Financial Intermediaries and the Real Economy

Financial intermediation can affect the real economy in many ways. Access to credit, for example, is vital for firms to fund investment and innovation activities and can affect overall economic activity. The research group “Financial Intermediaries and the Real Economy” aims at understanding the link between financial intermediation and real activity by exploring several potential channels. The group studies direct effects on firms using rich microdata as well as the link between credit markets and economic activity in the aggregate.

Projects include, among others, i) developing new ways to use credit market information as a signal for economic developments, ii) studying the effects of credit misallocation on firms’ innovation activities, and iii) exploring the effects of financial intermediation and investor actions on firms’ incentive to reduce their carbon footprint.

Research Cluster
Productivity and Institutions

Your contact

Professor Dr Daniel Streitz
Professor Dr Daniel Streitz
- Department Financial Markets
Send Message +49 345 7753-735 Personal page

EXTERNAL FUNDING

10.2022 ‐ 09.2024

Investor Actions, Bank Financing, and Carbon Leakage

Frankfurt Institute for Risk Management and Regulation (FIRM)

Professor Dr Daniel Streitz

Refereed Publications

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Climate Risks and Debt Structure

Bill Francis Iftekhar Hasan Chunxia Jiang Zenu Sharma Yun Zhu

in: British Accounting Review, Vol. 57 (5), 2025

Abstract

This paper examines the impact of climate risks on the debt structure of a sample of U.S. firms from 2002 through 2020. Climate risks—mainly physical, regulatory, and transition risks—are associated with a concentrated debt structure for the affected firms. However, when climate risks propagate through the channels of expected bankruptcy costs and sustainability, they are associated with a more diversified debt structure. Additionally, climate risks asymmetrically impact the relationship between access to finance and debt structure. Results from a quasi-natural experiment reaffirm the impact of climate risks on debt structure.

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Predicting IPO First-Day Returns: Evidence From Machine Learning Analyses

Gonul Colak Mengchuan Fu Iftekhar Hasan

in: Journal of Banking and Finance, Vol. 178 (September), 2025

Abstract

Predicting IPO first-day returns is inherently challenging due to the wide range of contributing factors, each with distinct statistical properties. We assess the performance of several machine learning (ML) techniques and identify XGBoost as the most statistically effective model for forecasting first-day returns. Using a comprehensive set of 863 pre-IPO variables, our high-performing predictive model accurately estimates both the direction and magnitude of IPO first-day returns. The most influential predictors include underwriter agency measures, price revision, and the free-float fraction. Using a rolling-window predictive approach, the model demonstrates substantial practical value, generating approximately $300 billion in gains from IPOs with positive first-day returns and avoiding more than $22 billion in losses from those with negative returns over the 2000–2016 period.

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Corporate Loan Spreads and Economic Activity

Anthony Saunders Alessandro Spina Sascha Steffen Daniel Streitz

in: Review of Financial Studies, Vol. 38 (2), 2025

Abstract

We use secondary corporate loan-market prices to construct a novel loan-market-based credit spread. This measure has considerable predictive power for economic activity across macroeconomic outcomes in both the U.S. and Europe and captures unique information not contained in public market credit spreads. Loan-market borrowers are compositionally different and particularly sensitive to supply-side frictions as well as financial frictions that emanate from their own balance sheets. This evidence highlights the joint role of financial intermediary and borrower balance-sheet frictions in understanding macroeconomic developments and enriches our understanding of which type of financial frictions matter for the economy.

