Signals · Manufacturing pulse

Manufacturing Momentum: Which Indicators Lead, Which Follow.

A lead-lag correlation study of U.S. manufacturing indicators across 5 years of monthly changes: which move together, which lead, and by how many months.

Signals tracked

  • 9 monthly manufacturing indicators are correlated here: industrial production, factory orders, truck tonnage, housing starts, vehicle sales, job openings, steel ppi, primary nonferrous metals ppi, prime rate.
  • Every series is reduced to its month-over-month percent change before correlating, so a shared trend cannot manufacture a relationship.

Strongest co-movements

  • Vehicle sales and Job openings move inversely (correlation -0.68).
  • Industrial production and Vehicle sales move together (correlation 0.56).
  • Truck tonnage and Housing starts move together (correlation 0.55).
  • Factory orders and Steel PPI move together (correlation 0.38).
  • Housing starts and Vehicle sales move together (correlation 0.35).
  • Industrial production and Truck tonnage move together (correlation 0.31).
  • Industrial production and Primary nonferrous metals PPI move inversely (correlation -0.31).
  • Job openings and Steel PPI move together (correlation 0.30).

Methodology

  • Correlations are ordinary Pearson coefficients over the months two series have in common; a pair needs at least a year of overlap to appear.
  • The interactive page also scans one-to-six-month lags to rank which signals lead which, and publishes each series' out-of-sample forecast accuracy. These are statistical tendencies, not causal claims.

Last reviewed 2026-09-06.