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Impatto della crisi economica su redditivit? e rischio finanziario delle imprese romagnole. Una cluster analysis

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  • Stefania Vignini
  • Tiziana De Cristofaro

Abstract

As a result of the 2008 global crisis, in 2012 Italy entered an economic recession. Against this backdrop, this work investigates the main profitability and financial risk exposure features of companies in Romagna in 2012-2014. Romagna is an area located in a wealthy region of Italy, Emilia-Romagna, and it is well known for a local system of informal aggregations based on shared socioeconomic links. Thus, using AIDA?s database, we analyse the top 100 companies by revenue (excluding financial and holding companies) in the three provinces of Romagna: Forl?-Cesena, Ravenna and Rimini. More in detail, after finding that the trend of the means of six financial ratios has improved in the defined period, with the exception of ROE, the six ratios are used as variables to perform a cluster analysis. In the first analytical step (based on the single-linkage method) companies are shown to mostly gather into a main cluster, although with the presence of several isolated outlier companies. The second step (based on Ward?s method) proposes a more detailed analysis resulting in 4 clusters during the specified period. Over time, clusters change more in terms of their members than in their territorial and/or sectorial composition. Finally, the general recovery trend is confirmed, with two exceptions: (i) a cluster rich of outliers gathering the worst performances and slowly emptying over time; (ii) the most numerous cluster, showing a decreasing trend in the degree of coverage of financial charges. The limitations highlighted in the conclusion suggest the need for further research.

