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If this is true, how will we meet this type of demand?!? [Christian]

On 08/21/2023, in 21st century, career development, change, colleges, communities of practice, community colleges, corporate / business world, corporate universities / corporate training, dangers of the status quo, Daniel S. Christian, emerging technologies, future, future of higher education, game-changing environment, global / globalization, higher education, learning, learning ecosystem, Learning from the Living [Class] Room, organizational change, pace of change, pathways, reinvent, skills, society, staying relevant, strategy, surviving, workplace, by Daniel Christian

From DSC: If this is true, how will we meet this type of demand?!?

RESKILLING NEEDED FOR 40% OF WORKFORCE BECAUSE OF AI, REPORT FROM IBM SAYS — from staffingindustry.com; via GSV

Generative AI will require skills upgrades for workers, according to a report from IBM based on a survey of executives from around the world. One finding: Business leaders say 40% of their workforces will need to reskill as AI and automation are implemented over the next three years. That could translate to 1.4 billion people in the global workforce who require upskilling, according to the company.

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Higher ed is now experiencing what other organizations/businesses have been going through for years [Christian]

On 08/05/2023, in business, business side of he, change, changing business models, colleges, community colleges, corporate / business world, Daniel S. Christian, future of higher education, game-changing environment, higher education, new business models, organizational change, reinvent, staying relevant, surviving, United States, universities, workplace, by Daniel Christian

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What new grads can expect as they enter the working world [McKinsey’s Guggenberger, Maor, Park, & Simon]

On 05/25/2023, in adjunct faculty, Artificial Intelligence / Machine Learning / Deep Learning / Algorithms, Bias | Diversity Equity & Inclusion (DE&I), business, career development, change, colleges, community colleges, corporate / business world, emerging technologies, faculty, health, higher education, intelligent systems, leadership, organizational change, pace of change, skills, staying relevant, strategy, student-related, trends, United States, universities, vendors, workplace, by Daniel Christian

What new grads can expect as they enter the working world — from mckinsey.com by Patrick Guggenberger, Dana Maor, Michael Park, and Patrick Simon

Excerpt:

May 21, 2023 It’s officially the season of caps, gowns, and stoles—and new grads are gearing up for entry into the world of work at a time when organizations are undergoing massive shifts. “The shifts include complex questions about how to organize for speed to shore up resilience, find the right balance between in-person and remote work models, address employees’ declining mental health, and build new institutional capabilities at a time of rapid technological change, among others,” write Patrick Guggenberger, Dana Maor, Michael Park, and Patrick Simon in a new report. These changes have significant implications for structures, processes, and people. How can new grads set themselves up for success in a quickly evolving environment? If you’re a soon-to-be new grad or know one, check out our newly refreshed special collection for insights and interviews on topics including productivity, hybrid work models, worker preferences, tech trends, and much more.

On a somewhat relevant posting (it has to do with career development as well), also see:

From Basic to Brand: How to Build and Use a Purposeful LinkedIn Profile — from er.educause.edu by Ryan MacTaggart and Laurie Burruss
Developing a professional brand helps higher education professionals establish meaningful work-related connections and build credibility in their area of expertise.

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Leaders who practice foresight stay ahead of the innovation curve [tfsx.com]

On 03/03/2023, in business, business side of he, future, innovation, leadership, organizational change, pace of change, skills, strategy, vision/possibilities, by Daniel Christian

Leaders who practice foresight stay ahead of the innovation curve — from tfsx.com

Excerpt (emphasis DSC):

According to famed futurist Richard Slaughter, foresight (also known as futures thinking or futuring) is “the ability to create and maintain a high-quality, coherent and functional forward view, and to use the insights arising in useful organizational ways.”2 In other words, foresight is a way to examine the paths the future might take, using qualitative and quantitative metrics, and then use the insights gained from this analysis to navigate our uncertain and changing world with purpose.

“The art and science of futuring is fast becoming a necessary skill, where we read signals, see trends and ruthlessly test our own assumptions…Like the ability to make a budget or think critically, it’s a skill that anyone who has to make long-range decisions should, and can, acquire.”3

From DSC:
The development of these futuring skills needs to begin in K-12 and continue into vocational programs as well as in college.

