Select Page

The Wrong Solution To An Unknown Problem

This post from Kevin Meyer brought back my first university days. 

I was a naive 17-year-old with no guidance from a very small school when I decided to enroll in the College of Engineering at the University of Cincinnati (a large school—there were almost as many freshman engineers as the population of my village). We all arrived on campus. Then they told us that they would “flunk out” 33% of students the first year and another 33% the second. Only about a third of those freshman would be kept in the school to graduate. Almost everything was graded on a massive curve. We all competed against each other.

No complaints. In the end, I received a degree in a course of study I essentially designed for myself. The combination of math, literature, political science groomed me for a career first in management and later in media.

The ruminations began with Kevin Meyer’s thoughts on the ridiculous notion that Harvard awards too many A’s to its students. Notwithstanding that most students enrolling there are A students from where they are from (probably excepting those who get in on a parent’s coattails).

Bill George is someone I usually agree with. He’s been a consistent voice for principled leadership and organizational culture. So when he posted enthusiastic support on LinkedIn for Harvard’s recent vote to cap undergraduate A grades at 20% of any class, and pointed to HBS’s own 1-2-3 grading system as evidence it “works well.” 

Is there a real problem?

I sat with that for a while before concluding he’s wrong on two levels: the problem isn’t diagnosed correctly, and the solution doesn’t follow even if it were.

Is 60% A’s actually a problem?

Does that mean that A’s were too easy, or does it mean that the students are smart and do their work?

More than 60% of undergraduate grades awarded at Harvard in 2025 were A’s, up from 24% in 2005. The faculty subcommittee called that grade inflation and voted to cap A’s at 20% of any class. But is 60% A’s actually a problem, or just a number that feels wrong?

Known unknowns—meaning further study needed.

Consider what we don’t know. Harvard admits around 3% of applicants, selecting for academic ability more aggressively than almost any institution on earth (setting aside legacy admissions and the occasional building named after a donor’s family…). Maybe a significant portion of those students genuinely earn A’s on a well-designed, rigorous exam. Maybe the exam was too easy. Maybe the professor grades generously. Maybe the course material isn’t demanding enough to differentiate outcomes. Maybe some combination of all of the above. The grade distribution alone tells us none of that. It’s a symptom without a diagnosis.

The wrong fix for the wrong problem?

Even granting that something has drifted in Harvard’s grading culture, capping A’s at 20% is the wrong fix. It’s the difference between criterion-referenced and norm-referenced evaluation. Criterion-referenced grading asks whether work meets a defined standard. Norm-referenced grading asks how a student ranks against peers. Harvard’s new policy is purely norm-referenced: if 30% of students in a class produce work that genuinely merits an A, 10% will be graded down anyway, not because their work was deficient but because the math requires a loser.

Gregory Samanez-Larkin, a professor of psychology and neuroscience at Duke, left the sharpest comment in the LinkedIn thread: “1-2-3 works well for what? Honestly curious.” Nobody produced a clean answer, which is telling.

Seems they have a lack of definitions. A vague solution to a vague problem.

The actual fix, harder but correct, is to define what an A requires and hold that line. If course material isn’t rigorous enough to naturally produce a spread of outcomes, that’s the problem to address. Capping the grade doesn’t make the course harder. It just penalizes students for the instructor’s design choices.

Meyer refers back to the disastrous Jack Welch era at GE.

Jack Welch made the same error at massive scale with his “vitality curve,” the 20-70-10 system at GE where the top 20% were rewarded, the middle 70% coached, and the bottom 10% fired annually. Mark Graban of Lean Blog asked the obvious question: if GE had to remove the bottom 10% every year, why did GE keep hiring turkeys?

The vitality curve assumes any workforce naturally distributes along a bell curve, so you might as well act on it. But a well-hired, well-developed team isn’t guaranteed to produce a bottom 10% of underperformers. A great leader who recruits carefully, trains well, and sets clear expectations might build a team where the weakest performer would be a star somewhere else. Forcing the ranking anyway fires people not because they failed a standard but because the math requires someone at the bottom.

The variables that actually explain underperformance are the same ones the curve ignores: unclear job requirements, inadequate training, a talented person in the wrong role, compensation too low to attract strong candidates, or simply a manager who tolerates mediocrity and then blames the team for it. Removing the bottom 10% addresses none of those. It just produces a vacancy and restarts the cycle.

Conclusion.

Both Harvard’s grade cap and Welch’s vitality curve skip the hard diagnostic work in favor of a mechanical fix that feels rigorous. Mandating a distribution is easy. Defining what mastery requires, building courses or jobs demanding enough to test it, and developing the people who fall short — that’s the actual work.

