You are sitting there, perhaps with a cup of lukewarm coffee that has long since lost its steam, staring at a number that feels like a rescue flare. It is $114,830. Or maybe it is $126,400.

The specific digits don’t matter as much as the weight they carry. It is the “Average Graduate Salary” for the program you are considering. It is the number that justifies the late nights, the looming tuition, and the agonizing over whether you are making the right choice for your family’s future. You see that number and you do the mental math: if I make that much, the debt is manageable; if I make that much, the sacrifice is worth it.

But here is the thing you aren’t supposed to know: that number was built by people who don’t want you to be in it.

The Meteorologist’s Hiccups

I’ve spent most of my professional life as a cruise ship meteorologist, which is a fancy way of saying I’m the person the captain glares at when the horizon starts looking like a charcoal drawing. My job, James L.M. at your service, is to look at models-vast, swirling sets of data-and tell a story about what is going to happen.

I once gave a weather briefing to a room full of senior officers while I had a violent, rhythmic case of the hiccups. Every time I tried to sound authoritative about a low-pressure system moving in from the Azores, my diaphragm would betray me with a sharp, undignified hic. It was a humbling reminder that no matter how much “data” you have, the reality of the human body, or the human experience, is messy. It doesn’t fit the slide deck.

I used to be a true believer in the “Trimmed Mean.” In meteorology, we often throw out the “outliers”-those weird, one-off readings that seem too high or too low to be true. I thought I was being a good scientist by ignoring the “noise.”

I was wrong. I once ignored a series of low-pressure blips because they didn’t fit the prevailing model of a calm Caribbean week. Those blips were the early signature of a localized squall that eventually sent three hundred dinner plates flying in the main dining room.

By “cleaning” the data to make the forecast look more reliable, I had effectively blinded us to the very thing we needed to see. This is exactly what happens with the salary statistics you see in graduate school brochures.

The Human “Outlier”

Meet Selena. She is not a fictional composite; she is the person the statistics department wishes would just stop answering their emails. Selena is a manager at a medium-sized nonprofit that focuses on food insecurity. She is brilliant, she is ethical, and she is the person everyone turns to when a crisis hits.

She decided to pursue a graduate degree because she wanted to scale her impact. She saw that $114,830 headline and thought, “Finally, I can lead at a higher level and actually pay off my car.”

But after she graduated, Selena went back to the nonprofit sector. She got a promotion, sure, and her salary bumped up to $72,000. In the world of social impact, that’s a decent living. In the world of graduate school marketing, however, Selena is a problem. She is an “outlier.” She is the “noise” that threatens the “signal” of a six-figure average.

When the school’s career services department sent out their annual survey, Selena dutifully filled it out. But when the final report came out, her $72,000 wasn’t there. The school had utilized a “Knowledge Rate” filter.

They only reported the salaries of graduates working in “comparable corporate roles.” Because Selena was in the nonprofit sector, her data was categorized as “non-traditional” or “non-comparable.” By excluding her, and everyone like her, the school was able to keep that average high.

This is the hidden tax on your ambition. The very programs that claim to prepare you for “leadership” often use a definition of success that is so narrow it excludes the most meaningful work being done in the world. They want your tuition, and they want your “leadership” in their alumni magazine, but they don’t want your salary dragging down their rankings.

The “Liberal Art” of Management

I’ve seen this play out in the way we talk about “ROI”-Return on Investment. In the corporate-heavy model of graduate education, ROI is a purely arithmetic function. You put in $X, you get out $Y. If $Y isn’t a massive jump over your previous salary, the investment is seen as a failure.

But this ignores the “Liberal Art” of management that Peter Drucker talked about. Management isn’t just about the spreadsheet; it’s about people, ethics, and the functioning of society.

When you look at an online master’s in organizational leadership, you have to ask yourself: is this program going to value the work I actually do, or is it just trying to filter me into a box that fits their marketing?

There is a profound dishonesty in the way we calculate success in higher education. We have turned the “Average Salary” into a proxy for “Quality of Education.” But a high average salary usually just means a school is very good at funneling people into three specific industries: consulting, finance, and big tech.

The Anatomy of a “Knowledge Rate” Trick

If you’re a stay-at-home parent who returned to the workforce at a part-time level, you’re out. If you’re an entrepreneur who is taking a $0 salary for the first two years, you’re out. If you’re a poet who took the degree to better manage a literary journal, you are definitely out.

I remember another weather incident, years ago, before I got the hiccups under control. We were charting a course through the South China Sea. The data models were “clean.” They showed a clear path. But I noticed that the local fishing boats were all heading back to port.

Their “data” wasn’t a digital model; it was the way the air felt, the way the birds were behaving, and the collective wisdom of generations. I told the captain we should follow the fishermen. He pointed at the screen. “The model says it’s clear, James.”

We stayed the course. Six hours later, we were in the middle of a freak “white squall” that wasn’t on any chart because it was too small, too localized, and too “unrepresentative” of the regional weather patterns to be included in the major models.

When we rely on “clean” statistics, we lose the truth of the localized squall. We lose the reality of the person who is leading a team of twenty social workers through a budget crisis. We lose the value of the manager who chooses to stay at a “lower-paying” organization because they believe in the mission.

The Human Choice

The California Institute of Advanced Management (CalIAM) is one of the few places that seems to understand this. They don’t seem to care about chasing a headline salary figure that requires them to lie to their applicants. Instead, they focus on the Drucker philosophy: that management is about the human condition.

It’s about the fact that a 30-credit program should make you a better person, not just a more expensive one. When a school keeps their classes capped at 25, they are making a choice. They are choosing to look at the human being in the seat rather than the potential number on a spreadsheet three years down the line.

You deserve a degree that acknowledges your existence, even if your paycheck doesn’t “flatter” the school’s marketing department. You deserve a program where the “hiccups”-the real, messy, unpolished parts of leadership-are part of the curriculum, not something to be filtered out.

The next time you see that bolded number in a brochure, I want you to imagine the people who aren’t in it. Imagine Selena. Imagine the nonprofit directors, the community organizers, and the public servants who were quietly deleted so that the school could look more “prestigious.”

Don’t let them erase you before you’ve even begun.