Also relevant/see:

The future isn’t what it used to be: Here’s how strategic foresight can help — from weforum.org

Excerpt (emphasis DSC):

  • Three-quarters (75%) of organizations are not prepared for the pace of change in and around their industry.
  • Across sectors, we all need to rethink how we operate to both survive and thrive in the future.
  • Foresight can help individuals and organizations be more future prepared, innovative and agile.

The exponential pace of change

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Deloitte State of AI Report 2022 calls out underachievers [Sharon Goldman]

On 10/22/2022, in 21st century, Artificial Intelligence / Machine Learning / Deep Learning / Algorithms, business, change, changing business models, corporate / business world, corporate universities / corporate training, emerging technologies, experimentation, game-changing environment, new business models, NVIDIA, organizational change, pace of change, platforms, programming, skills, staying relevant, strategy, training / L&D, workplace, by Daniel Christian

Deloitte State of AI Report 2022 calls out underachievers — from venturebeat.com by Sharon Goldman

Excerpt:

Deloitte released the fifth edition of its State of AI in the Enterprise research report today, which surveyed more than 2,600 global executives on how businesses and industries are deploying and scaling artificial intelligence (AI) projects.

Most notably, the Deloitte report found that while AI continues to move tantalizingly closer to the core of the enterprise – 94% of business leaders agree that AI is critical to success over the next five years – for some, outcomes seem to be lagging.

What is a surprise, she added, is how quickly the AI landscape is changing – to the point that what began as an every-other-year Deloitte report is now created annually. 

From DSC:
I’m reminded of some graphics here…

 

Also relevant/see:

‘State of AI in the Enterprise’ Fifth Edition Uncovers Four Key Actions to Maximize AI Value — from deloitte.com
Research reveals the key actions leaders can take to accelerate AI outcomes

Key takeaways

For Deloitte’s “State of AI in the Enterprise,” Fifth Edition, we surveyed 2,620 global business leaders representing six industry areas and dozens of sectors. Key findings include:

  • Ninety-four percent of business leaders surveyed agree that AI is critical to success over the next five years.
  • Seventy-nine percent of leaders say they have fully deployed three or more AI applications, compared to 62% last year.
  • There was a 29% increase in the number of respondents self-identifying as “underachievers,” suggesting that many organizations are struggling to achieve meaningful AI outcomes.
  • Top challenges associated with scaling according to respondents are managing AI-related risk (50%), lack of executive commitment (50%), lack of maintenance and post launch support (50%).
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Communicating the Value of Foresight [Badminton]

On 09/30/2022, in business, future, future of higher education, game-changing environment, organizational change, pace of change, productivity / tips and tricks, workplace, by Daniel Christian

Communicating the Value of Foresight — from futurist.com by Nikolas Badminton

Excerpt:

After seven years each company’s maturity was measured and it was the vigilant companies – the ones that integrated foresight with their strategic practices – that were ‘33 per cent more profitable than companies on average. In addition, these vigilant companies have achieved a 200 per cent higher growth rate than the average company.’

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Reflections on “We must end ‘productivity paranoia’ on working from home says Microsoft” [inavateonthenet.net]

On 09/29/2022, in business, change, corporate / business world, Daniel S. Christian, Emotion, engagement / engaging students, MBA, Microsoft, morals/values, motivation, organizational change, workplace, by Daniel Christian

We must end ‘productivity paranoia’ on working from home says Microsoft — from inavateonthenet.net

Excerpt:

As part of a survey on hybrid working patterns of more than 20,000 people in 11 countries, Microsoft has called for an end to ‘productivity paranoia’ with 85% of business leaders still saying they find it difficult to have confidence in staff productivity when remote working.
…
“Closing the feedback loop is key to retaining talent. Employees who feel their companies use employee feedback to drive change are more satisfied (90% vs. 69%) and engaged (89% vs. 73%) compared to those who believe their companies don’t drive change. And the employees who don’t think their companies drive change based on feedback? They’re more than twice as likely to consider leaving in the next year (16% vs. 7%) compared to those who do. And it’s not a one-way street. To build trust and participation in feedback systems, leaders should regularly share what they’re hearing, how they’re responding, and why.”

From DSC:
It seems to me that trust and motivation are highly involved here. Trust in one’s employees to do their jobs. And employees who aren’t producing and have low motivation levels should consider changing jobs/industries to find something that’s much more intrinsically motivating to them. Find a cause/organization that’s worth working for.

