Skip to main content
Top
Published in: Social Indicators Research 1-2/2023

22-07-2023 | Original Research

Demographic and Economic Determinants of Digitalization in Healthcare: An Exploratory Analysis of the Italian Local Health Centers

Authors: Margaret Antonicelli, Michele Rubino, Filomena Maggino

Published in: Social Indicators Research | Issue 1-2/2023

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The last few years have seen an increasing attention of academics and professionals towards the evaluation of the impact of digitization in the healthcare sector. However, previous studies have mainly focused on the potential effects and benefits of disruptive technologies on the whole healthcare system and have not focused on the analysis of the fundamental parameters at the introduction of new computerised processes within this sector. This study investigates the demographic and economic determinants of digitisation, focusing on the population of Italian ASLs. To conduct the analysis, we adopt the Tobit model. The construction of a weighted composite indicator makes it possible to measure the level of digitization of individual healthcare organisations, highlighting the critical issues present within the variables that make up the indicator. Although the results confirm our hypotheses, some critical reflections emerge regarding the digitization policies adopted. This study offers important theoretical and practical implications and enriches the current literature on the topic of digitization in healthcare.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Afonso, A., & Jalles, J. T. (2016). Economic performance, government size, and institutional quality. Empirica, 43(1), 83–109.CrossRef Afonso, A., & Jalles, J. T. (2016). Economic performance, government size, and institutional quality. Empirica, 43(1), 83–109.CrossRef
go back to reference Agarwal, R., Guodong, G., DesRoches, C., & Jha, A. K. (2010). The digital transformation of healthcare: Current status and the road ahead. Information Systems Research, 21(4), 796–809.CrossRef Agarwal, R., Guodong, G., DesRoches, C., & Jha, A. K. (2010). The digital transformation of healthcare: Current status and the road ahead. Information Systems Research, 21(4), 796–809.CrossRef
go back to reference Ahlan, A. R., & Ahmad, B. I. (2014). User acceptance of health information technology (HIT) in developing countries: A conceptual model. Procedia Technology, 16, 1287–1296.CrossRef Ahlan, A. R., & Ahmad, B. I. (2014). User acceptance of health information technology (HIT) in developing countries: A conceptual model. Procedia Technology, 16, 1287–1296.CrossRef
go back to reference Ali, M. A., Alam, K., & Taylor, B. (2020). Determinants of ICT usage for healthcare among people with disabilities: The moderating role of technological and behavioural constraints. Journal of Biomedical Informatics, 108, 1–11.CrossRef Ali, M. A., Alam, K., & Taylor, B. (2020). Determinants of ICT usage for healthcare among people with disabilities: The moderating role of technological and behavioural constraints. Journal of Biomedical Informatics, 108, 1–11.CrossRef
go back to reference Alrahbi, D., Khan, M., & Hussain, M. (2021). Exploring the motivators of technology adoption in healthcare. Int. J. Healthc. Manag., 14(1), 50–63.CrossRef Alrahbi, D., Khan, M., & Hussain, M. (2021). Exploring the motivators of technology adoption in healthcare. Int. J. Healthc. Manag., 14(1), 50–63.CrossRef
go back to reference Appiah-Otoo, I., & Song, N. (2021). The impact of ICT on economic growth- Comparing rich and poor countries. Telecommunications Policy, 45(2), 1–15.CrossRef Appiah-Otoo, I., & Song, N. (2021). The impact of ICT on economic growth- Comparing rich and poor countries. Telecommunications Policy, 45(2), 1–15.CrossRef
