Do recent productivity gains reflect better tools rather than broader advances?
Core argument: A regime-switching model puts the implied probability that the U.S. economy is in a high-productivity growth regime at about 57% based on labor productivity and 21% based on total factor productivity as of the fourth quarter of 2025.
[While] labor productivity has shown solid gains in recent years, the San Francisco Fed’s Total Factor Productivity (TFP) index- which adjusts for how much equipment, technology, and other resources workers have at their disposal - has shown modest growth. A similar divergence between labor productivity and TFP emerged in the 1990s technology before the full productivity benefits became more definitive. Figure 1 plots how labor productivity and TFP have evolved relative to 2022 values, right before the recent surge in labor productivity. Their paths have since diverged amid a surge in business investment in AI technology and infrastructure, such as data centers, with labor productivity growing at a faster pace in recent years. The increased investment has coincided with more productive workers but has not yet produced the broader gains that TFP is designed to measure, suggesting that productivity improvements so far reflect better tools for workers rather than fundamental economic advancement. Figure 2 shows the implied probability [from a regime-switching model] of the U.S. economy being in a high-productivity growth regime using labor productivity (blue line) and TFP (green line). The probabilities based on these two measures have picked up to varying degrees: around 57% based on labor productivity and 21% based on TFP as of the fourth quarter of 2025.