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Moving from program effectiveness to organizational implications [Walter]

On 09/22/2022, in business, corporate / business world, corporate universities / corporate training, digital learning, digital video, elearning, organizational change, training / L&D, by Daniel Christian

Moving from program effectiveness to organizational implications — from chieflearningofficer.com by Rachel Walter

Excerpt:

To summarize, begin by ensuring that you are able to add business value. Do this by designing solutions specific to the known business problem to achieve relevance through adding value. Build credibility through these successes and expand your network and business acumen. Use the expanding business knowledge to begin gathering information about leading and lagging indicators of business success. Build some hypotheses and start determining where to find data related to your hypotheses.

More than looking at data points, look for trends across the data and communicate these trends to build upon them. It’s critical to talk about your findings and communicate what you are seeing. By continuing to drive business value, you can help others stop looking at data that does not truly matter in favor of data that directly affects the organization’s goals.

Also, from the corporate learning ecosystem:

Creating Better Video For Learning, Part 1 — from elearningindustry.com by Patti Shank

Summary: 

This is the first article in a series about what evidence (research) says about creating better video for learning. It discusses the attributes of media and technologies for digital or blended instruction, selecting content and social interactions, and the strengths and challenges of video.

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4 Institutional Effectiveness Indicators to Watch [Neill]

On 07/29/2022, in business side of he, colleges, community colleges, funding / grants, future of higher education, game-changing environment, higher education, organizational change, United States, universities, by Daniel Christian

4 Institutional Effectiveness Indicators to Watch — from campustechnology.com by Jack Neill
Is your college or university on track to achieve its strategic goals? Taking the pulse of these four areas can identify problems that need attention or successes moving the institution forward.

Future-proofing higher ed means knowing what’s coming and not waiting to enact a plan. In terms of what’s coming, we know advancements in technology, changing accreditation requirements, student demand, and employer-led education and job training (to name a few examples) are quickly changing the nature of how we learn and how we work. When it comes to future planning, embracing the new era of Institutional Effectiveness is the way forward.

Excerpt:

Like many things in life, Institutional Effectiveness is easier to define than it is to implement. But now we can’t deny the urgency for institutions to get these next steps right when it comes to executing their short-term and long-term strategic plans. Institutional change can take a long time, and while a holistic approach is encouraged, it’s usually not feasible (or recommended) to try to tackle everything all at once. Therefore, it’s important to recognize which areas require immediate attention in order to successfully steer the college or university in the right direction.

Here are four key indicators to watch, and how to determine if your institution is on the right track:

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The Future of Futures [Dollé]

On 07/25/2022, in 21st century, business, corporate / business world, future, leadership, organizational change, pace of change, strategy, vision/possibilities, workplace, by Daniel Christian

The Future of Futures —  from maried.substack.com by Marie Dollé; with thanks to Robert Ferraro this resource
Anticipating tomorrow, demystifying the hype, making the ambient chaos a little more intelligible… Faced with a world in crisis, the futures industry is experiencing a ‘big bang’!

Excerpt:

As Matt Klein, trend lead at Reddit and author of the Zine newsletter, very wisely explains, “Overwhelmed with data and headlines, we have more opportunities to connect the dots and identify trends. But without a framework or ability to actually differentiate worthy signal versus noise, we become conspirators cooking up meaningless and ephemeral things (…) It’s not enough to just paint a picture of the zeitgeist. Analysts, consultants and service providers need to help their clients decode a trend’s drivers, opportunities and threats, and then strategize.” A view shared by David Mattin: according to the trend expert and former Trendwatching consulting director, the pandemic has accelerated the growing awareness within many organizations of the need for some form of structured thinking around the future. “There is a necessary shift away from tactical trends and toward strategic thinking and transformation of organizations and systems. There is also a need for new and more rigorous ways to combine quantitative and qualitative data with future thinking,” he says.

