College Is an Expensive Career Exploration Tool. Here’s an Alternative. — from humanistxyz.substack.com by Patrick O’Donnell and Allison Dulin Salisbury
“Young people know that sitting in a classroom for twelve years isn’t going to show them how to find a job, let alone a career they love.”

This interview is part of a series on AI, high school, and the Experience Gap. Our report, Closing the Experience Gap, makes the case for a high-school model in which at least 50 percent of formal learning is experience-based.

College is an expensive career exploration tool. It is also poorly designed for the job.

Patrick O’Donnell tells the story of a student who entered a four-year nursing program certain she wanted to become a nurse. Once enrolled, she discovered that the work was a poor fit. Earlier immersion in healthcare, she told him, would have moved that discovery forward by several years. Now she needed to transfer to a community college and remap her plans.

Her predicament is familiar. We ask teenagers to choose a college and course of study with little direct knowledge of the work on the other side. Many spend their first years of college trying to answer a question high school gave them few opportunities to explore: What kind of work fits me?


From DSC:
College is an expensive career exploration tool. It is also poorly designed for the job.

This assertion resonated with me instantly — and I agree with it 100%. As a bit of background as to why I say this…I thought that I was going to be a doctor all through K-12 and even in my first year at college. But then I got to about halfway through my fall semester in my sophomore year, and I dropped out of pre-med. It was the best decision of my life.

But then what?

I had very little idea of what I wanted to do in the future or what my skills, interests, passions, and abilities were. K-12 and college offered next to nothing in terms of career preparation back in that period of time. It wasn’t until my late 20’s that I even began to get a clue on what’s all out there. What were my choices and what was a good fit for me? What did I enjoy doing and what did I not enjoy doing? 

So I agree completely…college is an expensive career exploration tool/setting. But I’m glad to see more and better options these days within K-12. Colleges could do much better.

 

Escaping The Backrooms Of Workforce Development — by Ryan Craig

Which makes sense. Because far too many find themselves in a liminal space, neither in school nor a career. Needing to make a living in an era of digital transformation and AI, they’re having a horrific time finding their way into and around work. So it’s not just education and training wonks who think workforce is the defining issue of our time. The success of Backrooms demonstrates Gen Z thinks so, too.

It’s happening everywhere. Young people around the world are angry at how hard it’s become to launch careers. This summer an entire protest movement arose in India – the world’s largest Gen Z population – around entrance exams for medical school, one of the few remaining sure bets. In the UK, youth unemployment is over 16%; it’s 15% across the EU and over 25% in Sweden. Back home, nearly 400,000 young Americans stopped looking for work in June alone. So it’s urgent that we identify what actually works to help young people get good first jobs.

The answer lies between apprenticeship perfection and train-and-pray scale. We desperately need a scalable training-first model that’s as proximate as possible to employment opportunities, employers, and actual employment. That can only mean work-based learning: real work experience completed during or connected with a training, certificate, or degree program. Work-based learning can take many forms: rotationsclinicsco-opsinternshipsshort projects. It can be integrated into coursework or independent. But what all forms require are bona fide employers, which regulate scale. Such programs can enroll only as many as can fit within the constraint of available work-based learning opportunities.


Also see:


Also see:

Is Your College A Zombie? — from forbes.com by Ann Kirschner; via Ryan Craig

I want to be careful here, because this is not an argument that universities are doing nothing. They are doing an enormous amount. New programs, AI task forces, employability frameworks, microcredentials, and shifts in how they enable lifelong learning.

Activity is not the problem; what has not changed is the machinery that decides what counts. Too many institutions move in herds rather than forging an independent path. When one college launches a new program, say, data science and AI, fifty will follow without asking whether their version serves their students or simply checks a competitive box.

Meanwhile, 88% of American professionals believe colleges and universities should be the ones providing AI training, and nearly half say their employers have offered no AI resources whatsoever.¹

 
 

Course design for a new age — from timeshighereducation.com by Campus contributors , Laura Duckett
Learn how to design courses that respond to the evolving needs of both students and employers

At a time when the value of a degree is being called into question, many argue that teaching subject knowledge is no longer enough. University courses must be flexible and embed work training and skills development to serve today’s students. This collection of resources is a guide to designing courses that respond to the evolving needs of both students and employers.


