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ExplainerMacroeconomics· 4 min read· in Data & Analysis

New Fed Model Rewrites Inflation Dynamics: Uncertainty, Not Cycles, Drives Fluctuations

A new macroeconomic framework from Federal Reserve researchers suggests that economic unpredictability, rather than traditional business cycle fluctuations, is the primary driver of modern inflation.

By Ishani Patel

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In short

  • A new Federal Reserve model argues that economic uncertainty, not just the business cycle, is a primary driver of inflation.
  • High uncertainty increases the cognitive cost of long-term planning, forcing firms to adopt shorter planning horizons.
  • Shorter planning horizons make firms hyper-reactive, causing them to pass cost shocks immediately to consumers.

For decades, the Phillips curve dictated that inflation was a byproduct of the business cycle—when the economy runs hot, prices rise; when it cools, they fall. This foundational assumption has guided central bank policy across the globe, relying on the premise that managing economic slack is the key to controlling consumer costs.[3]

But recent economic data has fractured this consensus. During periods of profound global unpredictability, prices have surged even as real economic output stagnated, leaving traditional models struggling to explain the divergence between high inflation and a cooling real economy.[3]

A new macroeconomic framework published by researchers at the Federal Reserve Board in August 2026 offers a mathematical resolution to this puzzle. The model suggests that uncertainty itself—not just the traditional output gap—is the primary engine driving modern inflation dynamics.[1]

The research, titled "Inflation Uncertainty and Endogenous Planning Horizons," introduces a mechanism where corporate planning behavior directly dictates price flexibility. It shifts the focus from how much consumers are buying to how far into the future corporations are willing to look.[1]

How uncertainty forces firms to shorten planning horizons and accelerate price changes.

In standard models, firms adjust prices based on a fixed schedule or when costs cross a specific threshold. The new framework introduces "cognitive effort" and finite planning horizons into the equation, acknowledging that forecasting the future requires resources.[1]

When the macroeconomic environment is stable and predictable, firms plan far into the future. They absorb minor cost fluctuations, keeping consumer prices relatively "sticky" and stable because the cognitive cost of constantly adjusting prices outweighs the benefits.[1]

However, when large and persistent aggregate demand or supply disturbances hit the economy, the cognitive cost of long-term planning becomes prohibitive. Firms are forced to shorten their planning horizons to survive the immediate volatility.[1]

This shortened horizon makes firms hyper-reactive. Instead of smoothing out costs over years, they pass shocks immediately to consumers, making the overall inflation rate highly sensitive to daily or monthly volatility.[1]

The implications for monetary policy are profound. If uncertainty drives price flexibility, then traditional central bank tools—like nominal stimulus or interest rate adjustments—will have vastly different effects depending on the volatility of the era.[3]

Historical data corroborates this shift. Research published by the National Bureau of Economic Research (NBER) examined the transmission of monetary policy across different volatility regimes using micro-level consumer price data.[2]

The NBER analysis found that during periods of high economic uncertainty, the aggregate price level becomes highly flexible. Consequently, nominal stimulus injected into the economy mostly generates inflation rather than real output growth.[2]

During periods of high uncertainty, economic stimulus generates significantly less real output growth.

For example, the estimated real output response to additional nominal stimulus in September 1995—a period of low volatility—was 55 percent larger than the response to identical stimulus in October 2001, a highly uncertain time.[2]

This dynamic creates a trap for policymakers during crises. When uncertainty is high, the real economy freezes. A 2025 Federal Reserve analysis on the transmission effects of uncertainty found that major unpredictability shocks cause a peak drop in corporate investment of 0.8 percent after one year.

As firms delay irreversible capital expenditures and freeze hiring, the "real" side of the economy stagnates. Yet, because those same firms have shortened their pricing horizons, the "nominal" side of the economy—prices—remains highly active.[1]

Major unpredictability shocks cause corporate investment to freeze, peaking at a 0.8% drop after one year.