When you force or rig the curve, you don’t raise performance. You just guarantee somebody loses.

25 Most-Learned Skills Survey

The press release was tempting—a survey showed the most sought skills among manufacturing people. But…I’d never heard of the company called Wiingy. I wondered, who are Wiingy and how did they execute the survey?

Turns out the company is a marketplace for tutors for myriad subjects. It’s an interesting place to check out.

The study draws from over 6.7 million monthly searches from Google Keyword Planner and Ahrefs, showing strong learning intent across beginner, intermediate, and advanced levels. Technology leads the way, making up 33% of total searches, with high interest in skills like Python, AI, and Data Science. Yet, there’s also a growing pursuit of personal and creative skills like piano, swimming, and cooking. Together, these trends show that Americans are not just chasing career growth; they’re seeking balance between professional advancement and personal fulfillment in an evolving, skills-driven world.

The 25 Most-Learned Skills in America: A Data-Driven Report on the Future of Education (2025) By Wiingy Research Team.

It’s almost like Covid redux—the top searched skill was cooking.

Relevant to manufacturing, the top searched skills were:

  • Project Management
  • AI
  • Cybersecurity
  • Python
  • AI Tools
  • Data Science

Click on the Follow button at the bottom of the page to subscribe to a weekly email update of posts. Click on the mail icon to subscribe to additional email thoughts.

Free Robotic Learning Event in Northern Nevada

Here’s a free learning event in Reno concerning the value of robotics for expanding your manufacturing productivity.

As Northern Nevada’s manufacturing sector continues its rapid expansion, the region’s employers are confronting a growing challenge: a labor market that has nearly run out of slack. OnRobot will host the “Build your Automation Roadmap” event in Reno on April 9th, bringing practical automation solutions directly to the region’s manufacturing community.

The free, in-person event is designed for manufacturers in sectors such as metal fabrication, CNC machining, electronics, aerospace, food & beverage, and industrial equipment manufacturing – industries that form the backbone of the Reno manufacturing economy and are among the hardest hit by ongoing labor shortages.

Event Snapshot:

Build Your Automation Roadmap: Industrial Robots + Tooling

A hands-on event featuring live FANUC robot demonstrations, expert-led workshops, and real-world automation use cases.

April 9th, 2026, 12:00pm–4:00pm PT

Grand Sierra Resort, 2500 East 2nd St, Reno, NV

Northern Nevada’s manufacturing sector has grown faster than its available workforce can keep pace with unemployment rates at just 4.0%, near the lowest levels on record – leaving manufacturers with a shrinking pool of available workers even as industrial demand continues to grow.

A recent report from the University of Nevada, Reno, commissioned by the Nevada Office of Workforce Innovation, identified workforce gaps across every regional economic development authority in the state, with fabricated metal manufacturing, precision machining, and electronics among the most acutely affected sectors in the Reno area.

“Northern Nevada has become one of the most dynamic manufacturing regions in the country, but that growth is creating real pressure on employers who simply can’t hire fast enough to keep up,” said Kristian Hulgard, General Manager, Americas, at OnRobot. “Automation isn’t a future consideration for manufacturers here, it’s an immediate operational need. This event is about giving the region’s manufacturers a clear, practical path forward.”

At the event, attendees will see live demonstrations of FANUC robots equipped with OnRobot end-of-arm tooling for common applications such as machine tending, material handling, assembly, packaging, and quality inspection. Automation experts, that help manufacturers move from curiosity to confident implementation, will be on hand to share real-world experience in robotics, tooling, and integration.

Featured Speakers and Sessions:

Kristian Hulgard, General Manager, Americas, OnRobot – Opening keynote on macrotrends affecting U.S. automation growth, why adoption is accelerating across manufacturing, and what it means for Nevada operations.

Brian La Plante, District Manager, FANUC America – Live demonstrations of FANUC robots, identifying the practical approach to the automation journey.

Marc Magarin, President and Co-Founder, Nevatio Engineering – Learn how the right components, sourcing strategy, and distribution support keep automation projects on track.

Registration incl. lunch is free, but space is limited.

Click on the Follow button at the bottom of the page to subscribe to a weekly email update of posts. Click on the mail icon to subscribe to additional email thoughts.

Age of Automation, a Global Film Series Produced by BBC StoryWorks

Check out these short stories about applications of automation. As I’ve written for decades, automation is not all about replacing jobs but in enhancing the ability of humans to solve problems.

The Association for Advancing Automation (A3) announced the launch of Age of Automation, a global advertisement feature series presented by A3 and produced by BBC StoryWorks that explores how automation is transforming industries and improving lives around the world. The series features original films and articles highlighting organizations using automation to address real-world challenges.

