Abstract
The recent technological boost has renewed opportunities for synergies between service activities and manufacturing industries, creating new models of value creation and the possible emergence of ‘product-service’ systems in many manufacturing areas. The paper aims at investigating this phenomenon looking at the agglomerative patterns of manufacturing and service activities in the contemporary Italian local productive systems. Referring to manufacturing local market areas identified by ISTAT in 2011, the paper proposes an original exploration of the relations between local manufacturing configurations and both their specialization in service activities and their systemic performances. The results suggest the emergence of ‘product-service’ systems only when specific services are localized in the manufacturing area.
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Notes
The EC Commission Staff (2009: 17) explicitly defines KIBS as a sub-set of KIS. For the empirical investigation, Knowledge intensive business services include Computer and related activities (NACE Rev.1.1 72), Research and development (NACE Rev.1.1 73), Legal, technical and advertising (NACE Rev.1.1 74.1-4), which are a part of Knowledge intensive high-tech services and Knowledge intensive market services.
LMAs are identified by Istat (2014) on the basis of the 2011 Population Census with a new methodology of identification, which is a variation of the methodology used in 2001 for the identification of local labour systems (Istat 2005) and based on Travel-To-Work-Areas (TTWA). Istat (2015a) provides a full explanation of the differences between the two methodologies. Business Census data related to the years 2001 and 2011 at the establishment level have been applied to new LMAs (Istat 2015b, c).
Istat (2015b, c) releases the list of 141 “industrial districts”; they are identified by a hierarchical algorithm. In the present work, we use the results of the first step of the algorithm which identifies, among the 611 LMAs, a set of LMAs specialized in manufacturing industries (see Istat 2015d for the definition of ‘manufacturing industries’ in terms of NACE Classification). Such LMAs are identified among those with significant LQ either in manufacturing, business services or consumer services, and with a value of LQ in manufacturing greater than 1.
This set of additional variables at the LMA level are sourced from Istat (2015d).
The foreign trade balance is: [(export – import)/(export + import)] × 100.
It is the percentage ratio between the population of people in the range of 60–64 years old and those in the range 15–19 years (2011). Values lower than 100 indicate limited entry possibilities for young potential employees; values greater than 100 indicate potential difficulties to maintain constant production capacity.
The Multiple Correspondence Analysis is based on the application to the Burt’s table of the Chi squared metrics. We apply the Burt matrix approach to MCA, i.e. the evaluation of the explained inertia proposed by Benźecri J. P. (Les Cahiers de l'Analyse des Donńees 4:377–379, 1979). This technique is used to analyse the contingency tables formed by the set of analysed categorical variables, and provides factors which represent the association among the variables’ categories.
The Ward's minimum variance method is employed. In order to choose the most appropriate number of clusters, pseudo-F Calinski and Harabasz (1974) and Duda and Hart index have also been calculated and considered in addition to the dendrogram. Recall that the LMAs are identified thanks to 2011 Census data; while the MCA variables also include data of years 2012 and 2014.
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Bellandi, M., Lombardi, S. & Santini, E. Traditional manufacturing areas and the emergence of product-service systems: the case of Italy. J. Ind. Bus. Econ. 47, 311–331 (2020). https://doi.org/10.1007/s40812-019-00140-y
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DOI: https://doi.org/10.1007/s40812-019-00140-y