Measurement and characterisation of the Digital Divide of Spanish regions at enterprise level. A comparative analysis with the European context

Until now, a reduced number of research is observed on the adoption and use of ICTs in enterprises and on the digital divide (DD) between them at regional scale in Europe. What is meant by DD are the differences in the levels of digital development of the enterprises; being the digital development the degree of adoption and use of ICTs and e-commerce by the firms. The aim of this piece of work is to characterise and measure the DD in the Spanish regions and those in the countries of the European Union based on the data of their enterprises with more than 10 employees which have used ICTs. The methodology is developed in the following stages: 1) Construction of a synthetic index of digital development (Enterprise Digital Development Index –EDDI-) for countries in the EU and Spanish regions. The production of this index is carried out based on the factors obtained with the factor analysis (FA) with the aim of identifying the key variables which define the different EDDI components. These variables come from the “Community survey on ICT usage and e-commerce in enterprises” of Eurostat. 2) Classification of Spanish regions into the groups of European countries with a similar level of EDDI components based on the discriminant analysis. Those groups are previously obtained by using cluster analysis. And 3) Comparative analysis of the DD between the Spanish regions and those in countries of the EU based on EDDI components and the identified groups. The study provides a synthetic index (EDDI) at European scale comprising 3 dimensions which permits obtaining: i) a ranking from more to less digital development of countries and regions permitting the measurement of the DD among them is established; and ii) a typology of European countries and Spanish regions is defined according to the 3 dimensions of EDDI. The main results of this piece of work show that the Spanish regions at enterprise level: i) are in a medium or higher level of digital development than their European counterparts, presenting, furthermore, a lower DD between them in relation to what happens in European countries; ii) stand out for having a higher digital inclusion than European countries in the ICTs related to infrastructures of internet access and for the interaction with the public authorities; and iii) have a digital development deficit in the integration of ICTs for e-commerce.     

New insights from a multilevel approach to the regional digital divide in the European Union

This paper contributes to the literature on digital divide by analysing regional- and country level determinants of the regional digital divide in the EU, based on panel data and using the multilevel analysis- the three level random slope model. The results indicate that only a mix of effective regional and national measures could mitigate the regional digital divide in the EU. Stimulating regional economic growth, increasing the tertiary education attainments, boosting R&D expenditure, and discouraging early leaving from education are regional- and national level policy measures that are found to successfully reduce the regional digital divide in the EU.     

Drivers and barriers to cross-border e-commerce: Evidence from Spanish individual behavior

This paper explores the determinants of the individual's decision to perform cross-border e-commerce (CBeC). The European Union (EU) is especially interested in the promotion of CBeC because it is an important tool in its strategy to achieve the Digital Single Market in Europe. In this paper official data is used from a representative survey of 16,209 individuals on ICT usage by households and individuals that was carried out in Spain by the National Institute of Statistics (INE) for the year 2016. Using a standard neoclassical utility maximization framework, and logistic regression techniques, the results show that being a male is positively related to the probability of practicing CBeC. Education is positively and significantly related to the probability of being involved in CBeC with EU countries. Computer and Internet Skills are significant and positive factors in explaining CBeC (either with EU countries or with the rest of the world). The variable “how often the consumer sees other customer reviews before buying online”, has a positive effect. Foreign nationality also increases the likelihood of using CBeC. To promote CBeC in Spain measures towards developing digital skills, Internet trust and use of online information reviews of goods and services are discussed.     

The effect of the digital economy on services exports competitiveness and ternary margins

In the era of the digital economy, improving the level of information and communications technology (ICT) development is an important measure for achieving the high-quality development of the services exports. This study constructs a comprehensive development index for the digital economy based on the United Nations Conference on Trade and Development Statistics Database (UCTADstat) to calculate the services exports competitiveness of 75 countries (regions) around the world from 2010 to 2019 and conducts ternary margin decomposition. The study empirically verifies that the digital economy promotes the competitiveness of services exports, not only driving intensive growth of quantity margin and price margin but also enhances the expansion growth of category margin. Heterogeneity analysis reveals that the effect of the digital economy on improving low- and middle-income countries' services exports competitiveness and industries with low ICT intensity is more significant than that of high-income countries and high ICT-intensity industries. The impact of the digital economy on the ternary margin of countries’ different income levels and ICT-intensity sample groups exhibits differentiated estimation results. The conclusions of this study provide novel explanations regarding the effects of the digital economy in improving services exports competitiveness and new perspectives and evidence for strategic policymaking.     