go back to reference Balta, M., Valsecchi, R., Papadopoulos, T., & Bourne, D. J. (2021). Digitalization and co-creation of healthcare value: A case study in occupational health. Technological Forecasting and Social Change, 168, 1–12.CrossRef Balta, M., Valsecchi, R., Papadopoulos, T., & Bourne, D. J. (2021). Digitalization and co-creation of healthcare value: A case study in occupational health. Technological Forecasting and Social Change, 168, 1–12.CrossRef
go back to reference Baraldi, E., & Nadin, G. (2006). The challenges in digitalising business relationships: The construction of an IT infrastructure for a textile-related business network. Technovation, 26(10), 1111–1126.CrossRef Baraldi, E., & Nadin, G. (2006). The challenges in digitalising business relationships: The construction of an IT infrastructure for a textile-related business network. Technovation, 26(10), 1111–1126.CrossRef
go back to reference Barro, R. J. (1990). Government spending in a simple model of endogenous growth. Journal of Political Economy, 98, 103–125.CrossRef Barro, R. J. (1990). Government spending in a simple model of endogenous growth. Journal of Political Economy, 98, 103–125.CrossRef
go back to reference Berndt, E. R., & Morrison, C. J. (1995). High-tech capital formation and economic performance in US manufacturing industries: An exploratory analysis. Journal of Econometrics, 65, 9–43.CrossRef Berndt, E. R., & Morrison, C. J. (1995). High-tech capital formation and economic performance in US manufacturing industries: An exploratory analysis. Journal of Econometrics, 65, 9–43.CrossRef
go back to reference Berwick, D. M., & Hackbarth, A. D. (2012). Eliminating waste in US health care. JAMA, 307(14), 1513–1516.CrossRef Berwick, D. M., & Hackbarth, A. D. (2012). Eliminating waste in US health care. JAMA, 307(14), 1513–1516.CrossRef
go back to reference Brynjolfsson, E. (1996). The contribution of information technology to consumer welfare. Information Systems Research, 7(3), 281–300.CrossRef Brynjolfsson, E. (1996). The contribution of information technology to consumer welfare. Information Systems Research, 7(3), 281–300.CrossRef
go back to reference Cachia, J. C. (2021). The europeanization of the covid-19 pandemic response and the EU’s solidarity with Italy. Contemp. Ital. Politics, 13(1), 81–104.CrossRef Cachia, J. C. (2021). The europeanization of the covid-19 pandemic response and the EU’s solidarity with Italy. Contemp. Ital. Politics, 13(1), 81–104.CrossRef
go back to reference Carboni, O. A., & Medda, G. (2011). Government spending and growth in a neoclassical model. Mathematics and Financial Economics, 4(4), 269–285.CrossRef Carboni, O. A., & Medda, G. (2011). Government spending and growth in a neoclassical model. Mathematics and Financial Economics, 4(4), 269–285.CrossRef
go back to reference Cardona, M., Kretschmer, T., & Strobel, T. (2013). ICT and productivity: Conclusions from the empirical literature. Information Economics and Policy, 25(3), 109–125.CrossRef Cardona, M., Kretschmer, T., & Strobel, T. (2013). ICT and productivity: Conclusions from the empirical literature. Information Economics and Policy, 25(3), 109–125.CrossRef
go back to reference Carrère, C., & de Melo, J. (2012). Fiscal Spending and Economic Growth: Some Stylized Facts. World Development, 40(9), 1750–1761.CrossRef Carrère, C., & de Melo, J. (2012). Fiscal Spending and Economic Growth: Some Stylized Facts. World Development, 40(9), 1750–1761.CrossRef
go back to reference Cavallone, M., Palumbo, R. (2020). Debunking the myth of industry 4.0 in health care: insights from a systematic literature review. The TQM Journal, 32 (4), 849–868. Cavallone, M., Palumbo, R. (2020). Debunking the myth of industry 4.0 in health care: insights from a systematic literature review. The TQM Journal, 32 (4), 849–868.
