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Financing Patterns of European SMEs Revisited: An Updated Empirical Taxonomy and Determinants of SME Financing Clusters

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  • Masiak, Christian
  • Moritz, Alexandra
  • Lang, Frank
Abstract
This EIF Working Paper investigates financing patterns of European SMEs by looking at a large number of different financing instruments and their complementary and substitutive effects, using the SAFE dataset collected in 2015. We develop an empirical taxonomy of SME financing patterns in Europe, applying cluster analyses. In order to investigate the cluster stability over time, we replicate an approach by Moritz et al. (2016)2, who used the SAFE data from 2013. In addition, we extend that study by looking at the role of the country-specific macroeconomic and institutional environment for the financings patterns of SMEs. Our results confirm the results of Moritz et al. (2016) and show that European SME financing is not homogenous, but that different financing patterns exist. Our cluster analysis identifies seven distinct SME financing types based on the financing instruments used: mixed-financed SMEs with focus on other loans, mixed-financed SMEs with focus on retained earnings or sale of assets, state-subsidised SMEs, debt-financed SMEs, trade-financed SMEs, asset-based financed SMEs, and internally-financed SMEs. Moreover, the SME financing types can be profiled according to their firm-, product-, industry-, and country-specific characteristics. Our findings can support policy makers in assessing the impact of changes in policy measures for SME financing.

Suggested Citation

  • Masiak, Christian & Moritz, Alexandra & Lang, Frank, 2017. "Financing Patterns of European SMEs Revisited: An Updated Empirical Taxonomy and Determinants of SME Financing Clusters," EIF Working Paper Series 2017/40, European Investment Fund (EIF).
    • Handle: RePEc:zbw:eifwps:201740
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    3. Gvetadze, Salome & Kraemer-Eis, Helmut & Lang, Frank & Prencipe, Dario & Signore, Simone & Torfs, Wouter, 2018. "EIF SME Access to Finance Index," EIF Working Paper Series 2018/47, European Investment Fund (EIF).
    4. Chen, Baohua & Zhang, Chunlian & Saydaliev, Hayot Berk, 2022. "Does bank complexity during the COVID-19 crisis alter the financing mechanism for small and medium-sized enterprises?," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 705-715.
    5. Ferrando, Annalisa & Lekpek, Senad, 2018. "Access to finance and innovative activity of EU firms: A cluster analysis," EIB Working Papers 2018/02, European Investment Bank (EIB).
    6. Harrison, Richard & Li, Youwei & Vigne, Samuel A. & Wu, Yuliang, 2022. "Why do small businesses have difficulty in accessing bank financing?," International Review of Financial Analysis, Elsevier, vol. 84(C).
    7. Guillaume Andrieu & Raffaele Staglianò & Peter Zwan, 2018. "Bank debt and trade credit for SMEs in Europe: firm-, industry-, and country-level determinants," Small Business Economics, Springer, vol. 51(1), pages 245-264, June.

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    More about this item

    Keywords

    EIF; European SME financing; financing patterns; empirical taxonomy; cluster analysis;
    All these keywords.

    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation

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