Fruit and vegetable access to EU markets: Dissecting tariffs faced by Mediterranean countries

This paper analyzes the access of Eastern and Southern Mediterranean countries to the EU fruit and vegetables market and provides a measure of the level of preferences from which they benefit. To take into account the complexity of EU protection in the F&V sector, in particular the seasonality of protection and the Entry Price System, we conducted our analysis at a very disaggregated level (eight digits of the nomenclature, monthly data). We showed that, on average, Mediterranean countries do have significant preferences compared to other countries exporting to the EU. However, the magnitude of the preferences differs among countries; Morocco has the highest preference, while Syria and Israel have the lowest. We simulated a multilateral reduction in the MFN tariffs (as planned in the Doha Round) and showed that this would reduce the heterogeneity within the zone by more strongly eroding the preferences of the most advantaged countries. The classification of Entry Price products as sensitive products would either benefit or have no effect on most Mediterranean countries.     

Can competition-enhancing regulation bridge the quality divide in Internet provision?

About 3.5 billion individuals, half of the world's population, were estimated to be using the Internet in 2017. However, their ability to use services such as cloud computing, VoIP, media streaming, high-frequency trading, network gaming, video conferencing and telemedicine, are sensitive to the network quality of service (QoS). We examine the effects of pro-competition regulation on Internet QoS - a measure of digital divide - using 23 indicators of competition from a panel of 160 countries covering 2008–2016. We find that pro-competition regulations had a stronger positive effect on QoS in developed countries compared to developing ones. A one-point increase in the pro-competition score increases QoS, measured as average connection speed, by at least 200 kbps in developed countries. Our results control for supply and demand factors, as well as country-fixed effects. The results are also robust to different measures of average connection speed. We attribute this variation to difficulties in the contracting environment in developed and developing countries, consistent with Levy and Spiller (1996). Countries with better institutional endowments – associated with developed economies - are better able to design and enforce complex regulatory contracts compared to developing countries. Ironically, this means that more pro-competition rules on paper will not necessarily narrow the digital divide between developed and developing countries and that there is a need to consider minimum quality standards as a means to effect improved Internet QoS.     

The role of supplier performance in building customer trust and loyalty: A cross-country examination

Building trust in buyer–seller relationships is a focal issue in relationship marketing. However, there are mixed results concerning the performance outcomes of trust. Also, no attention has been given to linking supplier performance aspects to the development of trusting relationships. In this study we propose a conceptual model of supplier performance drivers and customer loyalty consequences of trust in supplier–organizational customer relationships. We test the model relationships using data from three different countries, namely, France, Hungary, and the U.K., in an effort to assess the extent to which the development and outcomes of trust are consistent across different countries. The results suggest that supplier performance in product quality and sales service quality is conducive to trust building across all three countries. Supplier performance in technical repair service support enhances trust in the market contexts of France and Hungary, but has no significant effect in the case of the U.K. Nonetheless, supplier performance in complaint handling has a positive effect on trust in the U.K. and French contexts, but no link is established in the context of Hungary. Further, the results show that trust enhances customer loyalty across all countries. Moreover, we find that firm size negatively moderates the trust–loyalty relationship in all the countries, with this link being not significant among larger firms in France and Hungary. The results have important theoretical and practical implications for international relationship marketing.     

The impact of the European Novel Food Regulation on trade and food innovation based on traditional plant foods from developing countries

The stringent food safety assessment for novel foods required by the European Union’s Novel Food Regulation (NFR) places a high burden of proof on those bringing traditional food products to the EU market not consumed in the EU prior 1997. The regulation has emerged as a non-tariff trade barrier for heritage foods from developing countries that are viewed as “exotic” from the EU perspective. We show how the regulation has discouraged investment in supply chains and market development, and how this negatively affects income generation and rural poverty alleviation in developing countries. Focusing on plant-derived foods, this paper proposes to recognize traditional exotic foods in current EU law as a food category sui generis with food safety evidence requirements being proportionate to the risks they may pose. We argue that development activities promoting export food chains must increasingly accommodate legitimate food safety concerns about neglected food species in project design and seek to generate data to enhance regulatory acceptance in target markets.     

The multidimensional effect of financial development on trade in Africa: The role of the digital economy

The issue of how financial development affects international trade has gained much attention in the literature, both theoretical and empirical, without investigating the various transmission channels of financial development on international trade. Significantly, how the digital economy modulates the effects of financial development on trade remains unexplored. Our study addresses these research gaps using panel data from 47 African economies spanning 1990 to 2019. Our findings based on the dynamic system GMM approach show that the direct impacts of financial development and the digital economy have been crucial in driving international trade in Africa in the short and long runs. Second, in the short and long runs, the digital economy serves as a vital channel through which financial development has the most significant impact on trade in Africa. Third, the robustness checks by excluding countries endowed with natural resources in Africa provide robust evidence that digital technology and finance matter for trade. Further, the study discloses an important novelty in that the marginal effects on trade increase when financial development in Africa interacts with the digital economy. In light of these findings, we conclude that policy reforms should focus on policies that encourage the development of the digital economy and its use in the financial sector in Africa.     

Job creation and job destruction in EU agriculture

This is the first paper to study job creation and destruction in EU agriculture. We disaggregate gross employment patterns and net job flows into detailed intra-sectoral labour adjustment dynamics based on a unique EU-wide farm level panel dataset for 1990–2005. We find that: (1) job creation and destruction rates in EU agriculture are comparable to other sectors; (2) there is some evidence of ongoing substitution of family labour for hired labour; (3) there are important differences in job creation and destruction rates between different Member States; (4) these differences can be attributed to structural differences across countries, sectors and farm types; (5) time variation of job reallocation fluctuates countercyclically; and (6) idiosyncratic effects are the main driver of time variance in job reallocation.     

The end justifies the definition: The manifold outlooks on the digital divide and their practical usefulness for policy-making

Based on the theory of the diffusion of innovations through social networks, the article discusses the main approaches researchers have taken to conceptualize the digital divide. The result is a common framework that addresses the questions of who (e.g. divide between individuals, countries, etc.), with which kinds of characteristics (e.g. income, geography, age, etc.), connects how (mere access or effective adoption), to what (e.g. phones, Internet, digital TV, etc.). Different constellations in these four variables lead to a combinatorial array of choices to define the digital divide. This vast collection of theoretically justifiable definitions is contrasted with the question of how the digital divide is defined in practice by policy makers. The cases of the United States, South Korea, and Chile are used to show that many diverse actors with dissimilar goals are involved in confronting the digital divide. Each of them takes a different outlook on the challenge. This leads to the question if this heterogeneity is harmful and if countries that count with a coherent national strategy and common outlook on digital development do better than others. It is shown that the effect of a coherent vision is secondary to tailor-made sector-specific efforts. On the contrary, a one-size-fits-all outlook on a multifaceted challenge might rather be harmful. This leads to the conclusion that it is neither theoretically feasible, nor empirically justifiable to aim for one single definition of the digital divide. The digital divide is best defined in terms of a desired impact. Since those are diverse, so are the definitions of the challenge. The best that can be done is to come up with a comprehensive theoretical framework that allows for the systematic classification of different definitions, such as the one presented in this article.     

Digital divide and financial development in Africa

This paper analyses the influence of the digital divide on the new IMF financial development index on a panel of 34 African countries over the period 2005–2017. Using the instrumental variables technique, we arrive at the main result that ICT divide is a severe handicap for the financial systems development in Africa. The use of financial development sub-indices relating to financial institutions and financial markets, as well as their dimensions confirms the negative effect of the digital divide. Our result remains stable when we use alternative measures of financial development and ICT indicators. Furthermore, we found that the digital divide between countries is also a severe handicap for the financial development of countries lagging behind. On the other hand, countries with a technological lead or a digital dividend have relatively developed financial systems. Some recommendations have been suggested to promote digital penetration in Africa, as well as to improve the receptivity and flexibility of African financial systems.     

Total factor productivity enablers in the ICT industry: A cross-country firm-level analysis

Advancements in productivity in the digital economy constitute an important engine for economic growth. What drives productivity dynamics in the information and communication technology (ICT) sector? This study examines the productivity dynamics of ICT firms across countries from the perspective of corporate balance sheets. We study the effects of intangible assets and leverage on productivity growth using firm-level panel data from five industrialized countries. We find that intangible assets positively affect the total factor productivity in the ICT sector. The positive effect of intangible assets on total factor productivity growth is larger for ICT manufacturing firms than for ICT service firms. We also find that leverage has a positive relationship with total factor productivity development in the ICT sector. In addition, our empirical results substantiated that productivity is catching up to the technological frontier. Furthermore, larger firms and/or younger firms generally show higher total factor productivity growth than their peers. Economies of scale are more prominent in the ICT service sector than in the ICT manufacturing sector. Our findings contribute to the understanding of cross-country productivity dynamics in the ICT sector at the firm level in the digital economy.     

Factors affecting the sustainability of telecentres in developing countries

Due to rapid technological changes, governments in developing countries have paid special attention to sustainability. However, understanding insights into the sustainability of telecentres remains an open question. This paper aims to fill this gap. We conducted a case study in Vietnam by using both qualitative and quantitative data. We used the Kumar and Best's (2006) model as our theoretical lens to analyse the sustainability of telecentres in Vietnam. The paper finds that telecentres have shifted their concept to provide a wide range of services, both online and offline. The paper indicates that technological, political, and social sustainability are important for the sustainability of telecentres. The paper recommends that we should take the role of state-owned enterprises and the digital transformation into consideration to sustain telecentres. Furthermore, the paper indicates the mutual relation between political and technical sustainability with social sustainability that has not been yet unveiled in the prior literature.     

Evaluation of the opportunity cost of the spectrum: Application to the digital dividend

The transition to digital television transmission (DTT) creates an opportunity for revising the current allocation and use of the spectrum, and for enhancing its efficiency. The fairly large amount of spectrum that will be freed up in the analog TV switch-off is known as the digital dividend. Many EU countries have decided to partially allocate these frequencies, through market mechanisms, to mobile use, but a large fraction of the dividend is supposed to remain in the hands of broadcasters. An efficient management of the spectrum requires that the use of this resource should be supported through appropriate incentive policies. This paper presents a techno-analytical approach to evaluate the opportunity cost of using a spectrum portion within the digital dividends’ bandwidths, for example around 800-900 MHz, for both DVB-T and UMTS services, specifically addressing the extraordinary rise in the use of mobile broadband in the European context. The methodology is then applied to Italy to derive a baseline for administered prices reflecting the cost of spectrum use. Results obtained are then compared with existing evidences from other studies and Countries’ experiences.     

Potential economic impacts of zero thresholds for unapproved GMOs: The EU case

As the pipeline of new biotech crops has continued to expand, regulatory approvals of such crops across different countries have become less synchronized. As a result, some biotech crops can be cultivated in one or more countries but may not be approved for use in others. Under such circumstances, small amounts of unapproved biotech crops can be found in the food/feed supplies of some countries and under zero threshold policies they must be withdrawn and can lead to market disruptions. In this paper we examine the potential economic implications of regulatory asynchronicity and zero threshold policies for unapproved GMOs using the EU as a case study. To measure the potential economic impacts from possible trade disruptions between the EU and its major suppliers of soybeans, we develop a spatial equilibrium model and examine alternative scenarios where bilateral trade flows are set to zero. From our analysis we find that when asynchronous approvals become a systemic problem leading to trade disruptions with multiple trading partners the impacts can be severe. For instance, we find that if the EU were to stop imports from its three main suppliers the US, Brazil and Argentina, it would pay roughly 220% more for soybeans, 211% more for soybean meal and 202% more for soy oil.     

