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The use of technology in 4th industrial revolution is at its peak. Industries are trying to reduce the consumption of resources by effectively utilizing information and technology to connect different functioning agents of the manufacturing industry. Without digitization “Industry 4.0” will be a virtual reality. The present survey-based study explores the factual status of digital manufacturing in the Northern India.

After an extensive literature review, a questionnaire was designed to gather different viewpoints of Indian industrial practitioners. The first half contains questions related to north Indian demographic factors which may affect digitalization of India. The latter half includes the queries concerned with various operational factors (or drivers) driving the digital revolution without ignoring Indian constraints.

The focus of this survey was to understand the current level of digital revolution under the ongoing push by the Indian government focused upon digital movement. The analysis included non-parametric testing of the various demographic and functional factors impacting the digital echoes, specifically in Northern India. Findings such as technological upgradations were independent of type of industry, the turnover or the location. About 10 key operational factors were thoughtfully grouped into three major categories—internal Research and Development (R&D), the capability of the supply chain and the capacity to adapt to the market. These factors were then examined to understand how they contribute to digital manufacturing, utilizing an appropriate ordinal logistic regression. The resulting predictive analysis provides seldom-seen insights and valuable suggestions for the most effective deployment of digitalization in Indian industries.

The country-specific Industry 4.0 literature is quite limited. The survey mainly focuses on the National Capital Region. The number of demographic and functional factors can further be incorporated. Moreover, an addition of factors related to ecology, environment and society can make the study more insightful.

The present work provides valuable insights about the current status of digitization and expects to facilitate public or private policymakers to implement digital technologies in India with less efforts and the least resistance. It empowers India towards Industry 4.0 based tools and techniques and creates new socio-economic dimensions for the sustainable development.

The quantitative nature of the study and its statistical predictions (data-based) are novel. The clubbing of similar success factors to avoid inter-collinearity and complexity is seldom seen. The predictive analytics provided in this study is quite elusive as it provides directions with logic. It will help the Indian Government and industrial strategists to plan and perform their interventions accordingly.

The purpose of this paper is to assess the present situation in the development of indigenous digital libraries in India. The study aims to evaluate different retrieval features of Indian digital libraries, especially those provide access to multilingual and multimedia documents.

For this study, eight digital libraries originated in India, which are available in 24×7 timeframe and accessible worldwide through the internet, have been identified and selected. The retrieval features and other information on these digital libraries have been collected mostly from their respective websites and from other published literature, annual reports, etc.

The paper finds that Indian digital libraries provide universal access to informative and culturally rich digital content related to South Asian region. The digitisation efforts in Indian institutions make these digital libraries operational.

The institutional repositories and open access archives of Indian institutions that give access to the current research literature are not included in this study, because their retrieval features are mostly similar to each other as they use either DSpace or GNU EPrints open source software.

Indigenous digital libraries in India provide universal access to information and knowledge related to culture and heritage of people of South Asian counties. This study gives an insight on how diverse contents are integrated and disseminated to the end‐users in a user‐friendly manner. This study also indicates research initiatives on different aspects of multilingual contents in this region.

No such evaluation on Indian digital libraries has been done from the perspective of information retrieval features. This study will generate new knowledge in area of indigenous digital libraries in a developing country like India. This study is also an attempt to popularise Indian indigenous digital libraries among the world community.

The purpose of this research is to identify and evaluate the collections within digital libraries and repositories in India available in the public domain.

The digital libraries and repositories were identified through a study of the literature, as well as internet searching and browsing. The resulting digital libraries and repositories were explored to study their collections.

Use of open source software especially for the creation of institutional repositories is found to be common. However, major digital library initiatives such as the Digital Library of India use custom‐made software. The collection size in most digital libraries and repositories is in a few hundreds.

The paper highlights the state of digital libraries and repositories in India in late 2007.

The paper is the first of its kind that attempts to identify and evaluate digital libraries and repositories in India. It also gives a comprehensive listing of digital libraries and institutional repositories in India available in the public domain.

This study aims to endeavor to explore the extent of gender digital divide(GDD) in Uttar Pradesh (U.P., IT-Hub of North India), a most populous state of India, with a particular focus on the first and second order of digital divide, including availability, access time and use of the internet.

The authors have adopted stratified multistage sampling procedure for this research and conducted an empirical study on the data set of 600 respondents of six districts of U.P. to perform the inter-regional analysis. Furthermore, χ² method has been used to reveal the factors responsible for the GDD among selected districts of UP.

Statistical results clearly indicate that out of 12 sub-districts, most of the districts suffered from first order as well as second order of GDD, and this gender disparity within an increasing digitization environment is due to the existence of exclusion from basic technological skills, social norms and financial constraints.

The results have implications for the U.P. Government in general and policymakers behind digitization projects in particular as well as the promoters of gender equality including researchers and fellows.

This study is the first to illustrate the orders of the digital gender gap in a developing economy such as India and to gain an insight into the factors behind it. This research will also consider a promising avenue for future work.

According to the Government of India’s Ministry of Labour and Employment Report (2015), almost 90% of the Indian workforce can still be categorized as informally employed, generating approximately 50% of the national product. Challenges with data availability have made a rigorous analysis of the informal economy in India often difficult and inadequate for policy formulations. This study aims to fill the gap by providing an empirical analysis of the informal economy in India using micro-data from the World Bank’s Informal Enterprise Surveys.

The authors contribute by empirically testing the association between the adoption of digital technology (payments) and firm performance proxied by firm sales. Matching models are used to mitigate sample selection bias arising out of simultaneous sample selection.

