Measured by More Than Merit: How Bias Distorts Our Perception of Calibre

I failed.

All three subjects—Anatomy, Physiology, Biochemistry.

So did 22 others. In all, 53 students out of 107 didn’t make it through First MBBS that year. But when your name is on the failure list, it doesn’t matter how many others are there with you. It feels solitary. Sharp. A personal verdict.

At AFMC, failure isn’t just academic. It’s almost moral.

We were told to report to the Dean’s conference. Everyone knew what that meant. Not a conversation—an indictment. The man we were about to face wasn’t just the Dean. He was a serving General. A towering figure—by position, presence, and reputation.

He walked in with a file and a fixed expression. The room braced itself.

One by one, he called out names of those who had failed. When he reached mine, he paused.

“Atul Jha,” he said. His gaze lifted. “You’re the son of Col Jha, aren’t you?”

“Yes, sir,” I replied.

A flicker of familiarity crossed his face—recognition not just of the name, but of its weight. He and my father had served together. He knew exactly who I was. What I came from.

What he said next wasn’t loud. But it didn’t need to be.

“Then it’s worse,” he said, voice even. “If a boy like you—coming from a disciplined background, Army blood in your veins—can fail in all three subjects, I’m afraid you simply do not have the caliber. And I doubt you ever will.”

He moved on to the next name, as if nothing had happened.

But something had.

In that moment, the room stayed still. And I stood, heat rising to my ears, not from shame—but from something colder. A realization.

This wasn’t just about me failing. It was about me not living up to *his* idea of who I was supposed to be.

It wasn’t the disappointment that cut deepest—it was the certainty in his voice. The way he said “you probably never will.” As if my pedigree made my failure more disgraceful, more final.

He didn’t raise his voice. He didn’t insult me outright. But his words hit harder than anything shouted.

Because beneath the calm tone was a message:

"You had every reason to succeed. Therefore, your failure is a matter of character."

I sat down eventually, but that sentence sat with me longer than I expected.

I had grown up believing the Army meant fairness, integrity, camaraderie. And yet, here was a man in uniform, writing me off in front of a hundred others—based on a moment, a number, a name.

The General didn’t ask why I failed. He didn’t care. In his eyes, I had been measured—and found lacking. And worse—I had tarnished my surname.

But he was wrong about one thing. Caliber isn’t stamped on a family name. It isn’t inherited like rank or medals. It’s built. Quietly. Often after being told you’ll never have it.

---

The next day, the college looked the same—but I wasn’t sure if I did. I moved through the corridors like a shadow. Conversations died down when I passed, eyes briefly turned and quickly turned away. That’s how it is after public failure—people give you space, not out of kindness, but discomfort.

As I neared the staircase near the anatomy block, I saw two batchmates sitting on the low stone ledge. Both had cleared the exam. Both were from the front ranks of the class. They hadn’t seen me.

One of them leaned back, arms crossed, and said with a slight smirk, “Honestly, I don’t know how Atul even got into AFMC. Must’ve been his dad pulling strings. Colonel and all. He was never really AFMC material.”

I felt my jaw tighten. I didn’t stop walking.

But then the other one—Ajay—shook his head and cut in. Calmly. Without drama. “No yaar,” he said. “You’re wrong. I think Atul *does* have it in him.” The first one laughed. “He failed *all three* papers. You heard what the Dean said.”

Ajay shrugged. “Yeah, I did. But failure doesn’t mean he can’t rise. You’ve seen him on the field. He’s sharp. Just didn’t get it right this time. Doesn’t mean he won’t.”

The other one scoffed, unconvinced. But Ajay didn’t argue further. He just let the words settle, unforced, like a quiet correction.

I didn’t pause. I kept walking. But those words followed me down the corridor. Not because they erased the Dean’s statement. But because they *challenged it*.

For the first time since the conference, someone had spoken on my behalf. Not out of obligation, not in pity, and not because of my father’s name.

Ajay hadn’t defended my pedigree. He had defended *me*. Not loudly. Not dramatically. Just enough. And in that small, solid moment, I realized something that no lecture had taught me: Respect earned in silence speaks louder than titles shouted in authority.

That night, I didn’t open my books to prove a point. I opened them because someone believed I still could. And slowly, belief started returning—not from the top down, but from somewhere deeper within.

It took me a few days to fully understand what had happened in that auditorium.

Yes, I had failed. And yes, the numbers spoke for themselves. But what stayed with me more than the failure was the Dean’s certainty and his readiness to reduce me to it.

“You don’t have the caliber. And I doubt you ever will.”

That wasn’t feedback. It was a verdict. Final. Total.

And I’ve thought a lot about that line since.

The Dean wasn’t just any academic. He was a General and a surgeon. A man trained to judge quickly, command decisively, and trust instinct. Perhaps in a warzone or the OT, that kind of judgment saves lives. But in a classroom? It does something else.

Because in that moment, his bias spoke louder than his rank. He knew my father. They had served together. And in that knowledge, a shadow crept in—not of favor, but of expectation. Maybe I had come in wearing my father’s name like a second badge. Maybe to him, that made my failure more offensive.

To fail despite being the son of a Colonel. That was what made it “worse.”

The irony was, it wasn’t because of my father that I had failed. And it certainly wasn’t for lack of discipline or opportunity. I failed because I hadn’t yet figured out how to learn in this new world. And that’s a very different thing from lacking caliber.

But bias doesn’t wait for context.

Bias makes its mind up before facts arrive. It hears your surname and draws a conclusion. It sees your father’s epaulettes and assumes your path was paved. And when you trip on that path, it doesn’t ask why. It just says, “See? I knew it.”

Even my classmate by the staircase—he didn’t see me. He saw the son of a Colonel who hadn’t lived up to the name. The assumption was simple: I must’ve gotten in through influence. I must’ve wasted a seat.

And yet, in that same moment, Ajay disagreed—not loudly, not to score points, but from a quiet place of fairness. He saw the same facts, but chose not to jump to the same conclusion.

That’s the thing about bias. It’s not always cruel. Sometimes, it just pretends to be certain when it’s actually lazy.

And what I learned from that week is this: you can’t always change the bias of others, but you can choose not to let it define you. You can fail and still be worth believing in.

The Dean judged me based on who he thought I should have been. But Ajay reminded me that who I could still become. And from that moment on, I stopped trying to live up to a name. I started trying to live up to my own work.

Bias may open doors. It may close them. But in the end, it is only effort that can build a path that’s truly yours.

I didn’t make grand promises to myself after that failure. No motivational posters, no revenge arcs. Just a quiet resolve: I would learn how to learn.

I went back to basics. I studied to learn. I stayed up late, not chasing perfection. Slowly, the pages began to make sense. Diagrams turned into stories. Mechanisms into meaning.

Six months later, at the re-exam, I cleared all three subjects. Respectably. Not spectacularly.

But when the results were pinned, my hands didn’t tremble. I didn’t look for anyone’s gaze. I just smiled. This time, the work was mine. Entirely mine.

Weeks later, I passed the Dean in the corridor. He looked at me, paused, and gave a short nod. Not quite approval. But no longer dismissal. That was enough.

Because by then, I didn’t need to prove him wrong.

I had already proven *myself* right.