Abstract:IntroductionThe diffusion of information and communication technologies (ICTs), because of their impact on growth and firms' productivity, has generated much literature. One important result of this literature is that ICT diffusion across agents and particularly across firms is uneven. Recent empirical studies in various fields show that, among the factors that explain such variations in firms' rates of ICT adoption, and which are related mainly to their internal characteristics and/or to the characteristics o… Show more
“…Not surprisingly, there are differences between the marginal effect of and 4 on the extent to which manufacturers use the internet, as we had described in the section 4 that takes into account all firms in an industry, use manufacturer's market share as a weight, with smaller firm being given smaller weights and bigger firm being given bigger weights, while 4 is only consider the weighted average of the market shares of the top four-firms in an industry. However, our findings of industrial concentration agree with those of Galliano and Roux (2008) and Galliano et al (2011) who used French manufacturing industry data.…”
Section: The Regression Model With Selection Corrected For All Industrysupporting
This paper investigates the effect of industrial penetration (geographic concentration of industries) and internet intensity (the proportion of enterprises that use the internet) for Taiwan manufacturing firms, and analyses whether the relationships are substitutes or complements. The sample observations are based on 153,081 manufacturing plants, and covers 26 two-digit industry categories and 358 geographical townships in Taiwan. The Heckman selection model is used to accommodate sample selectivity for unobservable data for firms that use the internet. The empirical results from two-stage estimation show that: (1) a higher degree of industrial penetration will not affect the probability that firms will use the internet, but will affect the total expenditure on internet intensity; (2) for two-digit SIC industries, industrial penetration generally decreases the total expenditure on internet intensity; and (3) industrial penetration and internet intensity are substitutes.
KeywordsIndustrial penetration, Internet intensity, Sample selection, Incidental truncation. Taiwan. The Heckman selection model is used to accommodate sample selectivity for unobservable data for firms that use the internet. The empirical results from two-stage estimation show that: (1) a higher degree of industrial penetration will not affect the probability that firms will use the internet, but will affect the total expenditure on internet intensity; (2) for two-digit SIC industries, industrial penetration generally decreases the total expenditure on internet intensity; and (3) industrial penetration and internet intensity are substitutes.
JEL Classification
“…Not surprisingly, there are differences between the marginal effect of and 4 on the extent to which manufacturers use the internet, as we had described in the section 4 that takes into account all firms in an industry, use manufacturer's market share as a weight, with smaller firm being given smaller weights and bigger firm being given bigger weights, while 4 is only consider the weighted average of the market shares of the top four-firms in an industry. However, our findings of industrial concentration agree with those of Galliano and Roux (2008) and Galliano et al (2011) who used French manufacturing industry data.…”
Section: The Regression Model With Selection Corrected For All Industrysupporting
This paper investigates the effect of industrial penetration (geographic concentration of industries) and internet intensity (the proportion of enterprises that use the internet) for Taiwan manufacturing firms, and analyses whether the relationships are substitutes or complements. The sample observations are based on 153,081 manufacturing plants, and covers 26 two-digit industry categories and 358 geographical townships in Taiwan. The Heckman selection model is used to accommodate sample selectivity for unobservable data for firms that use the internet. The empirical results from two-stage estimation show that: (1) a higher degree of industrial penetration will not affect the probability that firms will use the internet, but will affect the total expenditure on internet intensity; (2) for two-digit SIC industries, industrial penetration generally decreases the total expenditure on internet intensity; and (3) industrial penetration and internet intensity are substitutes.
KeywordsIndustrial penetration, Internet intensity, Sample selection, Incidental truncation. Taiwan. The Heckman selection model is used to accommodate sample selectivity for unobservable data for firms that use the internet. The empirical results from two-stage estimation show that: (1) a higher degree of industrial penetration will not affect the probability that firms will use the internet, but will affect the total expenditure on internet intensity; (2) for two-digit SIC industries, industrial penetration generally decreases the total expenditure on internet intensity; and (3) industrial penetration and internet intensity are substitutes.
JEL Classification
“…Moreover, as AUDIA et al (2001) have demonstrated, the multi-unit location of a firm, per se, can foster learning between its units and facilitate organizational innovation. GALLIANO et al (2011) also demonstrate that this multi-location structure is conducive to technology adoption. Thus, if the spatial externalities can influence a firm's innovation capacity and particularly if it is recognized that the high level of innovation of a firm is generally associated with the location of the head offices in urban areas, the question becomes what impact the multiple locations of a firm have on its propensity to innovate.…”
Section: The Definition Of the Firmmentioning
confidence: 94%
“…However, certain studies have highlighted that the other units of a firm could play an important role in its performance and, for instance, in its propensity to adopt new technologies (BEARDSELL and HENDER- SON, 1999;GALLIANO et al, 2011). Thus, while the influence of head office location on the propensity of the firm to innovate has often been highlighted, taking into account the environment where the other units of the firm are located could help to evaluate better its innovation capacity in relation to the key role played by knowledge externalities.…”
GALLIANO D., MAGRINI M.-B. and TRIBOULET P. Marshall's versus Jacobs' externalities in firm innovation performance: the case of French industry, Regional Studies. This paper analyses the influence of different types of spatial externalities related to the location of firms on their innovation performance and how those externalities combine in the territories with regard to the Marshall-Jacobs dichotomy. The originality of this study also lies in the consideration of a larger definition of the firm, one that takes into account the location of all its units. Based on a dataset of French industrial firms and specific indicators to evaluate the specialization and/or diversification of the employment zones, the impacts of the spatial profile of the firm on its innovation performance are tested.