The results suggest that the participation in digital platforms, namely, use of digital payment instruments, is associated with higher sales for firms. The results of this study also show that adoption of digital payments helps in both situations – whether a firm has been using digital technology or has just started using it since the outbreak.

More in-depth data over time, spanning across more cities of India, is needed to conduct a further detailed investigation.

The results should allow policymakers in India to reconsider youth-centric and women-centric business needs, even within the informal sector, which does not often enter the purview of the government but remains responsible for the growth and sustenance of 90% of the country’s workforce. If further research on this issue could engage with the impact of demonetization of currency in 2016 as a lagged shock on sales and reestimate subsequent growth, it would perhaps offer a wider spectrum of how the performance of the informal economy in India affects the entire economy, which has over the last four years and before the onset of Covid reported slower growth.

Productivity is measured in terms of sales of informal firms in India in a regular month or in recent period like last month. Adoption of technology such as making payments using digital platforms can enhance productivity of firms by lowering standard transaction costs and time spent for visiting banks or financial institutions. Albeit not extensively, the literature has investigated digital technology adoption in the context of firms achieving comparative advantage (D’Ippolito et al. 2019; Scuotto et al. 2017), firms generating value creation (Magistretti, Dell’Era and Petruzzelli, 2019), and in helping with strategic initiatives and agility of firms (Ghezzi and Cavallo, 2018; Piccoli and Ives, 2005). Nonetheless, it would incur certain fixed costs, including acquiring skills and awareness, to manage digital platforms. In addition, physical access to instruments such as smartphones or computers and internet connectivity are prerequisites for productivity enhancements. Firms belonging to the informal sector in India generally face these challenges but may also benefit significantly following successful adoption. To the best of the authors’ knowledge, this is the first study to conduct a preliminary empirical analysis of the impact of digital technology adoption on the performance of informal sector firms in India.

With the growth of number of smart phone users in India, digital interfaces such as android applications are easy to access and operate. While conventional websites have been in existence over the past few decades, government schemes as well as non-government entities have emerged over the recent years that create opportunities for connecting digital interfaces with cultural heritage tourism. The purpose of this study is to attempt to cover the various facets of interaction between the two dimensions, in an attempt to identify possibilities in the near future.

The research process included review of government scheme guidelines and proposal documents, and various digital interfaces as available on the World Wide Web and in the form of mobile applications. The data collection and analysis process included interviews with the founders of two mobile application developing start-ups in India.

India is positioned to take the leap into the creating unparalleled visitor experiences and opportunities for local communities and other stakeholders through use of technology and digital interfaces that can sustain the cultural heritage resources and create new developmental models that have not been possible otherwise. The need is to create synergies across the various opportunities, not only though time bound schemes and projects but embedding the same into the heritage management and governance model.

This paper provides an insight into the issues and opportunities in developing digital interfaces towards enhancing cultural heritage tourism in India.

This paper aims at analysing the socio-economic characteristics, mobile phone ownership and banking behaviour as key determinants of digital financial inclusion in India.

This study is based on the Global Findex Survey of the World Bank covering 3,000 adult individuals in India. Simple statistical tools such as descriptive statistics, chi-square test and regression analysis with a marginal effect have been used for the data analysis.

About 35.2% of respondents have reported using digital financial services in the country. There is a significant association between the socio-economic profiles of individuals with the adoption of digital financial services in terms of gender, age, education, occupation and income. The marginal effect indicates that socio-economic factors, mobile phone ownership and banking behaviour of individuals towards borrowings and savings have indicated significant influence on digital financial inclusion. The analysis depicts that male with higher age, education, working status and higher income are more likely to adopt digital financial services. Further, individuals with mobile phone ownership and utilising banking in terms of borrowings and savings are more likely to adopt digital financial services.

As digital banking services have emerged as a preferred channel for financial service delivery, this study provides timely insights on developing user driven-strategies for promoting digital financial services.

Socio-economic characteristics, mobile phone ownership and banking behaviour are critical determinants of financial inclusion, so assessing its implications in the era of digitisation becomes imperative.

The peer review history for this article is available at: https://publons.com/publon/10.1108/IJSE-10-2022-0673.

The Covid-19 pandemic encourages organized structures across health sectors to react to the outbreak and digital health technologies have been identified as promising pillars to respond to the outbreak across the globe. The purpose of this study is to address the scoping review aimed at identifying the innovative entrepreneurial opportunities in digital health-care ecosystems. The study highlights the barriers to digital health in developing countries. The study is a forum for the introduction of entrepreneurship prospects in the Indian sense through other foreign readers in developing countries.

This archival study highlights topical literature to explore successful ways of improving market potential in developed countries with respect to digital health. The research offers insights into how a digital health environment could be applied, provides a trajectory that concentrates on key skills and a creative approach.

Health service providers require developing their competency and skills to accelerate and enhance their entrepreneurial opportunities. Social network dynamics analyzes are particularly helpful in modeling pandemic trends and in tracking post-pandemic digital health needs. The acceptability of digital solutions has to be confronted across developing countries especially in rural areas and a collective public health benefit in form of entrepreneurship to serve the society.

The research temporarily indicates a creative solution to entrepreneurship in developed countries that can be applied in today’s digital arena.

To raise public understanding of the advantages of digital health systems in developed regions, health education and promotion campaigns should be focused. The idea analysis can be useful benchmarks for policymakers rather than digital health jurisdictions. The post-pandemic provides developed countries a great opportunity for advanced technology to expand connectivity and networking to digital health entrepreneurship.