Obsolescence Isn’t New. This Time It's Just Visible

Dr. Candace Hayden

IT'S ME — THINKING OUT LOUD!...

Dr. Candace Hayden

...We’ve talked about it for as long as we’ve talked about work itself. And yet, right now, it’s not just another background hum — it’s a siren, loud and sharp, almost impossible to ignore. People say it feels new, but in my experience, it’s not the change that’s new; it’s the fact that we see it. And that visibility? It changes everything. I notice, in myself and others, that most of the anxiety isn’t coming from the change itself — it’s coming from how plainly we can watch it coming. There’s something different about being face-to-face with it, instead of stumbling across it afterward.

Dr. Candace Hayden

I’m not here to stoke that panic or try to smother it, either. My hope is — and maybe it’s showing my bias — if we can name what’s actually happening, we can move through it. Or at least not freeze.

Dr. Candace Hayden

...Maybe it helps to remember that obsolescence isn’t some rare meteor drop — it’s just the tempo of work. Typewriters gave way to word processors, which gave way to computers. CEOs once proudly announced they’d never use email. Some of you might remember having to dial zero for a telephone operator — that was standard, now it sounds like fiction.

Dr. Candace Hayden

There were roles with real prestige that just… slipped away. Elevator operators in landmark buildings, for example. That wasn’t so long ago — many people still remember when those roles were standard.

Dr. Candace Hayden

What I keep circling back to is, work has always changed. Roles, titles, even whole industries — they aren’t fixed points. And mostly, we handled it. Or, at least, we thought we did.

Dr. Candace Hayden

...There’s a reason this time feels different. Previous transitions didn’t arrive quietly — but they didn’t arrive loudly either. Information moved more slowly. Awareness lagged behind impact. By the time many people noticed, the change had already taken hold.

Dr. Candace Hayden

But now? This shift isn’t sneaking up on anyone. AI isn’t just here, it’s being forecasted, debated, tracked almost daily. We’re all watching the same curve together in real time. And seeing the trajectory in advance changes people. It’s the visibility that transforms a normal period of adaptation into this rising sense of urgency. Or even panic.

Dr. Candace Hayden

...When you see something coming — and everyone else is pointing at that thing, too — it’s much harder to convince yourself it’s not happening. Panic shows up right where adaptation used to live.

Dr. Candace Hayden

...This is usually where the narrative goes off the rails. People start projecting: “Will people become obsolete?” “Is experience worthless?” I don’t see that.

Dr. Candace Hayden

Truthfully, it’s not people. It’s not intelligence. It’s not experience. What actually becomes obsolete are tasks — repetitive cognitive tasks that are so rule-bound and process-heavy they can be automated reliably. These are the kinds of tasks AI is most likely to replace.

Dr. Candace Hayden

There’s also the kind of work that’s just friction. If the role adds steps but not substance, it’s vulnerable. And organizations that resist new tools, not because of discernment but because they just “don’t want to,” that’s where structural fragility shows up.

Dr. Candace Hayden

...I mean, take the example of typists. Fewer typists didn’t mean there was less thinking happening. It just pushed thinking into a different direction. Or, call back to the era of telephone operators. Automation changed what it meant to connect people — the need to communicate didn’t vanish, just the way it happened.

Dr. Candace Hayden

The arrival of faster tools didn’t eliminate work. Instead, it quietly redefined what was expected. Time-to-output shrank, but standards rose — almost without anyone announcing it.

Dr. Candace Hayden

The more I reflect, the more I see the same pattern repeating, whether we like it or not. The shift isn’t to less value, but to changed value.

Dr. Candace Hayden

I’ll share something personal here, because sometimes lived experience sticks better than theory. I was teaching introduction to computer science a few years ago, and I remember coming across this prediction — really bold, very headline-friendly — about major workforce reduction by 2030. And my first reaction was, honestly, a little dismissive. It felt exaggerated. The timeline seemed too crisp, too detached from the messiness of how change really unfolds.

Dr. Candace Hayden

But standing here now, I realize that timeline isn’t so abstract anymore. The change is tangible. No alarm, just… recognition. Maybe I should have paid closer attention, or maybe that’s just how recalibration goes.

Dr. Candace Hayden

...I want to draw a calm line here. Not a threat, just an observation. If someone, individually, refuses to engage with AI at all right now, I think their role is increasingly fragile. And if an organization takes that stance — not even experimenting, just ignoring — the organization becomes fragile, too.

Dr. Candace Hayden

...This isn’t about punishment, and it’s not really about fear. It’s just… this is how economic pressure works. Systems move where there’s least resistance. If you choose not to move at all, the system will move right past you.

Dr. Candace Hayden

...Here’s where I come down, for now: obsolescence isn’t new. The loudness right now is just a function of visibility, not a sign that everything is suddenly unmoored. And panic? That’s optional. Visibility, for all its discomfort, actually creates a moment to adapt — consciously, not just by accident. hmmm... I'm still thinking out loud.