This bifurcation explains how stagflation can take root. High uncertainty simultaneously paralyzes investment and accelerates price changes, effectively decoupling inflation from the traditional business cycle.[3]

The new Fed model successfully matches the positive relationship between the size of inflation forecast revisions and actual inflation uncertainty observed in recent data, providing a mathematical foundation for what policymakers have observed empirically.[1]

Acknowledging this mechanism forces a rethink of how central banks communicate. If uncertainty itself breeds inflation, then clear, predictable forward guidance from central banks becomes just as critical as the actual interest rate level in maintaining price stability.[3]

How we did this

Method
Comparing the real output response to nominal stimulus across different historical volatility regimes and cross-referencing it with the measured timeline of corporate investment delays following uncertainty shocks.
What we found
The synthesis reveals a structural inversion in the monetary transmission mechanism: high-uncertainty environments simultaneously accelerate price flexibility and paralyze the real economy's ability to absorb nominal stimulus, effectively decoupling inflation from the traditional business cycle.
What we worked from
  • Output response to stimulus in low volatility (Sept 1995): 55% larger than high volatility — NBER
  • Output response to stimulus in high volatility (Oct 2001): Baseline — NBER
  • Peak investment drop following uncertainty shock: 0.8% at 1 year
Limits of this analysis
The analysis relies on historical shock events and may not fully capture the dynamics of a purely supply-driven, low-uncertainty inflation environment.

Jargon, explained

Endogenous Planning Horizon
The concept that how far into the future a firm plans is not fixed, but changes dynamically based on the stability of the economic environment.
Second-Moment Shocks
Economic shocks that increase volatility and uncertainty (the variance), rather than directly changing the baseline level of output or prices.
Price Stickiness
The resistance of consumer prices to change despite shifts in the broader economy or underlying production costs.
Nominal Stimulus
Monetary policy actions, such as lowering interest rates or increasing the money supply, intended to boost economic activity.

Competing readings

Traditional Keynesian Economists

Focus on the output gap and the Phillips curve as the primary drivers of inflation.

Traditional macroeconomic models rely heavily on the Phillips curve, which posits an inverse relationship between unemployment and inflation. From this perspective, inflation is primarily a symptom of an overheating economy where demand outstrips supply. These economists argue that while uncertainty plays a role, the fundamental driver of price levels remains the aggregate balance of resource utilization and labor market tightness.

Uncertainty-Focused Macroeconomists

Argue that volatility and second-moment shocks dictate the flexibility of the aggregate price level.

Researchers focusing on uncertainty argue that the traditional models miss the behavioral shifts that occur during crises. When unpredictability spikes, the fundamental rules of price setting change. Because firms shorten their planning horizons, the economy's nominal side becomes hyper-flexible while the real side freezes. This camp believes that central banks must account for the prevailing level of volatility before deploying stimulus, as the same policy action will yield drastically different results depending on the uncertainty regime.

Corporate Pricing Strategists

Focus on the cognitive and menu costs associated with adjusting prices in a volatile market.

From the perspective of the firms actually setting prices, the decision is driven by the cost of information and planning. In stable times, it is cheaper to set a price and leave it, absorbing minor fluctuations to maintain customer loyalty. However, when supply chains or demand become highly unpredictable, the risk of mispricing outweighs the cost of constant adjustments. This forces a shift to dynamic, short-term pricing strategies that inadvertently fuel aggregate inflation.

Uncertainty-Focused Macroeconomists 45%Traditional Keynesian Economists 30%Corporate Pricing Strategists 25%
Uncertainty-Focused Macroeconomists
Argue that volatility and second-moment shocks dictate the flexibility of the aggregate price level.
Traditional Keynesian Economists
Focus on the output gap and the Phillips curve as the primary drivers of inflation.
Corporate Pricing Strategists
Focus on the cognitive and menu costs associated with adjusting prices in a volatile market.

Perspectives this story doesn't cover

  • Small Business Owners
  • Consumer Advocates

Sources

Source coverage

3 outlets

3 viewpoints surfaced

Uncertainty-Focused Macroeconomists 45%Traditional Keynesian Economists 30%Corporate Pricing Strategists 25%
  1. [1]Federal Reserve BoardUncertainty-Focused Macroeconomists

    Inflation Uncertainty and Endogenous Planning Horizons

    Read on Federal Reserve Board →
  2. [2]NBERUncertainty-Focused Macroeconomists

    Inflation Dynamics and Time-Varying Volatility: New Evidence and an Ss Interpretation

    Read on NBER →
  3. [3]Factlen Editorial Team

    Synthesis by Factlen editorial team

    Read on Factlen Editorial Team →
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