go back to reference Cazzavillan, G. (1996). Public spending, endogenous growth, and endogenous fluctuations. Journal of Economic Theory, 71(2), 394–415.CrossRef Cazzavillan, G. (1996). Public spending, endogenous growth, and endogenous fluctuations. Journal of Economic Theory, 71(2), 394–415.CrossRef
go back to reference Cucciniello, M., Lapsley, I., & Nasi, G. (2016). Managing health care in the digital world: A comparative analysis. Health Services Management Research, 29(4), 132–142.CrossRef Cucciniello, M., Lapsley, I., & Nasi, G. (2016). Managing health care in the digital world: A comparative analysis. Health Services Management Research, 29(4), 132–142.CrossRef
go back to reference Dahl, A. J., Peltier, J. W., & Milne, G. R. (2019). Digital health information seeking in an omni-channel environment: A shared decision-making and service-dominant logic perspective. Journal of Business Research, 125, 840–850.CrossRef Dahl, A. J., Peltier, J. W., & Milne, G. R. (2019). Digital health information seeking in an omni-channel environment: A shared decision-making and service-dominant logic perspective. Journal of Business Research, 125, 840–850.CrossRef
go back to reference Dahlström, L., & Carlsson, G. E. (2010). Temporomandibular disorders and oral health-related quality of life. A Systematic review. Acta Odontologica Scandinavica, 68(2), 80–85.CrossRef Dahlström, L., & Carlsson, G. E. (2010). Temporomandibular disorders and oral health-related quality of life. A Systematic review. Acta Odontologica Scandinavica, 68(2), 80–85.CrossRef
go back to reference Daniel, S., & Roşoiu, I. (2015). The impact of the government revenues and expenditures on the economic growth. Procedia Economics and Finance, 32, 526–533.CrossRef Daniel, S., & Roşoiu, I. (2015). The impact of the government revenues and expenditures on the economic growth. Procedia Economics and Finance, 32, 526–533.CrossRef
go back to reference de Brantes, F., Emery, D. W., Overhage, J. M., Glaser, J., & Marchibroda, J. (2007). The potential of HIEs as infomediaries. Journal of Health information management., 21(1), 69–75. de Brantes, F., Emery, D. W., Overhage, J. M., Glaser, J., & Marchibroda, J. (2007). The potential of HIEs as infomediaries. Journal of Health information management., 21(1), 69–75.
go back to reference Dissou, Y., Didic, S., & Yakautsava, T. (2016). Government spending on education, human capital accumulation, and growth. Economic Modelling, 58, 9–21.CrossRef Dissou, Y., Didic, S., & Yakautsava, T. (2016). Government spending on education, human capital accumulation, and growth. Economic Modelling, 58, 9–21.CrossRef
go back to reference Elhoseny, M., Abdelaziz, A., Salama, A. S., Riad, A. M., Muhammad, K., & Sangaia, A. K. (2018). A hybrid model of Internet of Things and cloud computing to manage big data in health services applications. Future Generation Computer Systems, 86(9), 1383–1394.CrossRef Elhoseny, M., Abdelaziz, A., Salama, A. S., Riad, A. M., Muhammad, K., & Sangaia, A. K. (2018). A hybrid model of Internet of Things and cloud computing to manage big data in health services applications. Future Generation Computer Systems, 86(9), 1383–1394.CrossRef
go back to reference Evans, P., & Rauch, J. E. (1999). Bureaucracy and growth: A cross-national analysis of the effects of” Weberian” state structures on economic growth. American Sociological Review, 64(5), 748–765. Evans, P., & Rauch, J. E. (1999). Bureaucracy and growth: A cross-national analysis of the effects of” Weberian” state structures on economic growth. American Sociological Review, 64(5), 748–765.
go back to reference Gong, C., & Ribiere, V. (2021). Developing a unified definition of digital transformation. Technovation, 102, 1–17.CrossRef Gong, C., & Ribiere, V. (2021). Developing a unified definition of digital transformation. Technovation, 102, 1–17.CrossRef
go back to reference Gonzalez-Eiras, M., & Niepelt, D. (2012). Ageing, government budgets, retirement, and growth. European Economic Review, 56, 97–115.CrossRef Gonzalez-Eiras, M., & Niepelt, D. (2012). Ageing, government budgets, retirement, and growth. European Economic Review, 56, 97–115.CrossRef
go back to reference Gray, P., El Sawy, O. A., Asper, G., & Thordarson, M. (2013). Realizing strategic value through center-edge digital transformation in consumer-centric industries. MISQE, 12(1), 1–17. Gray, P., El Sawy, O. A., Asper, G., & Thordarson, M. (2013). Realizing strategic value through center-edge digital transformation in consumer-centric industries. MISQE, 12(1), 1–17.
