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US (Dis)Inflation Trends: Insights from AMS Language Models Data

Alternative Macro Signals

Thu 19 Sep 2024 - 15:00 / 10:00 EDT

Summary

Laurent from AMS, a data provider specialising in large language models (LLMs), discussed the challenges of inflation forecasting, particularly in the short term, due to sector-specific idiosyncratic shocks and limited high-frequency data. He emphasised the difficulty of obtaining quality input data, especially for services, and described how AMS uses LLMs to track and aggregate inflation-related news. Their system scans hundreds of news sources globally, translating and summarising data to build indices and time series that track inflation trends in various sectors like energy and food. Laurent highlighted the use of diffusion indices, which measure the balance between positive and negative news to indicate inflation trends. He presented insights from their models on U.S. core inflation, noting stable overall momentum but with sectoral disparities. While insurance-related news showed significant upward pressure, other core components like airfares and car prices exhibited weaker trends. He concluded by expressing caution about potential near-term inflation volatility, despite some stabilisation in core inflation data.

Topics

Inflation daily leading indicators & News Balance can help keep up with near-term inflation developments

Right now, in the US, underneath quiet aggregate data, underlying CPI components are all over the place

One service component is under impressive upside pressures, while the rest of the basket has been surprisingly weak in recent weeks

Where does that leave near-term inflation trends?