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I think we’ve run out of time to effectively practice law in the United States of America [Christian]

On 07/25/2022, in 21st century, accreditation, adult learning, Artificial Intelligence / Machine Learning / Deep Learning / Algorithms, Augmented Reality (AR), Blockchain, change, changing business models, cloud-based computing / apps / other cloud-related, communities of practice, copyright/ownership/NFTs, corporate / business world, Cost of legal services - including access, credentialing, cryptocurrencies, dangers of the status quo, Daniel S. Christian, distance education, emerging technologies, engineering, entrepreneurship, experimentation, face-to-face, future, higher education, Holographic comms, human-computer interaction (HCI), hybrid learning, Hyflex learning, ideas, innovation, instructional design, law schools, leadership, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning preferences, learning spaces, Legal operations, legal reform, legal technologies, legislatures / government / legal, Metaverse, Michigan, Mixed Reality (MR), Natural Language Processing (NLP), Near Field Communication (NFC), online learning, organizational change, pace of change, platforms, policy, productivity / tips and tricks, reinvent, robotics, skills, society, staying relevant, strategy, surviving, technology (general), telelegal, trends, Uncategorized, United States, universities, using teams, vendors, Virtual courts and law firms, Virtual Reality (VR) / worlds / learning, vision/possibilities, Web3, workplace, XR - extended reality, by Daniel Christian

From DSC:
Given:

  • the accelerating pace of change that’s been occurring over the last decade or more
  • the current setup of the legal field within the U.S. — and who can practice law
  • the number of emerging technologies now on the landscapes out there

…I think we’ve run out of time to effectively practice law in the U.S. — at least in terms of dealing with emerging technologies. Consider the following items/reflections.

Inside one of the nation’s few hybrid J.D. programs — from highereddive.com by Natalie Schwartz
Shannon Gardner, Syracuse law school’s associate dean for online education, talks about the program’s inaugural graduates and how it has evolved.

Excerpt (emphasis DSC):

In May, Syracuse University’s law school graduated its first class of students earning a Juris Doctor degree through a hybrid program, called JDinteractive, or JDi. The 45 class members were part of almost 200 Syracuse students who received a J.D. this year, according to a university announcement.

The private nonprofit, located in upstate New York, won approval from the American Bar Association in 2018 to offer the three-year hybrid program.

The ABA strictly limits distance education, requiring a waiver for colleges that wish to offer more than one-third of their credits online. To date, the ABA has only approved distance education J.D. programs at about a dozen schools, including Syracuse.

Many folks realize this is the future of legal education — not that it will replace traditional programs. It is one route to pursue a legal education that is here to stay. I did not see it as pressure, and I think, by all accounts, we have definitely proven that it is and can be a success.

Shannon Gardner, associate dean for online education  

From DSC:
It was March 2018. I just started working as a Director of Instructional Services at a law school. I had been involved with online-based learning since 2001.

I was absolutely shocked at how far behind law schools were in terms of offering 100% online-based programs. I was dismayed to find out that 20+ years after such undergraduate programs were made available — and whose effectiveness had been proven time and again — that there were no 100%-online based Juris Doctor (JD) programs in the U.S. (The JD degree is what you have to have to practice law in the U.S. Some folks go on to take further courses after obtaining that degree — that’s when Masters of Law programs like LLM programs kick in.)

Why was this I asked? Much of the answer lies with the extremely tight control that is exercised by the American Bar Association (ABA). They essentially lay down the rules for how much of a law student’s training can be online (normally not more than a third of one’s credit hours, by the way).

Did I say it’s 2022? And let me say the name of that organization again — the American Bar Association (ABA).

Graphic by Daniel S. Christian

Not to scare you (too much), but this is the organization that is supposed to be in charge of developing lawyers who are already having to deal with issues and legal concerns arising from the following technologies:

  • Artificial Intelligence (AI) — Machine Learning (ML), Natural Language Processing (NLP), algorithms, bots, and the like
  • The Internet of Things (IoT) and/or the Internet of Everything (IoE)
  • Extended Reality (XR) — Augmented Reality (AR), Mixed Reality (MR), Virtual Reality (VR)
  • Holographic communications
  • Big data
  • High-end robotics
  • The Metaverse
  • Cryptocurrencies
  • NFTs
  • Web3
  • Blockchain
  • …and the like

I don’t think there’s enough time for the ABA — and then law schools — to reinvent themselves. We no longer have that luxury. (And most existing/practicing lawyers don’t have the time to get up the steep learning curves involved here — in addition to their current responsibilities.)

The other option is to use teams of specialists, That’s our best hope. If the use of what’s called nonlawyers* doesn’t increase greatly, the U.S. has little hope of dealing with legal matters that are already arising from such emerging technologies. 

