From DSC:
I used to be able to bring up Firefly on the web and use it “free” of charge — I didn’t have to go purchase tokens or credits. (I was actually paying for the Adobe Creative Cloud Pro suite of tools…so it wasn’t really free.)

But the other day I was trying to figure out what the latest pricing is at Adobe with that suite of tools and the use of credits for AI-based features. They say Adobe Creative Cloud Pro users get 4000 credits a month. Well, I have that suite and I’m still getting prompted to purchase credits. Firefly for individuals runs from $9.99 (2,000 credits/month) to $139.91 per month (50,000 credits per month). Not inexpensive, right? Below are other items along these lines.


The Era of Affordable AI Is Over. What Comes Next? — from builtin.com by Ameya Kanitkar
AI providers are shifting to usage-based billing for their services. AI fluency is more important now than ever to make the most of your tools to avoid unnecessary spending.

Summary: The era of cheap, flat-rate AI is ending as providers shift to usage-based billing. Every prompt now carries a direct cost, turning casual use into major budget risks, as seen when Uber depleted its 2026 AI budget in four months. Leaders must now track real-time value and token efficiency.

For a brief window, companies had access to the most transformative technology in a generation at the cost of a streaming subscription. Tools like ChatGPT put AI within reach of anyone with a browser and time for experimentation, while GitHub Copilot came in at just $10 a month, with token costs remaining relatively low. In the beginning, experimentation felt cost-effective, easy and relatively low-risk. 

But that era is ending, and the bill is coming due faster than a lot of enterprise leaders anticipated. 


The Fable of AI in Education — from downes.ca by Stephen Downes
Marc Watkins, Rhetorica, Jun 17, 2026

Tokenomics will be a hot topic of discussion on university campuses because, as Marc Watkins notes in this article, there is no realistic path forward to providing all students with access to advanced AI.


From this posting on LinkedIn.com from Dr. Nick Jackson:

And now there is a third layer emerging. Institutions are waking up to a systems-level question they are likely not remotely prepared for. Who pays for AI? How are budgets managed when there are unclear token consumption pricing models? How is AI procured? Who decides what tools get used and by whom and who gets access and at what level?

.


 

OPINION: If higher education wants to rebuild public trust, start with making college affordable — from hechingerreport.org by John B. King, Jr.
Addressing high tuition, food insecurity and child care needs are important first steps

Higher education is under siege, with many students and parents balking at high costs. In a series of op-eds, university leaders lay out their efforts to keep college affordable. This is the first in the series.

For many people across the country, paying for college is the largest investment they will ever make. Increasingly, it’s one that feels out of reach.

Over the past two decades, tuition and fees at private, national universities have jumped by 112 percent; at some “elite” and highly selective schools the annual cost of attendance now approaches $100,000.

If higher education is to rebuild public trust, affordability can’t be an afterthought. It must be at the center of our strategic focus.


Also from The Hechinger Report, see:



Addendum on 6/10/25:

The Real Mission of Higher Education Is Hiding in Plain Sight — from insidehighered.com by  John Warner
A guest post laying out a path forward for all institutions.

Most colleges and universities are not actually organized around learning. They’re organized around teaching, research productivity, rankings, revenue, and the preservation of institutional prestige. Students sense this, even when they can’t articulate it. The public senses it, too. Academic researchers themselves have been making this argument for decades, but it has rarely felt more urgent than it does right now.

The Yale report says, wisely, that “trust is earned by doing what you say you’re going to do.” Universities say they’re about learning. The way to rebuild trust is to actually mean it and to build institutions that prove it.

The Yale committee is right that trust must be rebuilt through action over messaging. The most fundamental action, and the one most often overlooked, is this: Get learning right.

 

Putting college on the fast track — from hechingerreport.org by Jon Marcus
As students grow impatient, colleges try three-year bachelor’s degrees

Some colleges and the accreditors and states that oversee them are adding and approving three-year bachelor’s degrees that require fewer credits than the traditional four-year kind.

Institutions facing enrollment declines hope the new three-year degrees will attract students unwilling to spend the usual amount of time and money that it takes to graduate. States need those graduates to fill jobs.

Nearly 60 universities and colleges are planning, considering or have already launched reduced-credit, three-year bachelor’s degrees in some disciplines. They’re calling them “applied” or “career-focused” bachelor’s degrees.

While earning bachelor’s degrees with fewer credits may appeal to some students, the idea is so new that there’s a key unanswered question: whether employers, graduate schools and licensing agencies will accept them. 