Through compelling, human-centered storytelling, Age of Automation examines how automation technologies are being harnessed to expand access to healthcare, enhance education, strengthen disaster response, and build more resilient industries. The series brings together stories from leading global organizations working at the intersection of innovation and impact.

“Automation is often discussed in terms of productivity and efficiency, but at its core, it’s about people,” said Jeff Burnstein, president of A3. “This series highlights how automation augments human capability: improving patient care, expanding educational access, strengthening safety, and empowering the next generation of innovators.”

Produced by BBC StoryWorks, the commercial content studio of BBC Studios, the series spans multiple continents and industries. 

A3’s episode focuses on young innovators participating in robotics competitions, showcasing how hands-on automation experiences are helping teens redefine the future of technology and workforce development.

Additional episodes spotlight organizations including Mayo Clinic, Google, Cisco, Daifuku, Komatsu, Toyota Mobility Foundation, Cimcorp Group, and Avnet.

Automation Stories, Human Stories

The series explores how automation has evolved from a foundational industrial tool to an embedded force shaping modern life. With global populations growing and demands shifting, automation technologies are increasingly being deployed to address healthcare access, educational equity, disaster resilience, mining safety, and supply chain efficiency.

Each short film presents a community-centered story — from AI-enabled learning for deaf students to autonomous mining trucks designed to improve safety, to robotic mobility systems helping a child take his first steps.

“Technology develops in layers, and automation is one of the most powerful enablers of human progress,” Burnstein added. “By presenting this series with BBC StoryWorks, we’re able to showcase authentic stories that demonstrate how automation is improving lives in tangible, measurable ways.”

Upcoming Workshop Discussing Asset Data Interoperability

I find it sort of amazing that the head of product development at the manufacturing company where I was working in a position sort of like a combination of manufacturing engineering and materials management plucked me out of the factory to assume a role a manager of data.

That was 1976. The problems I attempted to solve 50 years ago are the same problems (albeit on a much larger scale) that executives face today. Multiple silos of proprietary data. Insufficient insight into the company’s operational health. Buried risks to enterprise decision-making.

Next week (Nov. 5-6), Texas A&M Department of Construction Science ADIF Working Group hosts its 2nd ADIF workshop.

ADIF (Asset Data Interoperability Framework) working group is a dedicated research group of industry experts and academia that is committed to fostering open, vendor-neutral, and standards-based solutions for achieving data and systems interoperability for assets intensive industries.

I will be in College Station next week to moderate a panel discussion on standards—perhaps discussing how so many standards can work together. The panel includes luminaries Markus Stumptner, University South Australia, Alan Johnston, MIMOSA, Micheal Wiedau and Reiner Meyer-Rossl, DEXPI, Peter Townson, CHIFOS, and Chris Monchinski, ISA 95.

There is still time to register and come. I will probably have some live reports for those who cannot make it.

Click on the Follow button at the bottom of the page to subscribe to a weekly email update of posts. Click on the mail icon to subscribe to additional email thoughts.

Notes on Being a Man

Observing the growing diversity of genders and races at engineering conferences over the past 20 years has been gratifying. I’ve been a “perp” at times over the years. When I had leadership responsibilities, I promoted unlikely people into strategic roles looking at their skill sets and social maturity. I had a female project manager and a sales engineer in the 1980s when many men were uncomfortable with that. They were good.

Melinda French Gates (Bill’s ex) recently appeared on a podcast. While celebrating the advances women have made, she noted the importance of bringing men along. I applaud the setting aside of an “us vs. them” mentality. I’m with Martin Luther King, Jr. when  he asked that we judge people by the strength of their character, not by external factors.

I have watched for years how some boys and men have not been brought along with the progress of women, people of color, and privileged white men. I would see the woman of the family driving the car, going into the bank to do business, running other errands, while the guy sits slumped in the car playing a video game.

Sometimes parents have not been a help. Sometimes no coach or teacher or neighbor has come forward to offer guidance. They’ve heard that if you don’t go to college, you’re nothing. And their talents are not in that direction.

My last podcast discussed building a workplace that respects people. We need to help bring everyone along for the ride. We cannot sit back and expect other to do this.

If not privileged or exceptionally bright, what next

Tim Ferriss writing about Scott Galloway on his blog discusses disturbing statistics about young (and a little older now) men. They need guidance. OK, maybe sometimes a metaphorical kick in the pants. Check out Tim’s post and the discussion about Galloway’s new book.

What can we do either individually or through business to help bring these disaffected people along—all the while not forgetting to enable everyone?

Click on the Follow button at the bottom of the page to subscribe to a weekly email update of posts. Click on the mail icon to subscribe to additional email thoughts.

Follow this blog

Get a weekly email of all new posts.