Purpose - We introduce a new approach to the leverage-value relationship. Besides applying the classical regression models, we deal with leverage as a continuous treatment variable implemented on the firm’s value using the Dose-Response Function (DFR). Design/methodology/approach - After proper model calibration and splitting the treatment (leverage) into ten doses, a response function is generated, which enables the realization of the dose level at which the firm’s value is maximized. Furthermore, we test the pecking order theory and the trade-off theory using the Threshold Model to see whether firms are under or over-indebted. The analysis is carried out on panel data from Small-Medium Enterprises (SMEs), providing more valuable insights than large and mature companies. Findings - We used two leverage measures, Total Liabilities Ratio and Bank Debt Ratio. Value is measured by the market capitalization and Tobin’s Q. In general, we find a positive relationship between leverage and value; pecking order theory is not strongly supported, firms are below their optimal leverage, and there is a certain leverage dose that would maximize firms’ value. Practical implications - Since the threshold model and DRF show that SMEs are under indebted, firms could benefit from extra leverage doses without affecting the firm’s risk profile, especially in a low-interest rate regime, and the potential increase in public-private expenditure after Italy obtained the European Recovery Funds. Originality - We contribute to new knowledge and understanding to leverage and SMEs Finance from new methodological perspectives offering valuable insights from SMEs using novel approaches.

Leverage-value nexus in Italian small-medium enterprises: further evidence using dose-response function / Harasheh, Murad; De Vincenzo, Francesca. - In: EUROMED JOURNAL OF BUSINESS. - ISSN 1450-2194. - ELETTRONICO. - 0:(2022), pp. 1-19. [10.1108/EMJB-11-2021-0166]

Leverage-value nexus in Italian small-medium enterprises: further evidence using dose-response function

Harasheh, Murad
;
2022

Abstract

Purpose - We introduce a new approach to the leverage-value relationship. Besides applying the classical regression models, we deal with leverage as a continuous treatment variable implemented on the firm’s value using the Dose-Response Function (DFR). Design/methodology/approach - After proper model calibration and splitting the treatment (leverage) into ten doses, a response function is generated, which enables the realization of the dose level at which the firm’s value is maximized. Furthermore, we test the pecking order theory and the trade-off theory using the Threshold Model to see whether firms are under or over-indebted. The analysis is carried out on panel data from Small-Medium Enterprises (SMEs), providing more valuable insights than large and mature companies. Findings - We used two leverage measures, Total Liabilities Ratio and Bank Debt Ratio. Value is measured by the market capitalization and Tobin’s Q. In general, we find a positive relationship between leverage and value; pecking order theory is not strongly supported, firms are below their optimal leverage, and there is a certain leverage dose that would maximize firms’ value. Practical implications - Since the threshold model and DRF show that SMEs are under indebted, firms could benefit from extra leverage doses without affecting the firm’s risk profile, especially in a low-interest rate regime, and the potential increase in public-private expenditure after Italy obtained the European Recovery Funds. Originality - We contribute to new knowledge and understanding to leverage and SMEs Finance from new methodological perspectives offering valuable insights from SMEs using novel approaches.
2022
Leverage-value nexus in Italian small-medium enterprises: further evidence using dose-response function / Harasheh, Murad; De Vincenzo, Francesca. - In: EUROMED JOURNAL OF BUSINESS. - ISSN 1450-2194. - ELETTRONICO. - 0:(2022), pp. 1-19. [10.1108/EMJB-11-2021-0166]
Harasheh, Murad; De Vincenzo, Francesca
File in questo prodotto:
File Dimensione Formato  
publication 18_DRF.pdf

accesso aperto

Descrizione: versione ahead of print
Tipo: Versione (PDF) editoriale
Licenza: Creative commons
Dimensione 330.84 kB
Formato Adobe PDF
330.84 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/880298
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 4
  • ???jsp.display-item.citation.isi??? 3
social impact