InnovationSpatial externalities Agglomeration economies Multiunit firms French industry Location quotient GALLIANO D., MAGRINI M.-B. and TRIBOULET P. 企业创新表现中的马歇尔外部性对雅各布斯外部性:法国工业的案 例,区域研究。本文分析与企业区位有关的不同类型的空间外部性,对企业的创新表现产生的影响,以及这些外部性 在马歇尔-雅各布斯的二元对立中,如何在领域中相互结合。本文的创新性,亦在于将企业的所有单位之区位皆纳入 考量,以更广泛地考量企业的定义。本研究根据一个法国工业企业的数据集和评估就业区的专殊化以及/或多样化特 定指标,测试企业的空间形态对创新表现的影响。 创新 空间外部性 聚集经济 多单位企业 法国工业 区位商数 GALLIANO D., MAGRINI M.-B. et TRIBOULET P.Les externalités Marshall versus Jacobs dans la performance innovatrice de la firme: le cas de l'industrie française, Regional Studies. Ce papier analyse l'influence des externalités spatiales en lien avec la localisation de la firme sur sa performance à l'innovation et comment ces externalités spatiales se combinent dans les territoires au regard de la dichotomie Marshall-Jacobs. L'originalité de notre étude réside également dans la prise en compte d'une définition élargie de la firme qui intègre la localisation de tous ses établissements. Basé sur un ensemble de données d'entreprises industrielles françaises et deux indicateurs pour évaluer la spécialisation et/ou la diversification des zones d'emploi en France, nous testons l'impact du profil spatial de la firme sur sa performance innovatrice. Innovation Externalités spatiales Économies d'agglomération Firmes multi-établissements Industrie française Quotient de localisation GALLIANO D., MAGRINI M.-B. und TRIBOULET P. Marshall-und Jacobs-Externalitäten bei der Innovationsleistung von Firmen: der Fall der französischen Industrie, Regional Studies. In diesem Beitrag wird der Einfluss verschiedener Arten von räumlichen Externalitäten im Zusammenhang mit dem Standort von Firmen auf ihre Innovationsleistung analysiert, und es wird untersucht, wie sich diese Externalitäten in den Gebieten hinsichtlich der Marshall-Jacobs-Dichotomie miteinander kombinieren. Die Originalität dieser Studie liegt auch in der Verwendung einer breiteren Definition des Begriffs der Firma begründet, bei der der Standort von allen ihren Niederlassungen berücksichtigt wird. Ausgehend von einem Datensatz französischer Industriefirmen und von spezifischen Indikatoren zur Bewertung der Spezialisierung und/oder Diversifizierung der Beschäftigungszonen werden die Auswirkungen des räumlichen...
“…Traditionally, two variables have been studied: population density and the percentage of the urban population. The presence of an urban population has been considered to have a positive relationship due to the knowledge spillovers and network effects associated with ICT use by firms (Billon et al , 2009; Domenech et al , 2014; Galliano et al , 2011), and with patenting activity (Vinciguerra et al , 2011), although the evidence is less conclusive when considering ICT use by households (Billon et al , 2008; Prieger, 2013; Schleife, 2010; Stiakakis et al , 2010; Vicente and López, 2011). A similar situation is found in studies on the role played by population density.…”
Section: Conceptual Framework and Empirical Evidencementioning
Purpose
The purpose of this paper is to investigate the existence of patterns that combine innovation and information and communication technologies (ICT) use, and the factors explaining them in the European Union.
Design/methodology/approach
The authors use data for firms and households at the regional level in the EU-27. Factorial and cluster analyses are used to the determine combined patterns for both dimensions and to elaborate a taxonomy of the European regions, respectively. Finally, the multiple discriminant analysis serves to identify the factors that characterize the patterns detected.
Findings
The results show the existence of three regional clusters that capture different combinations of patenting and ICT use. Research and development (R&D) expenditure in the business sector, government quality, gross domestic product per capita, the number of researchers, and employment by the highest level of education attained are the key variables explaining the disparities in innovation and ICT use in the European regions.
Research limitations/implications
The conclusions point to the key role played by business R&D and knowledge resources within an institutional framework that facilitates actions oriented to benefiting regions through both knowledge creation and knowledge diffusion derived from the combined activities of innovation and ICT use.
Originality/value
The paper provides for the first time a characterization of the European regions that jointly considers innovation and ICT use. It also contributes to the literature by exploring differences in ICT use by households and firms, and the factors explaining them. The study can provide new insights into the design of public policies that may consider the common factors that explain combinations of innovation and technology use.
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