Teaching is a verb: what sets good teachers apart — from timeshighereducation.com by William J. Owen
Reflection is what moves teaching beyond performance and towards continuous improvement, writes William Owen

What sets good teachers apart is their willingness to continually reflect, learn and grow alongside their students. Great teaching is not a destination, it is an ongoing practice of curiosity, humility and intentionality. And perhaps that is what makes it so challenging and so rewarding.


How to set your students up to write compelling op-eds — from timeshighereducation.com by Arafat Reza and Shahariar Sadat
Help students develop their writing and refine their arguments by publishing opinion pieces. Find advice for supporting student writers here

Academics are ideally placed to bridge this gap. Beyond teaching disciplinary knowledge, they can help students develop the confidence and practical skills needed to engage in public discourse. Here, we discuss practical ways in which academics can encourage students to write op-eds that inform people, influence law and policymaking, and inspire positive change in society. Plus, find five tips for teaching students to write compelling arguments.


Rethinking course design to enliven student engagement — from timeshighereducation.com by
To foster students’ meaningful learning, educators should be using class time to maximise the benefits of the in-person experience, as Nasreen Sultana explains

We landed on four practical strategies to make learning more interactive, relevant and student-centred. Although developed in a management classroom, these tips can be adapted across disciplines.

 

Exceptional Videos of Authors Reading Their Books Aloud for Young Students — from edutopia.org by Kristin Rydholm
These 14 books can help teachers celebrate student writing by weaving literacy and social and emotional learning into the school day.

This classroom scenario is an example of how finishing a piece of writing is a dual celebration—an ending and a beginning. A published piece of writing means crossing a finish line as the culminating event within the writing process, but it is also a starting line, where a story begins a journey of its own—being read, seen, heard, and shared by others.

Who better to assist with modeling these transitional and celebratory moments than 14 professional authors of picture books?

Where to start
Featured below are links to exceptional authors and author/illustrators reading their picture books. Watching these videos, a child can see and hear the diverse faces and voices of authors who have prioritized stories about kids like them.


4 Ways to Encourage Great Questions in the Science Classroom — from edutopia.org by Katie Budrow
Here’s how a middle school teacher guides students to proactively ask and answer questions like ‘why does that happen?’

Narrow, prescribed tasks are known as convergent tasks. Define the parts of a cell has a specific answer. Sometimes, convergent tasks make the most sense. But whenever possible, I prefer to use broader divergent tasks, which allow for multiple ways to approach the learning. Describe the different ways that cell parts can work together to form a system is an example of a divergent task.

Divergent tasks inherently drive more student questions, since the answers aren’t just one-and-done. Divergence promotes “deep thinking, requiring students to analyze and evaluate concepts,” according to a study on the subject. Students are not just trying to find the “best” answer—they’re working toward a more complex concept.


A First-Week Routine That Gets Middle School Students Thinking Like Scientists — from edutopia.org by Bexaida Buzzie
Here’s a day-by-day plan for guiding your students to start the year by asking questions. Just resist the urge to answer them.

I realized I was spending so much of my time going over my classroom rules that I forgot that the students were there to learn how to learn.

Once I took the pressure off myself, everything changed. Instead of focusing on perfection, I started to focus on curiosity and fun. Instead of cramming information and reaping frustration, I slowed down.

Here’s what my first five days look like, and how they build a foundation for scientific thinking.


15 Effective Ways to Manage Dysregulated Students — from edutopia.org by Andrew Boryga
Teachers are seeing more big emotions and disruptive behavior in early elementary classrooms. These practical strategies can help youngsters reflect, reset, and repair.

While many experts cite the pandemic’s role in creating skill deficiencies, it’s only a part of the story. Educators also point to major changes in the culture around child rearing, pointing to issues like rising screen time, less play, and fewer opportunities for face-to-face interaction—“developmental needs that no digital program, however sophisticated, can fully replicate,” writes elementary school teacher Cara Zelas.