go back to reference Hajli, M., Sims, J. M., & Ibragimov, V. (2015). Information technology (IT) productivity paradox in the 21st century. International Journal of Productivity and Performance Management, 64(4), 457–478.CrossRef Hajli, M., Sims, J. M., & Ibragimov, V. (2015). Information technology (IT) productivity paradox in the 21st century. International Journal of Productivity and Performance Management, 64(4), 457–478.CrossRef
go back to reference Hardy, A. P. (1980). The role of the telephone in economic development. Telecommunications Policy, 4(4), 278–286.CrossRef Hardy, A. P. (1980). The role of the telephone in economic development. Telecommunications Policy, 4(4), 278–286.CrossRef
go back to reference Harris, A. R., Evans, W. N., & Schwab, R. M. (2001). Education spending in an aging America. Journal of Public Economics, 81, 449–472.CrossRef Harris, A. R., Evans, W. N., & Schwab, R. M. (2001). Education spending in an aging America. Journal of Public Economics, 81, 449–472.CrossRef
go back to reference Hikmet, N., Bhattacherjee, A., Menachemi, N., Kayhan, V. O., & Brooks, R. G. (2008). The role of organizational factors in the adoption of healthcare information technology in Florida hospitals. Health Care Management Science, 11, 1–9.CrossRef Hikmet, N., Bhattacherjee, A., Menachemi, N., Kayhan, V. O., & Brooks, R. G. (2008). The role of organizational factors in the adoption of healthcare information technology in Florida hospitals. Health Care Management Science, 11, 1–9.CrossRef
go back to reference Hogan, C., Lunney, J., Gabel, J., Lynn, J. (2001). Costs of care in the last year of life. Health Aff, n. 20, pp 188–195 Hogan, C., Lunney, J., Gabel, J., Lynn, J. (2001). Costs of care in the last year of life. Health Aff, n. 20, pp 188–195
go back to reference Hong, K., & Lee, D. (2017). Impact of operational innovations on customer loyalty in the healthcare sector. Service Business, 12(3), 575–600.CrossRef Hong, K., & Lee, D. (2017). Impact of operational innovations on customer loyalty in the healthcare sector. Service Business, 12(3), 575–600.CrossRef
go back to reference Jäger, P., & Schmidt, T. (2016). The political economy of public investment when population is aging: A panel cointegration analysis. European Journal of Political Economy, 43(2016), 145–158.CrossRef Jäger, P., & Schmidt, T. (2016). The political economy of public investment when population is aging: A panel cointegration analysis. European Journal of Political Economy, 43(2016), 145–158.CrossRef
go back to reference Jefferies, J. G., Bishop, S., & Hibbert, S. (2019). Customer boundary work to navigate institutional arrangements around service interactions: Exploring the case of telehealth. Journal of Business Research, 105, 420–433.CrossRef Jefferies, J. G., Bishop, S., & Hibbert, S. (2019). Customer boundary work to navigate institutional arrangements around service interactions: Exploring the case of telehealth. Journal of Business Research, 105, 420–433.CrossRef
go back to reference Kleinpeter, E. (2017). Four Ethical Issues of “E-Health.” IRBM, 38(5), 245–249.CrossRef Kleinpeter, E. (2017). Four Ethical Issues of “E-Health.” IRBM, 38(5), 245–249.CrossRef
go back to reference Kolarik, P., Šumpela, V., & Tomesovà, J. (2014). European union’s cohesion policy—diversity of the multi-level governance concept, the case study of three European States. European Spatial Research and Policy, 21(2), 193–211.CrossRef Kolarik, P., Šumpela, V., & Tomesovà, J. (2014). European union’s cohesion policy—diversity of the multi-level governance concept, the case study of three European States. European Spatial Research and Policy, 21(2), 193–211.CrossRef