From DSC:
Given the often high price of obtaining a degree these days…whether it’s a 4-year program or a 3-year program, the key is whether a student can get a good job coming out of that program.  I think the required time doesn’t help as much as making the necessary changes to offer more responsive curricula, relevant programs, and real-world learning experiences (including apprenticeships and internships).  I appreciate the experiment to lower the overall costs, but like so many other “innovations,” it’s playing at the fringes. It’s really the same old, same old — just on a shorter time frame.

At current prices, families are FORCED to consider employment prospects. They are demanding a ROI, because they have to.

I was at a meeting earlier this year with other parents and family members who were interested in a particular program at a Michigan-based university. One set of parents really wanted to know if their student would be getting a good job coming out of the program. They didn’t want to take a second mortgage out if the investment wasn’t going to pay off.


Also see:

Here is the link to Chris Mayer’s posting on LinkedIn.

 

This $10K AI School Promises to Future-Proof Your Career — from builtin.com by Matthew Urwin
Khan Academy, TED and ETS are starting a new program to equip students and professionals with the skills to thrive in an increasingly AI-driven economy. Here’s what you need to know.

Summary: The Khan TED Institute is a higher-education program that will teach students and workers how to use AI through interactive learning. The program’s AI-centric curriculum is an unproven approach, though, casting doubt on whether it will actually improve learning outcomes and career prospects.

Higher education might be on the verge of a radical overhaul to bring it up to speed in the age of artificial intelligence. At the TED2026 conference, Khan Academy, TED and ETS announced that they’re partnering to establish the Khan TED Institute — a new program that reorients the college curriculum around AI. By joining forces, the education technology trio aims to develop an alternative to traditional universities that better tracks student progress, teaches more relevant skills and provides a more personalized learning experience.

Accessibility is another major tenet of the Khan TED Institute. Its virtual nature allows anyone with an internet connection to participate in the program and makes it easier for students to move at their preferred pace. And because its curriculum prioritizes competency over course credits, advanced learners can complete the program in a shorter period. Time isn’t the only thing students can save on, either: The Institute promises a bachelor’s degree for less than $10,000, offering a much more affordable alternative to the typical four-year degree. 


 

From DSC:
Faculty senates don’t do well with this pace of change. But to their credit, few organizations can begin to deal with this pace of change.

 

The Surprising Power Of A Degreeless Career — from forbes.com by Mark C. Perna
Fueled by ballooning tuition and disillusionment with higher education, degreeless careers are on the rise. Here’s how to thrive in today’s workplace without a college degree.

“We are beginning to break down the national narrative that you have to go to college to get a ‘good job’,” says Kathleen deLaski, author of “Who Needs College Anymore?” and founder and chairman of The Education Design Lab. “The fastest growing form of college enrollment is actually short term certificates and certifications at community colleges, rather than degrees.”

But the real dealbreaker is the fast-rising cost of college, especially for the debt-averse Generation Z. “Most folks know someone who is saddled by student debt,” says deLaski. “So they have more of a ‘buyer-beware’ view when considering a four year degree.”

This presents a challenge especially to younger workers, who simply haven’t had the time yet to gain that experience. It’s a catch-22: to land the entry-level job, you must have experience, but to gain that experience, you have to have that entry-level job.

The answer is to expand our definition of work experience. It doesn’t have to be gained in the exact field where you want to be hired, nor does it strictly have to be in an employment setting. “Earning certifications, doing internships and apprenticeships, even volunteering, and leading a team or a project really add authenticity to your resume,” says deLaski.

In other words, work skills gained via personal experience are usually highly transferable to other industries. Work, learning and volunteer experience of any kind—if you can make the case for its relevance—is the new litmus test.

 

Faster, thinner: Colleges are swiftly trimming a B.A. degree to three years — from hechingerreport.org by Jon Marcus
Needing to fill seats and facing demands for faster routes to jobs, more colleges are shortening degree programs

That’s an option being made available by colleges and universities with astonishing speed — especially in the notoriously slow-moving world of higher education: an entirely new kind of bachelor’s degree muscling into the space between the traditional four-year version and the two-year associate degree. Three-year degrees have existed, but they simply jammed those 120 credits into fewer semesters.

At least one school, Ensign College in Utah, will convert all of its bachelor’s degrees into the new, reduced-credit, three-year kind, it announced in February. Nearly 60 other universities and colleges are planning, considering or have already launched them in some disciplines. States including Indiana have required or are considering requiring their public universities to add reduced-credit bachelor’s degrees. Even graduate and professional schools are being pressed to shorten the duration of degrees.

