education — from linkedin.com by Amit Sevak, CEO of ETS and Timothy Knowles, President of the Carnegie Foundation for the Advancement of Teaching

Excerpt (emphasis DSC):

It’s not every day you get to announce a revolution in your sector. But today, we’re doing exactly that. Together, we are setting out to overturn 117 years of educational tradition.

The fundamental assumption [of the Carnegie Unit] is that time spent in a classroom equals learning. This formula has the virtue of simplicity. Unfortunately, a century of research tells us that it’s woefully inadequate.


From DSC:
It’s more than interesting to think that the Carnegie Unit has outlived its usefulness and is breaking apart. In fact, the thought is very profound.

It's more than interesting to think that the Carnegie Unit has outlived its usefulness and is breaking apart. In fact, the thought is very profound.

If that turns out to be the case, the ramifications will be enormous and we will have the opportunity to radically reinvent/rethink/redesign what our lifelong learning ecosystems will look like and provide.

So I appreciate what Amit and Timothy are saying here and I appreciate their relaying what the new paradigm might look like. It goes with the idea of using design thinking to rethink how we build/reinvent our learning ecosystems. They assert:

It’s time to change the paradigm. That’s why ETS and the Carnegie Foundation have come together to design a new future of assessment.

    • Whereas the Carnegie Unit measures seat time, the new paradigm will measure skills—with a focus on the ones we know are most important for success in career and in life.
    • Whereas the Carnegie Unit never leaves the classroom, the new paradigm will capture learning wherever it takes place—whether that is in after-school activities, during a work-experience placement, in an internship, on an apprenticeship, and so on.
    • Whereas the Carnegie Unit offers only one data point—pass or fail—the new paradigm will generate insights throughout the learning process, the better to guide students, families, educators, and policymakers.

I could see this type of information being funneled into peoples’ cloud-based learner profiles — which we as individuals will own and determine who else can access them. I diagrammed this back in January of 2017 using blockchain as the underlying technology. That may or may not turn out to be the case. But the concept will still hold I think — regardless of the underlying technology(ies).

Perhaps blockchain will be the underlying technology to provide us with cloud-based learner profiles

For example, we are seeing a lot more articles regarding things like Comprehensive Learner Records (CLR) or Learning and Employment Records (LER; example here), and similar items.

LER — The Learning and Employment Record for a Skills-Based Economy


Speaking of reinventing our learning ecosystems, also see:

 

Credentialed learning for all -- from Getting Smart

 

Why credential section -- from Getting Smart's Credentialed Learning for All

Credentialed Learning For All — from gettingsmart.com

Vision

Learning happens throughout life and is not isolated to the K-12 or higher education sectors. Yet, often, validations of learning only happen in these specific areas. The system of evaluation based on courses, grades, and credit serves as a poor proxy for communicating skills given the variation in course content, grade inflation, and inclusion of participation and extra credit within course grades.

Credentialed learning provides a way to accurately document human capability for all learners throughout their life. A lifetime credentialed learning ecosystem provides better granularity around learning, better documentation of the learning, and more relevance for both the credential recipient and reviewer. This improves the match between higher education and/or employment with the individual, while also providing a more clear and accurate lifetime learning pathway.

With a fully-credentialed system, individuals can own well-documented evidence of a lifetime of learning and choose what and when to share this data. This technology enables every learner to have more opportunities for finding the best career match without today’s existing barriers around cost, access, and proxies.


Addendum on 4/28/23 — speaking of credentials:

First Rung — from the-job.beehiiv.com by Paul Fain
New research shows stacking credentials pays off for low-income learners.

Stacking credentials pays off for many low-income students, new research finds, but only if learners move up the education ladder. Also, Kansas is hoping a new grant program will attract more companies to participate in microinternships.


 

60% of Higher Education Leaders Say Continuing Education is Not Well-Integrated into Institutional Portfolio Offerings — from finance.yahoo.com
Despite Belief that CE Programming Positively Affects Enrollments in Traditional Programming, CE Units Remain Under-Resourced

Excerpt:

TORONTO, March 22, 2023 /PRNewswire-PRWeb/ — While 71% of senior leaders within higher education institutions support scale and growth of continuing education (CE), more than half (57%) feel that their CE units are understaffed to execute on institutional goals. This is according to the 2023 State of Continuing Education report. Published by higher education engagement platform leader Modern Campus, in partnership with the Canadian Association for University Continuing Education (CAUCE), The EvoLLLution, and the University Professional and Continuing Education Association (UPCEA), the study explores professional, continuing, and online (PCO) unit program offerings, institutional support and capabilities, perceptions of the competitive landscape, and continuing education collaboration and integration within the larger institution.

“The future higher education institution is rooted in CE, but delivering on that promise requires both strategic and operational support from the institution,” said Amrit Ahluwalia, senior director of content and strategic insights at Modern Campus and editor-in-chief of The EvoLLLution. “It is our sincere belief that the findings of this study will enable CE professionals to advocate for greater resources and allow them to be seen for the critical functions that their portfolio plays for institutions and learners alike.”

 
© 2024 | Daniel Christian