go back to reference Kraus, S., Schiavone, F., Pluzhnikova, A., & Invernizzi, A. C. (2021). Digital transformation in healthcare: Analyzing the current state-of-research. Journal of Business Research, 123, 557–567.CrossRef Kraus, S., Schiavone, F., Pluzhnikova, A., & Invernizzi, A. C. (2021). Digital transformation in healthcare: Analyzing the current state-of-research. Journal of Business Research, 123, 557–567.CrossRef
go back to reference Krieger, T., & Ruhose, J. (2013). Honey, I shrunk the kids’ benefits—revisiting intergenerational conflict in OECD countries. Public Choice, 157, 115–143.CrossRef Krieger, T., & Ruhose, J. (2013). Honey, I shrunk the kids’ benefits—revisiting intergenerational conflict in OECD countries. Public Choice, 157, 115–143.CrossRef
go back to reference Kwon, I. W. G., Kim, S. H., & Martin, D. (2021). Integrating social determinants of health to precision medicine through digital transformation: An exploratory roadmap. International Journal of Environmental Research and Public Health, 18(9), 5018.CrossRef Kwon, I. W. G., Kim, S. H., & Martin, D. (2021). Integrating social determinants of health to precision medicine through digital transformation: An exploratory roadmap. International Journal of Environmental Research and Public Health, 18(9), 5018.CrossRef
go back to reference Laurenza, E., Quintano, M., Schiavone, F., & Vrontis, D. (2018). The effect of digital technologies adoption in healthcare industry: A case based analysis. Business Process Management Journal, 24(5), 1124–1144.CrossRef Laurenza, E., Quintano, M., Schiavone, F., & Vrontis, D. (2018). The effect of digital technologies adoption in healthcare industry: A case based analysis. Business Process Management Journal, 24(5), 1124–1144.CrossRef
go back to reference Lee, H., Kang, J., Yeo, J. (2021). Medical specialty recommendations by an artificial intelligence chatbot on a smartphone: Development and deployment. Journal of Medical Internet Research 23(5). Lee, H., Kang, J., Yeo, J. (2021). Medical specialty recommendations by an artificial intelligence chatbot on a smartphone: Development and deployment. Journal of Medical Internet Research 23(5).
go back to reference Li, F., Nucciarelli, A., Roden, S., & Graham, G. (2016). How smart cities transform operations models: A new research agenda for operations management in the digital economy. Production Planning & Control, 27(6), 514–528.CrossRef Li, F., Nucciarelli, A., Roden, S., & Graham, G. (2016). How smart cities transform operations models: A new research agenda for operations management in the digital economy. Production Planning & Control, 27(6), 514–528.CrossRef
go back to reference Lindgren, S. (2017). Digital media and society. Sage Publishing, London. ISBN 10-1473925010. Lindgren, S. (2017). Digital media and society. Sage Publishing, London. ISBN 10-1473925010.
go back to reference Linz, C., Müller-Stewens G, Zimmermann, A. (2017). Radical business model transformation: gaining the competitive edge in a disruptive world. Kogan Page Publishers, London. ISBN 10-0749480459 Linz, C., Müller-Stewens G, Zimmermann, A. (2017). Radical business model transformation: gaining the competitive edge in a disruptive world. Kogan Page Publishers, London. ISBN 10-0749480459
go back to reference Madden, G., & Savage, S. J. (1998). CEE telecommunications investment and economic growth. Information Economics and Policy, 10(2), 173–195.CrossRef Madden, G., & Savage, S. J. (1998). CEE telecommunications investment and economic growth. Information Economics and Policy, 10(2), 173–195.CrossRef
go back to reference Magazzino, C. (2012). Politiche di bilancio e crescita economica. