An index for cross-country analysis of ICT infrastructure and access

The purpose of the present article is to devise an index for measuring and analyzing the divide among countries in the area of information and communication technology (ICT) infrastructure and access. Understanding the fact that there are many factors influencing the digital divide, this research is not intended to measure the digital divide in terms of different inequalities, but it rather attempts to take only one of the most important of these factors (maybe the most important of them) into consideration for measuring and analyzing divide between countries, that is, ICT infrastructure and access. In contrast to the majority of the indices in this context, the proposed index is built upon defining and conceptualizing ICT infrastructure and access. In addition, the index uses core ICT indicators on which the international community and experienced modelers have consensus that they measure the information society suitably. Therefore, the index can be exploited as the basis and standard for internationally comparable statistics in ICT infrastructure and access area. Moreover, it is the second index based on core ICT indicators after the Digital Opportunity Index (DOI) that was developed by the International Telecommunication Union (ITU) in 2005. However, in the current article, using Data Mining methods, Markov Chain Monte Carlo (MCMC) (to impute missing data) and Multi-Stage Factor Analysis (FA) (for aggregating the indicators), many problems and limits of the existing indices, the DOI in particular, such as the lack of data for analyzing ICT infrastructure and access, use of equal weighting or experts’ opinions to aggregate the indicators, are avoided. Since this index is developed by statistical procedures, it is flexible, adaptable, and modifiable over time while it sustains its original structure. It is comprised of two main dimensions: ‘ICT access’ and ‘coverage of mobile and access tariffs’ and 10 indicators. Finally, comparing the proposed index with the other indices in this field and gross national income (GNI) per capita of 150 countries, this index is tested; then, it is utilized to measure and analyze the divide between countries in the two dimensions, different geographical areas, economic conditions, and levels of ICT infrastructure and access.     

ICT capital and labour productivity growth: A non-parametric analysis of 14 OECD countries

This paper uses a new set of country data for 14 countries, members of the OECD, and a non-parametric approach to provide new evidence on the impact of Information and Communication Technology (ICT) on labour productivity growth between 1995 and 2005. For the first time, in the present paper a bootstrap approach for the decomposition of labour productivity change, proposed by Kumar and Russell (2002), is employed. This approach permits to conduct statistical inference on the parameters of interest, and to analyse the effects of ICT technologies on capital accumulation. The results confirm the role of ICT as a general purpose technology that needs organisational and business process changes to fully exploit its growth opportunities. The paper also finds out, by applying a non-parametric test, that ICT technologies positively contribute to the generation of convergence clubs in the evolution of labour productivity. Finally, the empirical evidence offers some basic guidance for future policy intervention in supporting ICT capital investments.     

Do ICTs drive wealth inequality? Evidence from a dynamic panel analysis

Surprisingly, little is known about the cross-country effect of information and communication technology (ICT) on wealth inequality. At the same time, there is some tentative evidence suggesting that information and communication technology is positively correlated with income inequality. However, whether and how ICT affects wealth inequality is less explored, particularly because of the lack of reliable data on wealth inequality. This paper, therefore, fills this gap and contributes to this new literature by investigating the effect of ICT on wealth inequality in a sample of 45 developed and developing countries over the period 2000–2017. ICT is measured with six different indicators (including internet penetration, mobile penetration, ICT service exports, the ICT index, ICT quality, and ICT quantity), while wealth inequality is measured with three different indicators (comprising billionaire wealth to GDP, the Top 1% wealth share, and the Top 10% wealth share). The empirical analysis is based on the Generalised Method of Moments, and the results show that ICT increases wealth inequality. Furthermore, we show that democracy mitigates the increasing effect of ICT on wealth inequality. This result suggests that improving democracy in both developed and developing countries is an effective mechanism for mitigating the effects of ICT on wealth inequality. Therefore, we encourage efforts to implement democratic institutions that ensure respect for citizens' freedoms, greater democratic accountability, and executive constraints that allow for a more egalitarian distribution of wealth.     

Information and communication technologies and employment in developing countries: Effects and transmission channels

This study analyzes the effect of ICT adoption on employment in developing countries. The empirical analysis covers 70 developing countries over the 1996–2017 period. To better characterize the labor market framework in developing countries, the empirical analysis incorporates the impact of ICT adoption on underemployment and labor underutilization. Using panel data techniques, the results show that ICT adoption increases employment, underemployment, and labor underutilization in developing countries. The main transmission channels identified are FDI inflows, human capital, and economic openness. As the main policy implication, policymakers in developing countries should intensify investments in the ICT sector and develop policies conducive to FDI inflows, human capital development, and economic openness to address employment issues.     

Web-hosting market development status and its value as an indicator of a country's e-readiness

A country's e-readiness is essentially a measure of its business environment, a collection of factors that indicate how amenable a market is to Internet-based opportunities. An e-readiness assessment is based on several quantitative criteria, and among them the ICT market development indicators are considered as the most influential. Studies in the past have shown that the well-known indicators used for assessing the level of ICT market development in countries with emerging economy are not directly applicable. This paper provides another insight into the level of ICT market development in an emerging economy by analysing the adoption of web-hosting services in the country's business sector. The potential of such assessment to be as an indicator of the level of ICT development in a country is analysed. The underlying study of the web-hosting development was carried out as part of the European project WEBHOSTS. The approach applied and the findings were intended to be used as a decision support in locating and managing some of the risks in e-business development and potential investment by new entrants in a region that is accessing the developed part of Europe.     

The non-linear relationship between ICT diffusion and financial development

This research investigates the linear and non-linear effects of information and communication technology (ICT) diffusion on financial development for 81 countries over the period 1990–2015 by employing the generalized-momentum method (GMM) and panel smooth transition regression (PSTR). Some main conclusions are presented as follows. First, comparing the different effects of ICT on financial development between the high-income group and the middle- & low-income group, telephone and Internet positively influences both groups’ financial development, whereas mobile cellular causes a negative effect in high-income countries, but a positive effect in middle- & low-income countries. Second, the growth of the Internet and telephones raises the financial development in all regions, while mobile cellular growth positively affects financial development only in Africa. Finally, strong evidence appears that the PSTR models capture the smooth non-linear effects of ICT diffusion on financial development, in which the effect of ICT diffusion on financial development is positive in the lower level of ICT diffusion, but turns negative in the higher level of ICT diffusion.     

Harnessing digital technologies for poverty reduction. Evidence for low-income and lower-middle income countries

This paper contributes to understanding the relationship between ICT deployment and poverty alleviation in developing countries. It assess the digital technologies contribution to poverty reduction, through different channels of impact, like education, labor market, income and ICT-trade related activities.Using the sample of 40 developing countries between 1990 and 2019, it relies on macro data extracted from the World Bank Development Indicators (2021) and the World Telecommunication/ICT Indicators Database (2020). Methodological framework combines time trend analysis and locally weighted polynomial smoother, logistic growth model, and panel regression modelling techniques. Our major findings suggest growing ICT deployment, school enrolments, and increases in material wealth are significant drivers of poverty eradication in developing economies. However, the impact of digitalization on poverty is neither direct nor immediate. Therefore, we claim that national and local authorities, together with civil society must consider ICT as a key element of their broad development strategies.     

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.     

Urbanization and sustainable development for inclusiveness using ICTs

The arrival of information and communication technology (ICT) as well as the deployments of free and open-source software (FOSS) have brought hope to developing countries that the use of enabling technologies potentially mitigates the impact of global environmental and socio-economic crises, and it drive radical changes in a user's skills or culture. In 2019, with widespread territorial disparities, approximately 53.6% people were connected to the Internet worldwide. The majority of the offline user lives in the least developed countries, and only 19% of them use the internet, compared to 87% in developed nations. Sustainable development depends on successful management of open and inclusive urban development, especially in low-income and middle-income countries, where the fastest urbanization is expected to occur by the year 2050. The application of ICT enhances the independence, dignity, and equal opportunities of all people, thereby promoting their integration into society. An inclusive approach-based citizen participation is extremely important for building an inclusive society. Furthermore, this study highlights the current issues and challenges in developing countries, as well as the role of ICT in promoting socio-economic development, where it can serve as a catalyst for the implementation of the concept of sustainable urbanization. Considering the emerging socio-technological aspect, a framework for a sustainable socio-technical ecosystem is presented here to achieve economic independence and empowerment.     

Disparities in ICT adoption: A multidimensional approach to study the cross-country digital divide

This paper presents a cross-country study on the determinants of information and communication technology (ICT) diffusion using multivariate analysis techniques to capture the relative and multidimensional character of digital divide. Using canonical correlation analysis, the differences detected between groups of countries both in terms of ICT patterns and in terms of the factors explaining each are compared. The results provide the ability to distinguish between different patterns of ICT adoption that can be explained primarily by variables associated with differences in development levels. In countries registering higher levels of ICT adoption, the digitalization pattern is explained by GDP, service sector, education, and governmental effectiveness. In contrast, in developing countries, population age and urban population are positively associated with the ICT adoption, while Internet costs impact negatively. The results might be useful in finding and implementing the most suitable telecommunication and development policies for each case.     

Comparison of Chinese and Korean companies in ICT global standardization: Essential patent analysis

The latecomers from Asia—China and Korea—started to participate in information and communication technology (ICT) global standardizations as they accumulated technological capabilities. We observed the current situation of ICT global standardizations in those countries by analyzing the mobile communications standards, WCDMA and LTE, and derived interesting findings and meaningful implications from the analysis. First, this paper provides evidence of the differences in Chinese and Korean standard strategies; China is creating its own standard whereas Korea goes with global standardization. Second, this paper shows the subsequent results of the different strategies. In detail, we conducted an analysis based on (declared) essential patents in WCDMA and LTE. The results indicate that China and Korea hold a significant number of essential patents and their numbers compete with those of leading countries. However, the analysis shows that Korea accumulated domestic knowledge that enables the country to actively participate in standardization,but China still heavily relies on foreign knowledge, probably because China is attempting to create its own standard and accumulating knowledge takes a long time despite its efforts.Our findings have several implications for leading countries and other following countries.     

Factors affecting ICT adoption among rural users: A case study of ICT Center in Iran

Rural ICT centers are the initiative of the third millennium and widen the accessibility horizons of information and Communication Technology among disadvantaged groups of societies, and play a significant role in rural development processes. Adoption of new technology in rural Iran has been the main challenge and focal point of all agricultural extension activities since the modernization era of the 1950s. Consequently the rapidly growing gap between urban and rural economy has reinforced the critical role of ICT in creating an equal society. Identifying the factors which foster adoption of ICT is among the important challenges of alleviating digital divide. ICT centers attract different groups within rural communities and create a forum for unprivileged rural settlers to learn about and to use computer and internet. This paper attempts to identify the factors influencing the adoption of ICT in rural Gharn Abad's ICT center of Golestan Province. The sample included 218 individuals, who were selected by stratified random sampling method. Survey method was used, and data was analyzed by correlation as well as multiple regression techniques. Based on the results, the existence of ICT center itself, with various funding sources, reinforced the adoption regardless of the users' economic status. At the same time, the other factors such as individual, social, the households' informative & communicative, as well as the innovation related factors were found influential. This case study could be used as a sample for planning, establishing, and developing the ICT centers in the other similar situations.     

Development of telecommunication and broadcasting infrastructure indices at the global level

The importance of information and communication technology (ICT) in economic development has been increasing rapidly along with the Internet and mobile telecommunication networks. ICT development is becoming a main growth factor of many countries. As they realize the importance of the ICT industry, developing nations work to catch up with established economies. Therefore, many nations are formulating an ICT-enhanced policy. This paper introduces a number of telecommunication and broadcasting sub-indices, which include the fixed telephone network, the Internet, and mobile networks, which are aggregated into a composite Telecommunication Index (TI). The indices are computed using principal component analysis and human development type index methods. The country rankings, by different ICT-related indices, help identify the strengths and weaknesses of infrastructure development such that each country can foster economic growth. The performance of TI is compared with several other indices, such as the digital access, human development, and ArCo technology indices. The type of indices affects the country ratings. Results suggest that the parametric index approach may be preferred over those methods in which the subjective weighted summation of normalized variables used (non-parametric indices).     

Does ICT investment widen the growth gap?

This paper builds a model of cumulative growth to examine the dynamic interdependent relationship between Information and Communication Technology (ICT) investment and economic growth for a sample of 29 countries in the 1990s. We confirm the following facts: First, there is a positive correlation between ICT investment and economic growth. Second, non-ICT investment has as much influence on the growth gap as ICT investment. Third, those countries with a solid economic infrastructure and open trade regime experience more active ICT investments. Fourth, those countries with a comparatively lower productivity level can reduce the gap using knowledge spillovers from more advanced countries. Fifth, reinforcement of patent rights has a positive influence on economic growth by stimulating the accumulation of ICT capital. Finally, ICT investment does not have a strong interdependent relationship with economic growth, while non-ICT investment has a cumulative causal relationship with economic growth and plays a key role in the process of widening the growth gap.     

Technology policy for the knowledge economy: Public support to young ICT service firms

Public intervention in high-tech sectors is often advocated to resolve market imperfections that may possibly limit the viability of young high-tech enterprises. Although some European countries have adopted national government support policies that explicitly target this type of firm, in Italy and in other EU countries, there are no national support measures specifically designed for them. The paper focuses on the information and communication technologies (ICT) services sector in Italy. It aims to investigate whether both horizontal general-purpose direct support mechanisms at the national level and financial support measures provided by local administrative entities (which rarely have been specific to the ICT sector) permit an efficient allocation of public funds.     

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.     

Convergence and determinants of ICT development in case of emerging market economies

This paper aims to examine the convergence of ICT development in the case of 27 emerging market economies (EMEs) using annual data from 2000 to 2018. First, by employing Phillips-Sul (PS) panel convergence test, the results not only support the evidence of convergence in ICT development but also find convergence in the composition of ICT development known as ICT access and ICT use. Second, the study identifies factors such as per capita income, human capital, and FDI which significantly affect ICT development. Third, results based on stochastic conditional convergence reveal that EMEs countries are not only converging among themselves but also ‘catch-up’ to the OECD countries.     

ICT diffusion and production in ASEAN countries: Patterns,performance, and policy directions

ICT has become an increasingly crucial catalyst for economic development, but the transition to more sophisticated technologies is a challenging process requiring prudent vision, strategy, and policy. This paper investigates the dynamics of ASEAN countries’ performance on embracing the ICT revolution for development. Several findings stand out. First, ASEAN experienced a faster pace of convergence, compared to the rest of the world, in level of ICT diffusion over the past 10 years. Second, all ASEAN countries, including Singapore – the leading player, face increasing challenges in competing with income-level peers on ICT diffusion performance. ASEAN is a global hub of ICT hardware production and a fast-growing center of ICT services exports. In terms of revealed comparative advantage, ASEAN as an economy is strong in ICT hardware but remains weak in ICT services. The paper discusses policy insights drawn from the study and proposes a strategic policy framework to guide ASEAN’s concerted efforts to embrace the ICT revolution for development.     

Female participation in African labor markets: The role of information and communication technologies

This article investigates the effects of information and communication technologies (ICT) on female labor force participation in a sample of 48 African countries. We specify and estimate linear regression and dynamic panel data models with fixed effects (FE) and system-generalized method of moments (SYS-GMM) estimation over the period 2001–2017. The three main results are that ICT use (mobile phone and internet) significantly stimulates female labor force participation in Africa; this effect is enhanced by financial development and female education; the effect of ICT on female employment in Africa is strongest in the industrial sector. These results remain robust to the provision of social, cultural, and institutional variables.     

Different paths to universal access: The impact of policy and regulation on broadband diffusion in the developed and developing worlds

The authors examine the broadband digital divide by analyzing the impact of policy and regulation on broadband Internet diffusion. Their multiple regression analysis shows factors that determine broadband diffusion in technologically developed countries do not necessarily have the same impact in less developed countries. They show that in technologically developed countries, there is greater broadband diffusion in countries that make a higher financial investment in information and communication technologies (ICTs), have effective governing practices at the national level, have higher levels of education, and are more urban. In technologically developing nations, a competitive telecommunications sector and higher investment in ICTs lead to greater broadband diffusion, with investment having an even larger impact in the developing world than in the developed world. In addition, stronger democratic political institutions, higher levels of national income and lower levels of income inequality increase diffusion, but the presence of a national telecommunications regulatory authority has a negative impact. These results suggest that the path to widespread availability and use of broadband requires different strategies depending on a nation's level of technological development.