Purpose -The purpose of this research paper is to prove the superiority of a two-stage data envelopment analysis compared to a one-stage approach in measuring a football club's efficiency. Moreover it provides best practice benchmarks for the research sample which supports football officials to orient themselves to the right clubs. Design/methodology/approach -A non-parametric two-stage data envelopment analysis for the seasons 2006/07 to 2008/09 is introduced to measure the efficiency of English Premier League football clubs from an off-field and an on-field perspective. The results are compared with those of the traditional one-stage data envelopment analysis approach to identify insufficiencies of the latter. Findings -The results show evidence that different conclusions derive from either the one-or the twostage approach with the threat of potential misinterpretations in the case of the former. Furthermore, this study provides football clubs with information to focus on specific efficiency-enhancing strategies at the individual stages of the production process and therefore acts as a supportive tool for the football club officials for setting corrective actions if inefficiencies are identified.Research limitations/implications -The present article provides a foundation for future studies in other football leagues as well as for an intertemporal analysis which evaluates the efficiency of a club on a yearly basis. Originality/value -This is the first paper that introduces a two-stage data envelopment analysis approach in football research. It has proven that it can identify sources of inefficiencies more accurately than a one-stage data envelopment analysis and provides football officials with valuable information about their club.
Extant literature on the effects of family involvement on innovativeness has so far produced controversial results. While some papers argue that family firms are less innovative than non-family firms, other studies make a case for the exact opposite. So far most studies have tackled this question by taking a particularistic perspective. In this paper, however, we employ a broader approach and consider multiple drivers of innovation as a starting point. Drawing on the idiosyncrasies of family firms, we then predict a difference between family firms and non-family firms with regard to innovation drivers. Our second hypothesis proposes that the effect of family involvement on a firm's innovativeness is mediated by several drivers of innovation. We test our hypotheses using a data set of 184 Austrian companies. Our results indicate significant differences between family firms and non-family firms for six drivers of innovation. Moreover, our findings suggest that there is a multitude of factors that serve as mediators of the relationship between family involvement and innovativeness.
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