Even more than employers, consumers have lost patience with the time and expense it takes to get a four-year bachelor’s degree, according to the advocates and politicians pushing schools to offer them. More than half of students who start down the conventional four-year path today take even longer than four years, according to the Department of Education.

Also from Jon Marcus, see:

 

2026 Survey of College and University Presidents — from insidehighered.com, Liaison, & Jenzabar
Download and explore exclusive insights from the 2026 Survey of College and University Presidents to see how these campus leaders are responding to financial volatility, political interference, rapid advances in AI, and where they believe the biggest risks and opportunities lie as they look toward 2030.

In this year’s survey, presidents share perspectives on:

  • How presidents assess the second Trump administration’s impact on higher education
  • Which emerging or evolving educational models they plan to add or expand in the coming years
  • How effective they believe higher education has been in shaping national conversations arout AI
  • The issues presidents expect will have the greatest impact on higher education by 2030

 

 

Funding cuts, shifts in aid could make college harder to afford for low-income families — from hechingerreport.org by Jon Marcus
Advocates worry that the promise of a higher education will soon drift further out of reach

Now TRIO has come under the scrutiny of the Trump administration, which has already moved to cancel TRIO funding for some participating colleges (though this was paused in January by a federal court and remains in litigation) and proposes to eliminate it altogether; letters from the Department of Education to those colleges show the money was cut off because the programs were considered part of diversity, equity and inclusion, or DEI, efforts.

At a time of rising income inequality, it’s one of several developments advocates worry are converging to make things even harder for lower-income Americans who want to go to and get through college — a group that already faces considerable challenges, and whose proportion of enrollment has been falling for a decade and a half.

 

Farewell to Traditional Universities | What AI Has in Store for Education

Premiered Jan 16, 2026

Description:

What if the biggest change in education isn’t a new app… but the end of the university monopoly on credibility?

Jensen Huang has framed AI as a platform shift—an industrial revolution that turns intelligence into infrastructure. And when intelligence becomes cheap, personal, and always available, education stops being a place you go… and becomes a system that follows you. The question isn’t whether universities will disappear. The question is whether the old model—high cost, slow updates, one-size-fits-all—can survive a world where every student can have a private tutor, a lab partner, and a curriculum designer on demand.

This video explores what AI has in store for education—and why traditional universities may need to reinvent themselves fast.

In this video you’ll discover:

  • How AI tutors could deliver personalized learning at scale
  • Why credentials may shift from “degrees” to proof-of-skill portfolios
  • What happens when the “middle” of studying becomes automated
  • How universities could evolve: research hubs, networks, and high-trust credentialing
  • The risks: cheating, dependency, bias, and widening inequality
  • The 3 skills that become priceless when information is everywhere: judgment, curiosity, and responsibility

From DSC:
There appears to be another, similar video, but with a different date and length of the video. So I’m including this other recording as well here:


The End of Universities as We Know Them: What AI Is Bringing

Premiered Jan 27, 2026

What if universities don’t “disappear”… but lose their monopoly on learning, credentials, and opportunity?

AI is turning education into something radically different: personal, instant, adaptive, and always available. When every student can have a 24/7 tutor, a writing coach, a coding partner, and a study plan designed specifically for them, the old model—one professor, one curriculum, one pace for everyone—starts to look outdated. And the biggest disruption isn’t the classroom. It’s the credential. Because in an AI world, proof of skill can become more valuable than a piece of paper.

This video explores the end of universities as we know them: what AI is bringing, what will break, what will survive, and what replaces the traditional path.

In this video you’ll discover:

  • Why AI tutoring could outperform one-size-fits-all lectures
  • How “degrees” may shift into skill proof: portfolios, projects, and verified competency
  • What happens when the “middle” of studying becomes automated
  • How universities may evolve: research hubs, networks, high-trust credentialing
  • The dark side: cheating, dependency, inequality, and biased evaluation
  • The new advantage: judgment, creativity, and responsibility in a world of instant answers
 

What 3 credit ratings agencies forecast for higher ed in 2026 — from highereddive.com by Ben Unglesbee
Fitch Ratings, S&P Global and Moody’s Ratings all predicted a tough year ahead, pointing to deteriorating financial conditions and heightened uncertainty.