Serious behavioral issues and developmental concerns require broad support from administrators, specialists, and families. But for everyday moments that derail lessons—a child melting down, refusing directions, or struggling to rejoin the group—many teachers find that simple practices, consistently applied, can help turn big feelings into moments of growth instead of lost instructional time.

 

The U.S. debt tops a record-shattering $40 trillion. Yes, with a T. — from npr.org by Scott Horsley

The federal debt topped $40 trillion Wednesday, a new high-water mark for red ink that shows no sign of receding.

The news, reported by the Treasury Department in its daily financial update, comes just five months after the debt surpassed $39 trillion. The government continues to pile up debt at a rapid clip, as spending outstrips revenue by more than $2 trillion a year.

“Our current fiscal trajectory is plainly unsustainable, and that’s the best-case scenario,” said Margaret Spellings, president of the Bipartisan Policy Center. “Even in the rosiest scenarios, we’re speeding toward a cliff and refusing to turn the wheel.”


Also related, see:

Gross National Debt Reaches $40 Trillion — from crfb.org

And other warnings signs are flashing too, with debt held by the public recently exceeding the size of our economy, the deficit-to-GDP ratio running twice as high as where it should be, and interest costs exceeding our national defense budget.

 
 

Once globally preeminent, U.S. universities are sliding into decline — from hechingerreport.org by Jon Marcus
High costs, political attacks take a toll as fewer students come, top scholars leave

Top scholars are leaving. Fewer international students are coming. U.S. universities are slipping in international rankings. And American universities have failed to keep pace as other countries pour resources into their higher education systems.

Blaming the interruptions in funding that have already occurred, top research universities have admitted 15 percent fewer doctoral students for the coming fall, including in fields such as artificial intelligence and quantum computing, according to the Association of American Universities, or AAU. Many didn’t take any new doctoral students at all.


Colleges made deep staff cuts while adding tenure-track faculty last year — from highereddive.com by Ben Unglesbee
The latest survey of higher education employees from CUPA-HR found the biggest spike in tenure-track professors since at least 2016.

Dive Brief:

  • Full-time staff at colleges dropped 6.6% in 2025 compared to the year before, ending several years of growth, according to data released Wednesday by the College and University Professional Association for Human Resources.
  • The decline was even sharper among part-time staff, whose ranks plunged by 23.9% last year, CUPA-HR’s latest survey data showed.
  • However, faculty numbers grew overall during the year. Tenure-track faculty headcounts saw the largest spike at 7% year over year, the biggest increase for that group since at least 2016.

Pace of college closings picks up, with more projected — from hechingerreport.org by Jon Marcus
Falling enrollment, rising debt have put an estimated 1 in 4 institutions at risk

More than 440 of the nation’s private, nonprofit four-year colleges and universities are now at risk, based on enrollment trends, debt and other measures, according to projections by Huron Consulting Group. That’s a quarter of the total.

Among the most endangered: small, rural and religiously affiliated institutions.

And how to dispose of the real estate is among the least of the challenges facing shuttering campuses and the students they serve.


University of Houston slashes 40% of courses from its core curriculum — from highereddive.com by Ben Unglesbee
The Texas institution cut about 100 classes, including in women’s and LGBT studies, to comply with a state law mandating general education reviews.

Dive Brief:

  • The University of Houston has slashed about 40% of courses from the flagship’s core curriculum as it works to comply with a new state law dictating the architecture of general education requirements at Texas public colleges.
  • In the 2026-27 academic year, UH will adopt a core curriculum list with roughly 100 fewer classes after the University of Houston System’s board unanimously approved administrators’ proposal on Thursday. Among the classes dropped were courses in women’s and LGBT studies.
  • The overhaul is meant to satisfy the Texas statute known as SB 37, which mandates that public institutions’ core courses be “foundational” to postsecondary education, prepare students for the workforce and civic life, and cover “a breadth of knowledge.”

From DSC:
Re: Jeff’s posting above…I think that faculty often taught what THEY wanted to teach — versus what the market was asking for. If I were on the academic administration side of the house right now, I’d be seeking out and listening very closely to what the adjunct faculty members on campus are saying.

 

 

Using AI to create the practice opportunities online students need— from timeshighereducation.com by Kathy Miller Perkins
For disciplines that depend on interpersonal skills such as communication, leadership, negotiation and mediation, AI can provide elusive experiential learning, particularly in asynchronous environments

What if AI’s greatest educational value lies not in generating answers but in generating experiences?

The result surprised me. Students did not simply interact with the AI, they meaningfully engaged with it. Many reported that the experience felt valuable precisely because the simulated conversation partner pushed back. Unlike classmates who sometimes hesitate to challenge one another, the AI consistently maintained its position. Students had to work harder, listen more carefully and apply the communication strategies they had spent weeks learning. And, importantly, they practised.

Here’s how to show students what responsible AI use looks like — from timeshighereducation.com by Andrew Firr and Alex Fenton
Well-designed assessments can highlight generative AI’s limitations, where it can provide support and what responsible practice looks like. Andrew Firr and Alex Fenton offer strategies

We have been exploring ways to offer this in our Level 7 module for MSc engineering management students, many of whom come from the Global South. Assessment is built around a practical design problem: students examine how a real campus process operates, where delays occur, evidence they observe and how a feasible redesign might improve the system – in a 3,000-word essay.

They can use AI for planning and providing clarity, but not for generating the evidence on which the analysis rests. Invented observations, measurements, screenshots or unverifiable citations are prohibited. The assessment design reinforces this through a case study, diagram, fact-checking exercise and a short AI use statement.

Requiring an AI use statement encourages students to reflect on their processes. We ask which tool they used, how they used it, how they checked the output and which parts of the work depended on their own evidence and judgement. It reminds them that evidence must be theirs and that citations must be manually verified.


Slow math: Kids may learn more when AI makes them review mistakes — from hechingerreport.org by Jill Barshay and Kristin Fasiang
A randomized experiment involved more than 6,000 Tennessee middle school students learning fractions

In an experiment involving more than 6,000 middle schoolers in Tennessee, students learned slightly more math when an AI tutor walked them through their mistakes and then required them to demonstrate the same skill correctly three times in a row before moving on.

The winning combination wasn’t the addition of AI tutoring alone, but AI tutoring plus repetition, with the idea that students needed to stick with the skill to demonstrate some level of mastery. The students who practiced math with this AI-enhanced “mastery learning” approach scored about 3 percentage points higher than students receiving conventional computerized instruction. The advantage was small.


I Built a Team of AI Bots That Write Feedback Better than Me. Here’s How.  — from drphilippahardman.substack.com by Dr Philippa Hardman
Aka, how to make learners love AI-assisted feedback, rather than loathe it.

This wasn’t hidden from the cohort. For reasons I’ll come to below, I always tell my cohorts at the very start that an AI assistant will be helping me draft their feedback. The aim wasn’t to remove me from the process, but to find out whether AI could help me to deliver feedback at a volume and quality that I simply couldn’t maintain without AI.

Spoiler: the experiment worked — but not for the reason I expected. In this post, I’ll share exactly what I built, tell you how to build a version for your course and reveal the three conditions that decide whether learners trust AI-assisted feedback or quietly stop reading it.

TL;DR: the spec for my feedback assistant is long not because the model needs persuading, but because it’s where my judgement lives. Every rule in it is a decision AI would otherwise make by itself, with limited expertise. A spec doesn’t make the model smarter — it makes expertise and judgement legible enough for the model to follow.


Of the five stages of AI grief, some managers are stuck in denial— from timeshighereducation.com by Shadi Mohamed
Acceptance is not surrender. It is about getting beyond a policing obsession and rethinking what assessment aims to measure, says Shadi Mohamed

In that moment of institutional blindness, it struck me: universities are not merely struggling with a technological adoption curve. They are grieving the demise of the modern university’s economic and institutional logic.