Suggested Citation

  • Stefania Vignini & Tiziana De Cristofaro, 2018. "Impatto della crisi economica su redditivit? e rischio finanziario delle imprese romagnole. Una cluster analysis," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2018(3), pages 157-181.
  • Handle: RePEc:fan:macoma:v:html10.3280/maco2018-003008
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    as
    1. Marko Sarstedt & Erik Mooi, 2014. "The Market Research Process," Springer Texts in Business and Economics, in: A Concise Guide to Market Research, edition 2, chapter 2, pages 11-23, Springer.
    2. Ron Bird & A J McHugh, 1977. "Financial Ratios - An Empirical Study," Published Paper Series 1977-1, Finance Discipline Group, UTS Business School, University of Technology, Sydney.
    3. Luciano Marchi, 2014. "Nuove prospettive di valutazione delle performance nelle aziende di servizi," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2014(1), pages 5-8.
    4. Mauro Paoloni & Massimiliano Celli, 2018. "Crisi delle PMI e strumenti di warning. Un test di verifica nel settore manifatturiero," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2018(2), pages 85-106.
    5. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    6. Marcel Ausloos & Francesca Bartolacci & Nicola G. Castellano & Roy Cerqueti, 2018. "Exploring how innovation strategies at time of crisis influence performance: a cluster analysis perspective," Papers 1808.05893, arXiv.org.
    7. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure - Reply," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 123-127.
    8. Nicolae Dardac & Adriana Giba, 2011. "Systemic Financial Crisis: A Cluster Analysis," European Research Studies Journal, European Research Studies Journal, vol. 0(2), pages 53-64.
    9. Mario Borroi & Mario Minoja & Alessandro Sinatra, 1998. "The Relationship Between Cognitive Maps, Industry Complexity and Strategies Implemented: The Case of the Carpi Textile-Clothing Industrial System," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 2(3), pages 233-266, September.
    10. WILLIAM HOPWOOD & JAMES McKEOWN & JANE MUTCHLER, 1988. "The sensitivity of financial distress prediction models to departures from normality," Contemporary Accounting Research, John Wiley & Sons, vol. 5(1), pages 284-298, September.
    11. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 71-111.
    12. Wilcox, Jw, 1971. "Simple Theory Of Financial Ratios As Predictors Of Failure," Journal of Accounting Research, Wiley Blackwell, vol. 9(2), pages 389-345.
    13. Francesca Bartolacci & Antonella Paolini & Anna Grazia Quaranta & Michela Soverchia, 2017. "Performance economiche e ambientali nelle aziende italiane di igiene urbana: prime evidenze empiriche," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2017(2), pages 33-51.
    14. Zvi Griliches, 1972. "Cost Allocation in Railroad Regulation," Bell Journal of Economics, The RAND Corporation, vol. 3(1), pages 26-41, Spring.
    15. Pinches, George E. & Eubank, Arthur A. & Mingo, Kent A. & Caruthers, J. Kent, 1975. "The hierarchical classification of financial ratios," Journal of Business Research, Elsevier, vol. 3(4), pages 295-310, October.
    16. Morosini, Piero, 2004. "Industrial Clusters, Knowledge Integration and Performance," World Development, Elsevier, vol. 32(2), pages 305-326, February.
    17. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    18. Capece, Guendalina & Cricelli, Livio & Di Pillo, Francesca & Levialdi, Nathan, 2010. "A cluster analysis study based on profitability and financial indicators in the Italian gas retail market," Energy Policy, Elsevier, vol. 38(7), pages 3394-3402, July.
    19. Vincenzo Fasone & Mariano Puglisi, 2017. "Misure di performance innovative e modelli di business: il caso delle aziende aeroportuali italiane," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2017(2), pages 71-87.
    20. Michele Galeotti & Stefano Garzella & Raffaele Fiorentino & Gaetano della Corte, 2016. "The Strategic Intelligence implications for Information Systems," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2016(1), pages 105-123.
    21. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    22. Ian R. Gordon & Philip McCann, 2000. "Industrial Clusters: Complexes, Agglomeration and/or Social Networks?," Urban Studies, Urban Studies Journal Limited, vol. 37(3), pages 513-532, March.
    23. Lino Cinquini & Rosa Alba Miraglia & Riccardo Giannetti, 2016. "Editoriale. Strumenti di gestione dei costi e misure di performance negli attuali contesti competitivi," MANAGEMENT CONTROL, FrancoAngeli Editore, vol. 2016(2), pages 5-14.
    24. Noel Capon & John U. Farley & Scott Hoenig, 1990. "Determinants of Financial Performance: A Meta-Analysis," Management Science, INFORMS, vol. 36(10), pages 1143-1159, October.
    25. Gupta, Mc & Huefner, Rj, 1972. "Cluster Analysis Study Of Financial Ratios And Industry Characteristics," Journal of Accounting Research, Wiley Blackwell, vol. 10(1), pages 77-95.
    26. Capece, Guendalina & Cricelli, Livio & Di Pillo, Francesca & Levialdi, Nathan, 2012. "New regulatory policies in Italy: Impact on financial results, on liquidity and profitability of natural gas retail companies," Utilities Policy, Elsevier, vol. 23(C), pages 90-98.
    27. Hall, Bronwyn H, 1987. "The Relationship between Firm Size and Firm Growth in the U.S. Manufacturing Sector," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 583-606, June.
    28. Alessandro Zeli & Paolo Mariani, 2009. "Productivity and profitability analysis of large Italian companies: 1998–2002," International Review of Economics, Springer;Happiness Economics and Interpersonal Relations (HEIRS), vol. 56(2), pages 175-188, June.
    29. Kantar, Ersin & Keskin, Mustafa & Deviren, Bayram, 2012. "Analysis of the effects of the global financial crisis on the Turkish economy, using hierarchical methods," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(7), pages 2342-2352.
    30. Kathryn Rudie Harrigan, 1985. "An application of clustering for strategic group analysis," Strategic Management Journal, Wiley Blackwell, vol. 6(1), pages 55-73, January.
    31. Richard A. Bettis & Vijay Mahajan, 1985. "Risk/Return Performance of Diversified Firms," Management Science, INFORMS, vol. 31(7), pages 785-799, July.
    32. Lev, Baruch & Sunder, Shyam, 1979. "Methodological issues in the use of financial ratios," Journal of Accounting and Economics, Elsevier, vol. 1(3), pages 187-210, December.
    33. Horrigan, Jo, 1966. "Determination Of Long-Term Credit Standing With Financial Ratios," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 44-62.
    34. Marko Sarstedt & Erik Mooi, 2014. "A Concise Guide to Market Research," Springer Texts in Business and Economics, Springer, edition 2, number 978-3-642-53965-7, August.
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