Fitch Ratings labeled its higher ed financial outlook for 2026 as “deteriorating” while Moody’s Ratings described an “increasingly difficult and shifting operating environment for colleges and universities.” Similarly, S&P Global Ratings said it expects“mounting operating pressures and uncertainty” ahead for the sector’s nonprofit institutions.

Analysts cited additional disruption and belt-tightening ahead in the new year, from predicted demographic declines to pressures on international enrollment to uncertainties about how Republicans’ big spending bill passed this summer will impact demand for college.

Below are the various takes on higher ed in 2026 by Moody’s, Fitch and S&P Global Ratings:

 


Higher education faces ‘deteriorating’ 2026 outlook, Fitch says — from highereddive.com by Laura Spitalniak
A shrinking pipeline of students, uncertainty about state and federal support, and rising expenses could all hurt college finances, according to analysts.

Dive Brief:

  • Fitch Ratings on Thursday issued a “deteriorating” outlook for the higher education sector in 2026, continuing the gloomy prediction the agency issued for 2025.
  • Analysts based their forecast on a shrinking prospective student base, “rising uncertainty related to state and federal support, continued expense escalation and shifting economic conditions.”
  • With its report, Fitch joins Moody’s Ratings and S&P Global Ratings in predicting a grim year for higher ed — Moody’s for the sector overall and S&P for nonprofit colleges specifically.

Yale expects layoffs as leaders brace for $300M in endowment taxes — from highereddive.com by Ben Unglesbee
The Ivy League institution’s tax bill starting next year will be higher than what it spends on student aid, university officials said.

Dive Brief:

  • Yale University is bracing for layoffs as it prepares to pay the government hundreds of millions of dollars in endowment income taxes.
  • In a public message, senior leaders at the Ivy League institution said that Yale’s schools plan to take steps such as delaying hiring and reducing travel spending to save money. But they warned workforce cuts were on the horizon.
  • “Layoffs may be necessary” in some units where cutting open positions and other reductions are insufficient, the university officials said. They expect to complete any downsizing by the end of 2026 barring “additional significant financial changes.”

Education Department adds ‘lower earnings’ warning to FAFSA — from highereddive.com by Natalie Schwartz
The agency will warn students when they’ve indicated interest in a college whose graduates have relatively low incomes.

The U.S. Department of Education has launched a new disclosure feature that warns students who fill out the Free Application for Federal Student Aid if they’re interested in colleges whose graduates have relatively low earnings, the agency said Monday. 

“Families deserve a clearer picture of how postsecondary education connects to real-world earnings, and this new indicator will provide that transparency,” U.S. Education Secretary Linda McMahon said in a Monday statement. “Not only will this new FAFSA feature make public earnings data more accessible, but it will empower prospective students to make data-driven decisions before they are saddled with debt.”


Also from highereddive.com, see:

 

Caring for Patients for 26 Years—and Still Not a Nurse — from workshift.org/ by Colleen Connolly

Arnett’s experience spending decades in a job she intended as a first step is common among CNAs, medical assistants, and other entry-level healthcare workers, many of them women of color from low-income backgrounds. Amid a nationwide nursing shortage, elevating those workers seems like an obvious solution, but the path from CNA to nurse isn’t so much a ladder as it is a huge leap.

And obstacle after obstacle is strewn in the way. The high cost of nursing school, lengthy prerequisite requirements, rigid schedules, and unpaid clinical hours make it difficult for many CNAs to advance in their careers, despite their willingness and ability and the dire need of healthcare facilities.

While there are no national statistics about the number of entry-level healthcare workers who move on to higher-paid positions, a study of federal grants for CNA training showed that only 3% of those who completed the training went on to pursue further education to become an LPN or RN. Only 1% obtained an associate degree or above. A similar study in California showed that 22% of people who completed CNA certificate programs at community colleges went on to get a higher-level educational credential in health, but only 13% became registered nurses within six years.

That reality perpetuates chronic shortages in nursing, and it also keeps hundreds of thousands of healthcare workers locked below a living wage, often for decades.

 

Net tuition rises at colleges, but costs are far below their peaks — from highereddive.com by Ben Unglesbee
The prices students and their families paid after aid at four-year public colleges and private nonprofits ticked up in 2025-26, per College Board estimates.

Dive Brief:

  • The average tuition and fees paid by students and their families after aid rose slightly for the 2025-26 academic year but remain well below historic peaks, according to the latest higher education pricing study from the College Board.
  • At public four-year colleges, net tuition and fees for first-time, full-time students increased just 1.3% to $2,300 from last year, when adjusted for inflation, according to the College Board’s estimates. That figure is down 48.3% from the peak in 2012-2013.
  • At private nonprofits, net tuition and fees for first-time, full-time students rose 3.7% annually to $16,910 in the 2025-26 year, when adjusted for inflation. By comparison, that’s down 14.6% from the peak for private colleges in 2006-07.