To understand the scale of this threat posed by AI, consider what the internet did to journalism. Newspapers thrived by bundling together classified advertising with quick news hits, sports scores and opinion columns, using that reliable revenue to fund the expensive social necessity of investigative reporting. The rise of internet advertising did not kill journalism outright but it shattered the bundle, leaving the expensive core product without its historical financial engine.

Universities operate on a similar logic, bundling content delivery, assessment, credentialling, research and professional formation. But generative AI is now commodifying the most visible parts of that package. When AI can deliver personalised explanations instantly and generate the essays and reports we use to measure student capability, the traditional degree loses its role in the labour market as a proxy for understanding. If the bundle breaks, the economic model that funds our deeper purposes is in peril.


 

As fewer young people choose college, this district wants to ensure they have career options — from hechingerreport.org by Ariel Gilreath
In Niagara Falls, New York, a town with shrinking job options, students are encouraged to consider their careers in ninth grade

At Niagara Falls High School, students are encouraged to consider their careers upon arrival in ninth grade. By 11th grade, every student at the school must pick from one of five pathways, ranging from business and finance to design and engineering. The shift toward career education comes as about one-third of seniors at Niagara Falls High are rejecting college and instead choosing to enter the workforce after graduation, compared with roughly a quarter a decade ago, said Superintendent Mark Laurrie, who retired in June. In a town that’s struggled with population declines, where now-shuttered manufacturing plants once dominated the local labor market, there’s an urgency to prepare high school students for careers.

“It’s important to give them hope for the future with a career pathway — a career, not a job — to have something to aspire to and, hopefully, keep them in the city and in the state,” Laurrie said.

 

Student Voices: Technology as a Future Learning Partner — from campustechnology.com by Mary Grush
A Q&A with Eli Blouin and Mark Frydenberg

Key Takeaways

  • With advanced technologies, we’re moving from accessing learning resources to participating in technology learning partnerships.
  • Technology learning partners participate in the learning process by asking questions and giving feedback, not just information search results.
  • Tomorrow’s technology learning partners will understand the whole learner — including knowledge gaps and personal learning style.
  • Student experiences with AI and other technologies today will inform the next generation of human/machine learning partners.

Grush: What do you think may be among the most meaningful changes in, say, the next five years? 

Blouin: When I think of what will improve in the next five years — and I truly believe it’s where we’re ultimately heading — I think it will be the technology learning partner’s ability to gain a full picture of the learner. The technology will be able to take absurd amounts of context — and data — and understand the learner as a whole: where their gaps are, what they need to learn, how they learn, and how to create content tailored to a particular student. In an instant it would be able to assess, to test knowledge, and know the student as a whole person. That would be an ideal learning partner.

 
 

Will this new company be the largest company on the Internet by 2030? [Christian]

From DSC:
The vision that I’ve been tracking for well over a decade begins with this graphic:
.


Could LearnVector be this next-generation company/platform? Perhaps. Time will tell.


Per Matt Tower via The EdSheet Vol. 38 dated 7/31/26:

  • Coursera bets $100M on its own co-founder: Andrew Ng’s new venture LearnVector lands one of the largest single checks in edtech this year — from Coursera, the company he founded 14 years ago.
    .


LearnVector.ai

 

From DSC:
Below is an item on futures thinking. Don’t blow this off. This topic — and skill/strategy — is important not only to traditional institutions of higher education, but also to businesses and organizations of all sizes. In fact, even students can practice developing a list of potential scenarios and implement their plans of action if one of those scenarios occurs.


Chris Mayer’s posting on LinkedIn.com

 

Why Engineering Is No Longer A Sure Thing College Major When It Comes To Jobs — from forbes.com by Courtney Connley-Hampton; this article is behind a paywall
Exclusive LinkedIn data shows engineering majors have been hit hard in today’s weak, AI-affected job market. Here’s what specialties are hurting and what top schools are doing to respond.

While lots of recent college graduates are being battered by a weak hiring market, perhaps no group is more shocked by their current plight than those who majored in engineering, long considered among the safest, most secure, and highest-paying majors. Yes, engineering grads still make more than education and English majors.


Also relevant/see:


Chris Mayer’s posting on LinkedIn.com

 
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