Federal Reserve Bank of San Francisco Working Paper 2025-19: Post-Pandemic Macroeconomic Dynamics

📌 Key Takeaways

  • R-Star Shift: Evidence suggests the natural rate of interest may have moved higher post-pandemic, implying current policy rates could be less restrictive than conventional models indicate
  • Labor Market Evolution: Structural changes in work preferences, participation patterns, and wage dynamics have altered the traditional Phillips curve relationship
  • Inflation Persistence: While headline inflation has normalized, services inflation and wage growth persistence suggest longer transmission lags than pre-pandemic experience
  • Transmission Complexity: Monetary policy operates through altered channels post-pandemic — housing sensitivity has decreased while financial conditions channels have strengthened
  • Data Dependence: The paper supports the Federal Reserve’s cautious, data-dependent approach given fundamental uncertainty about structural economic parameters

Overview: Post-Pandemic Macroeconomic Research

The Federal Reserve Bank of San Francisco’s Working Paper 2025-19 contributes to one of the most consequential debates in contemporary macroeconomics: whether the COVID-19 pandemic and its policy responses have fundamentally altered the structural parameters that guide central bank decision-making. Published in 2025, the paper arrives at a moment when the Federal Reserve is navigating a complex transition from emergency-era policies to a new equilibrium, with significant uncertainty about what that equilibrium looks like.

The research addresses three interconnected questions that lie at the heart of monetary policy calibration. First, has the natural rate of interest — the theoretical rate consistent with full employment and stable inflation — shifted from its pre-pandemic level? Second, have labor market dynamics changed in ways that affect the relationship between employment and inflation? And third, has the transmission mechanism through which monetary policy affects the real economy been altered by pandemic-era structural changes?

These questions are not merely academic exercises. The answers determine whether current Federal Reserve policy is appropriately calibrated, whether inflation will sustainably return to target, and whether the economy faces risks of overtightening or undertightening. For investors, the implications span interest rate expectations, equity valuations, credit conditions, and currency dynamics. For a comprehensive engagement with the research, the interactive experience transforms the working paper into an accessible analytical framework.

The Natural Rate of Interest Debate

The natural rate of interest (r-star or r*) is perhaps the most important unobservable variable in monetary economics. It represents the real interest rate that, if maintained, would keep the economy at full employment with stable inflation. Central banks use estimates of r-star to gauge whether their policy stance is expansionary (policy rate below r-star) or contractionary (policy rate above r-star).

Pre-pandemic consensus placed r-star in advanced economies at historically low levels — approximately 0.5-1.0% in real terms for the United States. This low estimate reflected secular trends including aging demographics, productivity slowdown, global savings glut, and safe-asset demand. The FRBSF paper examines whether pandemic-era developments — massive fiscal expansion, supply chain restructuring, deglobalization trends, and energy transition investments — may have pushed r-star higher.

The paper employs multiple estimation methodologies, including the Laubach-Williams model, Bayesian DSGE approaches, and financial market-implied measures. Results suggest that r-star may have increased by 50-100 basis points from pre-pandemic estimates, though the wide confidence intervals underscore the fundamental difficulty of estimating an unobservable quantity from noisy economic data.

If r-star has indeed moved higher, the implications are profound. A Federal Funds rate of 4-5% against a higher r-star is less restrictive than the same rate against the pre-pandemic r-star estimate. This could explain why the aggressive tightening cycle produced a “soft landing” rather than the recession many predicted — policy simply wasn’t as tight as conventional models suggested. Conversely, it implies that the neutral rate to which the Fed is easing may be higher than markets currently price, with implications for terminal rate expectations and the yield curve.

Labor Market Structural Transformations

The paper documents several structural transformations in the US labor market that have implications for monetary policy. The pandemic accelerated pre-existing trends in remote work adoption, fundamentally changing the geographic distribution of labor demand and the preferences of workers regarding work arrangements. These changes affect matching efficiency — the speed and quality with which job seekers find appropriate positions — which in turn affects the natural rate of unemployment and the Phillips curve relationship.

Labor force participation has evolved unevenly across demographic groups. Prime-age participation has largely recovered, but participation among older workers remains below pre-pandemic trends, potentially reflecting accelerated retirements and changed risk assessments. Immigration dynamics, significantly disrupted during 2020-2021, created supply constraints that the paper links to persistent wage pressures in specific sectors, particularly hospitality, healthcare, and logistics.