Class of 2025 says they see the effects of a tough job market — from hrdive.com by Kathryn Moody
Young workers have been particularly exposed to the changes brought by artificial intelligence tools, some research has indicated.

The Class of 2025 faced a particularly tough job market, searching for jobs earlier, submitting more applications — averaging 10 applications to the Class of 2024’s six — and receiving fewer offers on average, a National Association of Colleges and Employers study said in a recent report, in partnership with Indeed.

Graduates were more likely to accept those offers, however, even amid uncertainty; 86.7% of those offered a job had accepted in 2025, compared to 81.2% of 2024 graduates.

“Compared to earlier classes, they were more likely to say they were unsure about their plans, and more were planning to enter the military, suggesting they were unsure about private-sector employment,” NACE said in an Oct. 30 announcement regarding the report.


An addendum from DSC:
While we’re talking the workplace, careers, jobs, and such involving higher education, also see:

Careers in Educational Development with Leslie Cramblet Alvarez and Chris Hakala — from intentionalteaching.buzzsprout.com by Derek Bruff

On the show today I talk with Leslie Cramblet Alvarez and Chris Hakala, authors of the new book Understanding Educational Developers: Tales from the Center from Routledge Press. The book blends scholarship and personal narratives to explore the career trajectories of the professionals who work at CTLs (Centers for Teaching & Learning). How do academics move into these careers? And what can these careers look like over time?

Leslie Cramblet Alvarez is assistant vice provost and director of the Office of Teaching and Learning at the University of Denver. Chris Hakala is director for the Center for Excellence in Teaching, Learning, and Scholarship and professor of psychology at Springfield College.

I wanted to talk with Chris and Leslie about what they discovered while writing their book. I also wanted to know what advice they had for navigating educational development careers here in the U.S. in 2025, with higher education under attack from the federal government, a looming demographic cliff affecting enrollment and tuition, and a budget situation that for more institutions is not rosy. Leslie and Chris offer advice for faculty considering a move into a faculty development role, as well as for those of us current working at CTLs trying to plan our careers.

 

Is An Internship In College More Important Than The Degree Itself? — from forbes.com by Brandon Busteed

While confidence in higher education has eroded and more Americans are questioning the importance of a degree, the demand for internships among college students is skyrocketing and the odds of getting an internship at a major company are now lower than getting into the Ivy League. This begs the question: are we at a point where an internship is as valuable – or perhaps more so – than a degree itself?

While concerns about degree ROI were on the rise, the value of internships and other work-integrated learning opportunities was becoming increasingly apparent. New research and analysis have shown us how valuable it is for a student to have an internship during college: it doubles the odds they have a good job waiting for them upon graduation and doubles their odds of being engaged in their work over their lifetime. Although there are some variations in those outcomes by choice of college or academic major, those variations pale in comparison to the impact of having an internship. In short, a collegiate internship experience is a more important indicator of these outcomes than alma mater or major.

 

Is Your Institution Ready for the Earnings Premium Buzzsaw? — from ailearninsights.substack.com by Alfred Essa

On Wednesday [October 29th, 2025], I’m launching the Beta version of an Education Accountability Website (”EDU Accountability Lab”). It analyzes federal student aid, institutional outcomes, and accountability metrics across 6,000+ colleges and universities in the US.

Our Mission
The EDU Accountability Lab delivers independent, data-driven analysis of higher education with a focus on accountability, affordability, and outcomes. Our audience includes policymakers, researchers, and taxpayers who seek greater transparency and effectiveness in postsecondary education. We take no advocacy position on specific institutions, programs, metrics, or policies. Our goal is to provide clear and well-documented methods that support policy discussions, strengthen institutional accountability, and improve public understanding of the value of higher education.

But right now, there’s one area demanding urgent attention.

Starting July 1, 2026, every degree program at every institution receiving federal student aid must prove its graduates earn more than people without that credential—or lose Title IV eligibility.

This isn’t about institutions passing or failing. It’s about programs. Every Bachelor’s in Psychology. Every Master’s in Education. Every Associate in Nursing. Each one assessed separately. Each one facing the same pass-or-fail tests.

 
© 2025 | Daniel Christian