So let’s hope the legal field catches up with the pace of change that’s been accelerating for years now. If not, we’re in trouble.

* Nonlawyers — not a very complimentary term…
I hope they come up with something else.
Some use the term Paralegals.
I’m sure there are other terms as well. 

From DSC:
There is hope though. As Gabe Teninbaum just posted the resource below (out on Twitter). I just think the lack of responsiveness from the ABA has caught up with us. We’ve run out of time for doing “business as usual.”

Law students want more distance education classes, according to ABA findings — from abajournal.com by Stephanie Francis Ward

Excerpt:

A recent survey of 1,394 students in their third year of law school found that 68.65% wanted the ability to earn more distance education credits than what their schools offered.

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Reflections on “Higher Ed Is Looking to Refill Jobs. But It’s Finding a ‘Shallow and Weak’ Candidate Pool.” [Zahneis]

On 07/20/2022, in business side of he, career development, change, colleges, community colleges, Daniel S. Christian, funding / grants, higher education, organizational change, teaching & learning, United States, universities, using teams, by Daniel Christian

Higher Ed Is Looking to Refill Jobs. But It’s Finding a ‘Shallow and Weak’ Candidate Pool. — from chronicle.com by Megan Zahneis

Excerpt (emphasis DSC):

While higher education has largely recovered nearly all of its pandemic-associated job losses, the task of recruiting and hiring administrators and staff members has become a daunting one, according to a Chronicle survey of college leaders, hiring managers, and administrators that was conducted with support from the Huron Consulting Group.

Nearly 80 percent of the 720 respondents said their campus has more open positions this year than last, and 84 percent said that hiring for administrative and staff jobs has been more difficult in the last year.

Those positions are harder than ever to fill, too: 78 percent of leaders said their campus had received fewer applications for open jobs in the last year, and 82 percent agreed that they’d fielded fewer applications from qualified candidates. Said one person who took the survey: “The pools have been shallow and weak.”

From DSC:
Ask any ***staff*** member who has been working within higher education these last 10-20 years if this development is surprising to them, and they would tell you, “No, this is not a surprise to me at all.” Working within higher education has lost much of its value and appeal:

  • Budgets have been shrinking for years — so important/engaging new projects get taken off the plate (or indefinitely postponed). So opportunities for personal growth and new knowledge for staff members have been majorly curtailed. Also, members of administrations may decide to outsource those exciting projects that do survive to external consultants.
  • Oftentimes, salaries don’t match inflation — and they were never stellar to begin with.
  • Staff are second-class citizens within the world of higher education
    • They aren’t part of the governing bodies (i.e., the Faculty Senates out there don’t include staff). Faculty members have much more say, control, and governance over things and get the opportunities to travel, learn, present, grow, share their knowledge, etc. much more so than staff members.
    • There are few — if any — sabbaticals for staff members.
    • Even those working within teaching and learning centers and instructional designers don’t have their hands on many steering wheels out there. Many faculty members prefer to hold their own steering wheels and they won’t listen to others who aren’t people they consider their “peers” (i.e., essentially other faculty members).
    • They often don’t get the chance to do research and to make money off that research, like faculty members do
  • Staffing levels are inadequate, so one takes on an ever-increasing amount of work for the same pay.

And others could add more items to this list. So no, this is not a surprise to me at all. In a potential future where team-based content creation may thrive, it appears that some team members are dropping out.

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Private colleges’ net tuition revenue from first-year students declined in 2021-22, study finds [Seltzer]

On 05/25/2022, in business, business side of he, career development, change, colleges, cost of getting a degree, funding / grants, future of higher education, game-changing environment, higher education, organizational change, United States, by Daniel Christian

Private colleges’ net tuition revenue from first-year students declined in 2021-22, study finds — from highereddive.com by Rick Seltzer
The revenue drop comes as tuition discount rates for first-year undergraduates rose to 54.5%, NACUBO found. Selective colleges discounted less than others.

Dive Brief (emphasis DSC):

  • Tuition discount rates for full-time first-year students attending private nonprofit colleges rose 2.1 percentage points to average 54.5% in 2021-22, a new record high, according to the National Association of College and University Business Officers.
  • Average tuition discount rates also climbed for all undergraduates attending private nonprofits, increasing by 1.4 percentage points to 49%, an annual NACUBO study released Thursday found. That measure hit its highest recorded mark as well.
  • Net tuition revenue from first-time undergraduates fell for just the second time in 10 years, with colleges that aren’t selective in admissions struggling most.