Wage-setting dynamics have shifted toward greater worker bargaining power in certain segments of the labor market. The paper examines whether this represents a temporary adjustment as labor markets tightened, or a more durable structural change reflecting evolving worker expectations, improved outside options enabled by remote work, and institutional changes such as minimum wage increases and union organizing activity.

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Inflation Persistence in the New Normal

Understanding inflation persistence — the degree to which current inflation predicts future inflation — is critical for assessing how long the Federal Reserve must maintain restrictive policy and how quickly inflation will converge to target once the underlying drivers abate. The FRBSF paper contributes new empirical evidence on this question using both time-series methods and structural decomposition approaches.

The paper decomposes inflation into supply-driven components (energy prices, supply chain disruptions, food costs), demand-driven components (fiscal stimulus effects, excess savings drawdown, credit expansion), and expectations-driven components (wage-price spiral dynamics, inflation expectations unanchoring). Each component has different persistence characteristics: supply shocks tend to be transitory (reverting within 6-18 months), demand shocks are moderately persistent (12-24 months), while expectations-driven inflation can be highly persistent if expectations become unanchored.

A key finding is that services inflation — which accounts for the majority of core inflation in 2024-2025 — exhibits greater persistence than goods inflation, reflecting the labor-intensive nature of services production and the stickiness of wage adjustments. The paper estimates that the half-life of a services inflation shock is approximately 18-24 months, compared to 6-9 months for goods inflation. This differential persistence means that even as goods disinflation provides near-term relief to headline measures, services inflation may remain elevated longer than headline convergence would suggest.

Monetary Policy Transmission Effectiveness

The transmission of monetary policy — how changes in the Federal Funds rate affect broader financial conditions and ultimately real economic activity — operates through multiple channels that the paper examines for post-pandemic alterations. The housing channel, traditionally one of the most powerful transmission mechanisms, has been partially impaired by the “lock-in effect” — homeowners with sub-3% mortgage rates locked in during 2020-2021 are reluctant to sell and refinance at current rates, reducing housing market turnover and weakening the responsiveness of housing activity to rate changes.

Conversely, the financial conditions channel has strengthened. Asset prices, credit spreads, and wealth effects transmit monetary policy signals more rapidly than in previous cycles, partly due to the increased financialization of the economy and the proliferation of rate-sensitive investment vehicles. The paper documents that changes in the Federal Funds rate produce larger and faster effects on financial conditions indices than historical norms, even as the real economy’s response appears somewhat delayed.

The expectations channel remains powerful but operates through changed dynamics. Forward guidance, press conferences, and the Summary of Economic Projections affect market expectations and financial conditions instantaneously, often before actual rate changes occur. The paper finds that the expectations channel accounts for an increasing share of total monetary policy transmission, reflecting the greater transparency and communication intensity of modern central banking.

Housing Markets and Financial Conditions

The paper devotes particular attention to the housing market’s role in monetary policy transmission, given its historical importance and current unusual dynamics. The “golden handcuffs” effect — where existing homeowners with historically low fixed-rate mortgages face enormous opportunity costs from moving — has reduced existing home sales volumes significantly, constraining supply and maintaining price support even as affordability deteriorates. This dynamic partially insulates the housing market from interest rate increases, weakening one of the Federal Reserve’s primary transmission channels.

New construction has remained more responsive to rates, but the structural housing supply deficit accumulated over the 2009-2019 period means that even reduced construction activity occurs against a backdrop of persistent underbuilding relative to demographic demand. The paper estimates that the US housing stock remains approximately 3-5 million units below the level consistent with household formation trends, creating a structural floor under housing prices that monetary policy has limited ability to breach.

Supply Chain Normalization and Trade Dynamics

The paper examines how supply chain restructuring — accelerated by pandemic disruptions and reinforced by geopolitical tensions — affects the macroeconomic landscape. The shift from “just-in-time” to “just-in-case” inventory management has implications for both the level and volatility of business investment, with firms maintaining higher inventory buffers that represent additional capital deployment but reduced vulnerability to supply disruptions.