Characterizing and comparing the evolution of the major global economies in information and communication technologies

In this paper, we characterise and compare status and evolution of the ICT industry of the six major global economies in ICT: China, the EU, Japan, Korea, Taiwan and the USA. For this, we employ official data covering the period 2006–2009. Our analysis shows that although the EU is the largest economy of the world, it is the least ICT-specialised economy of all six major ICT economies. The USA is clearly the top global player in ICT in many respects. In both ICT Manufacturing and ICT Services it has the largest Value Added, BERD, BERD intensity and labour productivity. We further observe that China has, by far, the largest number of employees in both ICT Manufacturing and Services, while its level of ICT BERD remains low. China is however an emerging economy and economic indicators of its ICT sector have strongly grown from 2006 to 2009. Japan׳s ICT sector has a larger weight in the national economy than those of the USA, EU, and China. Moreover, it is the country from which the highest number of ICT patent applications originate. We also find that, of all six major global economies in ICT, Taiwan and Korea have the most ICT-specialised economies, with a strong orientation towards Manufacturing. Finally, we discuss selected results of our analysis and conclude the paper with tentative policy implications for the EU.     

Determinants of mobile broadband use in developing economies: Evidence from Sub-Saharan Africa

Broadband is seen as a vector of economic growth and social development. In the developing world, mobile technologies are widely adopted and mobile broadband is progressively rolled-out with high expectations on its impact on the countries’ development. We highlight what the determinants of mobile broadband use are in four Sub-Saharan countries. Using micro-level data coming from household surveys over 5 years, from 2013 to 2017, we show that SIM card ownership and being part of an online social community has a strong positive impact on mobile broadband use. We also highlight a positive correlation between digital inclusion and financial inclusion as mobile money users and bank account users are found to be more inclined to use mobile broadband. However, beyond apparent similarities, mobile broadband is used in different ways according to countries specificities. For instance, among the non-mobile owners in Nigeria, the unemployed are the most likely to use mobile broadband, most probably for job search practices, while it is rather used by students for information gathering in other countries. Finally we show that those excluded from mobile broadband use are the eldest, those with the lowest level of education, and women.     

Is better access to mobile networks associated with increased mobile money adoption? Evidence from the micro-data of six developing countries

In several developing countries in Sub-Saharan Africa, accessibility to digital financial services is increasing because of the development of mobile money services. People previously excluded from the financial system have started to have access to financial services such as receiving and sending remittances, saving, and borrowing. This study examines the effect of network accessibility on the use of mobile money in six developing countries (Bangladesh, Kenya, Nigeria, Pakistan, Tanzania, and Uganda) using GPS information on each household and mobile phone network coverage maps. We find that among these six countries, network accessibility is associated with the use of mobile money in a robust way only in Pakistan and Tanzania. In those two countries, when a household location becomes 10 km closer to the center of the area with multiple mobile networks, the probability of using mobile money increases by 10 percent. In the other countries, we did not find a robust relationship between the use of mobile money and network accessibility. This suggests that increasing network accessibility may not be an efficient method for increasing mobile money adoption in certain countries. The fact that mobile money use rates differ between Tanzania and Pakistan also suggests that the effect of mobile networks is unrelated to the overall level of mobile money adoption.     

Infrastructure investment on the margins of the market: The role of niche infrastructure providers in the UK

Across Europe, policymakers and market forces are striving to deploy next generation access (NGA) networks and ensure ubiquitous access to superfast broadband services. Due to scale economies and sunk costs, the roll-out of NGA is expected to be profitable only for large-scale providers and in densely populated areas. Nonetheless, alternative providers, such as utilities and local communities, have significantly contributed to NGA diffusion in many countries. Over the past five years, several small-scale initiatives have emerged in the UK, bringing fibre networks to urban and rural areas previously overlooked by either commercial or subsidised deployments. A multiple case study approach is employed here to explore the nature and the drivers of niche providers in the UK NGA market. All these initiatives are demand-driven and to follow a modular approach. Despite adopting different business models, they all rely on the resources inherited from past broadband initiatives and relationships with local partners. By investigating the strategies of niche providers in NGA market, this analysis sheds light on their contribution to bridging the digital divide in the UK and is presented as a preliminary assessment of their sustainability and potential growth.