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Banker Directors on Board and Corporate Tax Avoidance

Wenjie Ding Iftekhar Hasan Qian Song Qingwei Wang

in: Journal of Empirical Finance, Vol. 79 (December), 2024

Abstract

We investigate how shareholder-debtholder conflict of interest affects the corporate tax avoidance using a unique setting of the affiliated and unaffiliated commercial bankers’ board representation. Consistent with the notion that board representation grants lenders’ access to private information that helps monitor and influence firms’ tax practice, we find that appointments of affiliated banker directors significantly reduce firms’ tax avoidance behavior, while appointing unaffiliated banker directors shows no such effect. The impact of affiliated banker directors on alleviating tax avoidance is stronger among firms with severer conflict of interest between shareholders and debtholders, specifically among firms with weaker corporate governance, higher financial leverage and higher CEO stock ownership.

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Credit Supply Shocks: Financing Real Growth or Takeovers?

Tobias Berg Daniel Streitz Michael Wedow

in: Review of Corporate Finance Studies, Vol. 13 (2), 2024

Abstract

How do firms invest when financial constraints are relaxed? We document that firms affected by a large positive credit supply shock predominantly increase borrowing for transaction-based purposes. These treated firms have larger asset and employment growth rates; however, growth entirely stems from the increased takeover activity. Announcement returns indicate a low quality of the credit-supply-induced takeover activity. These results offer the possibility that credit-driven growth can simply reflect redistribution, rather than net gains in assets or employment.

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Working Papers

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Too Poor to Be Green? The Effects of Wealth on the Residential Heating Transformation

Tobias Berg Ulf Nielsson Daniel Streitz

in: SSRN Working Paper, 2024

Abstract

Using the near-universe of Danish owner-occupied residential houses, we show that an exogenous increase in wealth significantly increases the likelihood to switch to green heating. We estimate an elasticity of one at the median of the wealth distribution, i.e., a 10% increase in wealth increase raises green heating adoption by 10%. Effects are heterogeneous along the wealth distribution: all else equal, a redistribution of wealth from rich households to poor households can significantly increase green heating adoption. We further explore potential channels of our findings (pro-social preferences, financial constraints, and luxury goods interpretation). Our results emphasize the role of economic growth for the green transition.

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Do Public Bank Guarantees Affect Labor Market Outcomes? Evidence from Individual Employment and Wages

Laura Baessler Georg Gebhardt Reint E. Gropp Andre Guettler Ahmet Taskin

in: IWH Discussion Papers, No. 7, 2024

Abstract

We investigate whether employees in Germany benefit from public bank guarantees in terms of employment probability and wages. To that end, we exploit the removal of public bank guarantees in Germany in 2001 as a quasi-natural experiment. Our results show that bank guarantees lead to higher employment, but lower wage prospects for employees after working in affected establishments. Overall the results suggest that employees do not benefit from bank guarantees.

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Out of Sight, out of Mind: Divestments and the Global Reallocation of Pollutive Assets

Tobias Berg Lin Ma Daniel Streitz

in: SSRN Working Papers, 2023

Abstract

Large emitters reduced their carbon emissions by around 11-15% after the 2015 Paris Agreement (“the Agreement”) relative to public firms that are less in the limelight. We show that this effect is predominantly driven by divestments. Large emitters are 9 p.p. more likely to divest pollutive assets in the post-Agreement period, an increase of over 75%. This divestment effect comes from asset sales and not from closures of pollutive facilities. There is no evidence for increased engagements in other emission reduction activities. Our results indicate significant global asset reallocation effects after the Agreement, shifting emissions out of the limelight.

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Capital Misallocation and Innovation

Christian Schmidt Yannik Schneider Sascha Steffen Daniel Streitz

in: SSRN Solutions Research Paper Series, 2020

Abstract

This paper documents that "zombie" lending by undercapitalized banks distorts competition and impedes corporate innovation. This misallocation of capital prevents both the exit of zombie and entry of healthy firms in affected industries adversely impacting output and competition. Worse, capital misallocation depresses patent applications, particularly in high technology- and R&D-intensive sectors, and industries with neck- and-neck competition. We strengthen our results using an IV approach to address reverse causality and innovation survey data from the European Commission. Overall, our results are consistent with externalities imposed on healthy firms through the misallocation of capital.

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