“Nearshoring” and “friend-shoring” trends are redirecting trade flows and investment patterns, with potential implications for both productivity growth and inflation dynamics. The paper models scenarios where supply chain restructuring creates modest but persistent inflationary pressure through reduced access to lowest-cost global production, offset partially by improved resilience and reduced vulnerability to supply-side inflation shocks.

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Fiscal-Monetary Policy Interactions

The interaction between fiscal and monetary policy receives important treatment in the paper. The unprecedented fiscal expansion during 2020-2021 — including direct payments, enhanced unemployment benefits, and PPP loans — injected demand into the economy on a scale not seen since World War II. The paper examines how this fiscal impulse interacted with monetary accommodation to create the inflation surge of 2021-2023, and how the subsequent fiscal withdrawal affects the current disinflation process.

Of particular concern is the fiscal trajectory going forward. Elevated government debt levels and persistent primary deficits mean that fiscal policy provides less room for countercyclical support in future downturns, while rising debt service costs create a direct channel through which monetary policy (via its effect on government borrowing costs) feeds back into fiscal sustainability calculations. The paper models scenarios where fiscal constraints limit the Federal Reserve’s ability to maintain restrictive policy for extended periods, potentially creating a “fiscal dominance” dynamic where debt sustainability concerns influence monetary policy decisions.

Implications for Investors and Market Participants

The FRBSF research carries significant implications for investment strategy and risk management. If the natural rate has shifted higher, current market pricing of the terminal Federal Funds rate may be too low, implying upside risk to longer-term yields and downside risk to rate-sensitive asset valuations. Investors should stress-test portfolio sensitivity to a natural rate 50-100 basis points above pre-pandemic estimates.

The labor market findings suggest that the unemployment rate may be a less reliable indicator of inflationary pressure than in previous cycles. Investors tracking wage growth, quits rates, and job openings-to-unemployment ratios should weight these alternative indicators more heavily in their assessment of the inflation outlook and likely Fed policy path.

The altered monetary policy transmission mechanism means that market reactions to Fed actions may differ from historical patterns. The weakened housing channel and strengthened financial conditions channel suggest that asset prices may be more responsive to policy signals while real economic activity adjusts more slowly. This creates a potential for asset price overshooting — where markets price in economic outcomes that take longer to materialize than expected.

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Frequently Asked Questions

What does the FRBSF Working Paper 2025-19 examine?

The Federal Reserve Bank of San Francisco Working Paper 2025-19 examines macroeconomic dynamics in the post-pandemic economy, focusing on the evolution of the natural rate of interest (r-star), labor market structural changes, inflation persistence mechanisms, and the effectiveness of monetary policy transmission under current economic conditions. The research provides empirical evidence on how pandemic-era disruptions have potentially altered fundamental economic relationships.

What is the natural rate of interest (r-star) and why does it matter?

The natural rate of interest (r-star or r*) is the real interest rate that neither stimulates nor restricts economic activity when the economy is at full employment with stable inflation. It matters because central banks use it as a benchmark to assess whether their policy stance is expansionary or contractionary. If the natural rate has shifted higher post-pandemic, current policy rates may be less restrictive than models suggest, potentially explaining persistent inflation.

How has the labor market changed since the pandemic?

The paper documents several structural labor market changes: shifts in worker preferences toward remote and flexible work, changes in labor force participation across demographic groups, evolving wage-setting dynamics with greater worker bargaining power, geographic redistribution of employment, and altered matching efficiency between job seekers and employers. These changes affect both the natural rate of unemployment and the responsiveness of wages to labor market conditions.

What does the paper say about inflation persistence?

The research examines whether inflation persistence has structurally changed in the post-pandemic environment. It analyzes the relative contributions of supply-side factors (supply chain disruptions, energy prices), demand-side factors (fiscal stimulus, excess savings), and expectations-driven components. The paper finds that while headline inflation has normalized, the persistence of services inflation and wage growth suggests that some inflationary dynamics may prove more enduring than initially expected.

What are the implications for Federal Reserve policy?

The paper’s findings suggest that the Federal Reserve faces a more complex policy environment than pre-pandemic frameworks assumed. If the natural rate has shifted, the appropriate policy stance calculation changes. If labor market dynamics have evolved, the traditional Phillips curve relationship between unemployment and inflation may be less reliable. And if inflation persistence has changed, the time horizon for policy transmission may differ from historical experience. Together, these findings argue for a cautious, data-dependent approach with significant humility about model certainty.

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