The Monkeys, the Ladder, and the Real Challenge of AI Adoption
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There’s a classic experiment about monkeys and bananas that I keep coming back to lately.

You put bananas at the top of a ladder. Every time a monkey climbs, the whole group gets punished. Eventually, no monkey tries. When you replace them one by one with new monkeys who have never received a single punishment, they still don’t climb, because that’s just how things are done here.
Sound familiar?
Version 1: the Excel era. Every team had their own files, their own formulas, their own logic. One or two people “owned” the numbers and nobody dared touch a cell. Questioning that setup felt like a threat. So nobody did.
Version 2: the dashboard-for-everything era. We modernized. We moved fast, built dashboards for everything. But here’s the thing: we changed the tool, not the pattern. People were still not asking why. They just wanted a chart. Whether it drove a better decision or not was secondary.
Version 3: where I think we actually need to get to. Before building anything, stop and ask: what decision are we trying to make? What changes in the real world if we have this data clearly? That shift from “give me a dashboard” to “let’s figure out what we’re actually solving” sounds small. It isn’t.
Now I see the same thing happening with AI.
Companies are rushing to “add AI” everywhere. And honestly, most of the time the cultural muscle behind it hasn’t been built. The same unquestioned habits, the same inherited workflows, now just with a model on top.
The organizations that will actually benefit from AI aren’t necessarily the ones with the most tools or the biggest budgets. They’re the ones willing to ask uncomfortable questions about why they do things the way they do. That’s the cultural work. And it’s harder than any technical implementation.
Technology only creates real impact when the culture moves with it.
I don’t think this is unique to data or AI. In most organizations, you’ll hear some version of “we’ve always done it this way.” Sometimes that reflects hard-earned experience. Other times, it’s just the monkeys not climbing the ladder anymore.
The question worth asking isn’t what tool to adopt next. It’s whether your organization has built the habit of questioning its own assumptions before the context forces it to.
#ChangeManagement #DataCulture #AIAdoption #OrganizationalCulture #Leadership #DataDrivenDecisions


