Seven Signals That Will Reveal AI’s True Economic Impact

Business leader looking for the best path.

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The pace of economic impact of artificial intelligence is not easily predicted, but we can identify key issues to watch. Tracking the evolution of these factors will help us dial in to a more accurate forecast of economic effects of AI.

Aggregate Employment And Wages

So far we have seen little impact on total employment and wage rates from AI. The economy is large and always changing, so small impacts are hard to see. And since AI has become widely used, other changes have suddenly impacted the labor market: such as immigration policy, tariffs and the Iran War. Longer-term issues are also at work, including baby boomer retirement, the huge rise of healthcare employment, DEI practices and skills gaps. With so many other changes going on, AI impacts would have to be large to show up in the data. Small or even moderate shifts could easily be missed by the most careful analysis.

However, this is the top issue to monitor on an on-going basis.

AI Investment Before Payoff

Many benefits of new technology require initial investments in training, equipment or process restructuring. An individual worker using a chatbot will benefit from trying different types of questions and prompts. The person will learn by trial which types of problems the AI helps with quickly and which are a waste of time. The time spent learning is like a capital expenditure: pay now for future benefit.

More significantly, the greatest benefits of a new technology often come when business processes have been adjusted to the tool’s capabilities. In the days of belt-driven factories, machines crowded around the power shaft, leaving little room to place equipment where workflow made the most sense. Electrification meant that factory layouts could be more flexible, leading to the assembly line. But it took years and effort to reorganize factories to benefit from the new technology.

AI will enable some tasks to be done more easily, but taking full advantage of the…

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