Debt structure and monetary policy transmission
This paper by Marie Alder, Nuno Coimbra, and Urszula Szczerbowicz demonstrates that corporate debt structure significantly influences monetary policy transmission. Using French firm data from the Banque de France’s FIBEN database, covering over 11,000 distinct firms and approximately 80,000 observations from 1999-2019, the authors show that firms with higher bank debt shares are more sensitive to conventional monetary policy shocks, while firms with higher bond debt shares are more affected by unconventional monetary policy shocks that impact bond market liquidity and credit risk.
Conventional Monetary Policy (CMP) shocks are based on updated surprises from Jarocinski and Karadi (2020), derived from risk-free yield changes of maturity up to one year around ECB announcements, capturing both interest rate decisions and forward guidance. Bond Spread Policy (BSP) shocks represent a novel approach using high-frequency movements in 10-year French-German sovereign spreads around ECB announcements, orthogonalized with respect to CMP shocks to isolate unconventional policy effects linked to bond market liquidity and credit risk.
Findings
- Bond market effects and transmission channels
The study demonstrates that BSP shocks significantly impact French sovereign bond markets through multiple channels. These shocks increase bid-ask spreads across all maturities, indicating worsened market liquidity, while simultaneously increasing sovereign Credit Default Swap (CDS) spreads, reflecting higher perceived credit risk. The research reveals that BSP shocks directly affect risk premia in French corporate bond markets, establishing a clear link between unconventional monetary policy and bond market conditions. - Heterogeneous investment responses
The investment response to monetary policy varies dramatically based on firms’ debt structure. A 100 basis point contractionary CMP shock reduces investment by 2.4 percentage points on average, while a similar BSP shock reduces investment by approximately 5 percentage points. However, the heterogeneous effects are striking: bank-reliant firms experience significantly stronger sensitivity to CMP shocks, with fully bank-reliant firms seeing 10.5 percentage points larger investment declines compared to fully bond-reliant firms. Conversely, bond-reliant firms show greater sensitivity to BSP shocks, with fully bond-reliant firms experiencing 34.6 percentage points larger investment declines compared to fully bank-reliant firms following unconventional policy tightening. - Credit market dynamics
The research reveals important insights about how different monetary policy tools affect credit markets. CMP shocks demonstrate stronger pass-through to bank loan rates than corporate bond yields, while BSP shocks increase bond yields more than bank rates, widening the bank-market spread. This differential impact creates opportunities for partial substitution between financing sources, though this substitution proves insufficient to fully offset contractionary effects. After CMP tightening, firms partially substitute toward bond financing, while BSP tightening leads to partial substitution toward bank financing. - Policy implications and contributions
The findings have substantial policy implications, revealing that monetary policy creates heterogeneous impacts across firms depending on their financing structure. This suggests potential winners and losers depending on the policy tool used, highlighting the need for coordinated policy approaches given the imperfect integration of bank and bond markets. The research also indicates that different monetary policy tools can be deployed more strategically when specific funding market issues arise.
Corporate debt structure and heterogeneous monetary policy transmission
Authors: Marie Alder, Nuno Coimbra, Urszula Szczerbowicz
From: European University Institute, Banque de France, SKEMA Business School
Corporate leverage and monetary policy transmission: macro vs micro effect
This paper by Valentin Grob and Gabriel Züllig addresses a fundamental puzzle in monetary economics: how does corporate leverage affect firms’ investment response to monetary policy shocks? The authors examine whether investment response to monetary policy shocks is stronger or weaker when corporate leverage is high. They find dramatically different answers depending on whether the analysis is conducted at the individual firm level or at the aggregate economy level. Grob and Züllig estimate nonlinear local projections using US aggregate data from 1990-2019 and high-frequency monetary policy shocks from Jarociński and Karadi (2020) as instruments, controlling for four lags of GDP growth, investment, inflation, and corporate bond spreads. Leverage is measured as total liabilities relative to total assets in the nonfinancial business sector.
Findings
- Macro elasticity: Leverage amplifies effects
At the aggregate level, high corporate leverage significantly amplifies the negative effects of contractionary monetary policy on investment. When aggregate leverage is one standard deviation above its mean, investment contracts twice as much after a monetary tightening. At the 95th percentile of leverage (approximately 52%), monetary policy effects are about 15 percentage points larger than at the mean, with the differential effect peaking around six quarters after the shock. - Micro elasticity: Leverage mutes effects
At the firm level, high-leverage firms reduce investment less after contractionary monetary policy. Firms with leverage one standard deviation above their own mean have a 9 percentage point higher (less negative) capital response. This confirms findings from Ottonello and Winberry (2020) using extended data covering both the US and Euro area through 2019.
The authors provide a compelling explanation for why micro and macro elasticities have opposite signs through the capital price channel:
In a high aggregate leverage economy, when most firms have high leverage, they respond little to monetary policy. This means investment demand doesn’t fall much, so the relative price of capital stays high. All firms, regardless of individual leverage, face high capital costs and reduce investment significantly.
In a low aggregate leverage economy, when most firms have low leverage, they respond strongly to monetary policy by cutting investment demand. This causes the relative price of capital to fall sharply, making investment relatively cheap and incentivizing all firms to invest more.
The researchers thoroughly examine and reject several alternative hypotheses:
Fat-tailed firm size distribution – They find no evidence that the skewness of firm size distribution explains the difference between firm-level and aggregate results.
Sample selection – While their sample represents large public firms, this selection cannot explain the opposing signs of the estimates.
Endogenous exit – Firms dropping out of the sample after monetary policy shocks cannot account for the sign difference between micro and macro elasticities.

Corporate Leverage and the Effects of Monetary Policy on Investment: A Reconciliation of Micro and Macro Elasticities
Authors: Valentin Grob, Gabriel Züllig
From: University of Neuchatel, Swiss National Bank