Any research on strategies for reaching business excellence aims at revealing the appropriate course of actions any executive should consider. Thus, discussions take place on how effective a performance measurement system can be estimated, or/and validated. Relevant questions can be raised, like: can one find an adequate measure (i) on the performance result due to whatever level of investment, and (ii) on the timing of such investments? We argue that extreme value statistics provide the answer. We demonstrate that the level and timing of investments allow to be forecasting small and medium size enterprises (SME) performance, — at financial crisis times. The ”investment level” is taken as the yearly total tangible asset (TTA). The financial/economic performance indicators defining ”growth” are the sales or total assets variations; ”profitability” is defined from returns on investments or returns on sales. Companies on the Italian Stock Exchange STAR Market serve as example. It is found from the distributions extreme values that outlier companies (with positive performance) are those with the lowest but growing TTA. In contrast, the SME with low TTA, but which did not increase its TTA, before the crisis, became a ”negative outlier”. The outcome of these statistical findings should suggest strategies to SME board members.

SME investment best strategies. Outliers for assessing how to optimize performance

Nicola G. Castellano
2018-01-01

Abstract

Any research on strategies for reaching business excellence aims at revealing the appropriate course of actions any executive should consider. Thus, discussions take place on how effective a performance measurement system can be estimated, or/and validated. Relevant questions can be raised, like: can one find an adequate measure (i) on the performance result due to whatever level of investment, and (ii) on the timing of such investments? We argue that extreme value statistics provide the answer. We demonstrate that the level and timing of investments allow to be forecasting small and medium size enterprises (SME) performance, — at financial crisis times. The ”investment level” is taken as the yearly total tangible asset (TTA). The financial/economic performance indicators defining ”growth” are the sales or total assets variations; ”profitability” is defined from returns on investments or returns on sales. Companies on the Italian Stock Exchange STAR Market serve as example. It is found from the distributions extreme values that outlier companies (with positive performance) are those with the lowest but growing TTA. In contrast, the SME with low TTA, but which did not increase its TTA, before the crisis, became a ”negative outlier”. The outcome of these statistical findings should suggest strategies to SME board members.
2018
Ausloos, Marcel; Cerqueti, Roy; Bartolacci, Francesca; Castellano, Nicola G.
File in questo prodotto:
File Dimensione Formato  
Phys A - Ausloos Castellano Bartolacci Cerqueti.pdf

solo utenti autorizzati

Tipologia: Versione finale editoriale
Licenza: NON PUBBLICO - Accesso privato/ristretto
Dimensione 550.86 kB
Formato Adobe PDF
550.86 kB Adobe PDF   Visualizza/Apri   Richiedi una copia
Preprint Physica A.pdf

accesso aperto

Tipologia: Documento in Pre-print
Licenza: Creative commons
Dimensione 447.26 kB
Formato Adobe PDF
447.26 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/11568/924483
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 5
  • ???jsp.display-item.citation.isi??? 4
social impact