Also relevant/see:

Smaller and Restructured: How the Pandemic Is Changing the Higher Education IT Workforce — from educause.edu by Jenay Robert

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The Pandemic’s Lasting Lessons for Colleges, From Academic Innovation Leaders [Tamez-Robledo, Koenig, & Young]

On 05/20/2022, in adjunct faculty, CMS/LMS, collaboration, education technology, engagement / engaging students, experimentation, face-to-face, faculty, flipping -- inverted learning, future, future of higher education, higher education, innovation, instructional design, learning, learning ecosystem, Learning Experience Design, library / librarians, organizational change, pedagogy, teaching & learning, United States, universities, using teams, by Daniel Christian

The Pandemic’s Lasting Lessons for Colleges, From Academic Innovation Leaders — from edsurge.com by Nadia Tamez-Robledo, Rebecca Koenig, and Jeffrey R. Young

Excerpts:

“Universities are in the business of knowledge, but universities do a very poor job of managing their own knowledge and strategy,” says Brian Fleming, associate vice chancellor of learning ecosystem development at Northeastern University. “You may have faculty members who study organizational development, but none of that gets applied to the university.”
…
University leaders should learn to think more like futurists, he argues, working to imagine scenarios that might need planning for but are beyond the usual one-year or five-year planning cycles.

The pandemic prompted more faculty to ask the question, “What do we actually want to use class time for?” says Tyler Roeger, director of the center for the enhancement of teaching and learning at Elgin Community College. And the answer many of them are landing on, he adds, is: “Actual face-to-face time can be dedicated to problem-working, and working in groups together.”

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Hmmm…many colleges & universities keep a close eye on their peers…but who is a peer? [Christian]

On 04/20/2022, in 21st century, colleges, dangers of the status quo, Daniel S. Christian, disruption, future of higher education, game-changing environment, generational differences, higher education, ideas, innovation, law schools, leadership, learning ecosystem, Learning from the Living [Class] Room, learning preferences, liberal arts, lifelong learning, more voice more choice more control, New "Amazon.com" of Higher Education, new business models, organizational change, pace of change, Personal Learning Networks (PLNs), reinvent, society, staying relevant, strategy, surviving, training / L&D, United States, universities, vision/possibilities, vocational / trades, workplace, by Daniel Christian

From DSC:
Hmmm…many colleges and universities keep a close eye on their peers and often respond with similar strategies that their peers are pursuing. But who is an organization’s peer? The Chronicle of Higher Education‘s posting below — “How a College Decides Who Its Peers Are” — stated that “there is clearly no shared definition of what constitutes a peer institution.” 

Plus, I found this item especially interesting:

Harvard University selected only three peer institutions: Yale, Princeton, and Stanford. But 22 institutions, including Bowdoin, named Harvard as a peer. Bowdoin, a small, liberal-arts college with about 1,800 undergraduate students and no graduate programs, chose 98 “peers,” including the entire Ivy League and many large universities, some of which enroll more than 10,000 students. Bowdoin itself was picked by 35 institutions as a peer. All of them were small, liberal-arts colleges or universities that primarily serve undergraduates.

I have often thought that colleges and universities should care far less about what their peers are doing. Rather, they should move forward with their own solid visions, bold actions, and well-thought-through strategies — as there can be a great deal of danger and risk in the status quo.

Too many alternatives have been appearing — and will likely continue to appear — on the lifelong learning landscapes. Most likely, these new organizations will offer in-demand credentials/skills as well as the capabilities of helping people constantly reinvent themselves — with far less expensive price tags associated with these types of offerings.

How a College Decides Who Its Peers Are — from chronicle.com by Susan Poser
Questions of institutional identity are at the core of the process.

Excerpt (emphasis DSC):

The mismatch between whom an institution chose as peers, and the colleges that reciprocated, pervades the data set. It raises the question of how institutions designate peers, which is a mystery. In some cases it is likely to be decided by someone in the Office of Institutional Research or the provost’s office in response to the Ipeds survey, while in others perhaps some process leads to a consensus among administrators. Regardless, there is clearly no shared definition of what constitutes a peer institution.

Also relevant/see:

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