Why Higher-Order Engineering Skills May Matter Even More in the Age of AI

At first glance, AI seems to make coding less important. If tools can now generate code, explain architecture, debug issues, and speed up delivery, it is easy to assume that human coding skills will matter less. But that conclusion is too broad. AI is not removing the need for software expertise. It is changing which skills matter most. As code generation becomes easier and more accessible, some routine coding tasks become less differentiating. At the same time, higher-order engineering skills b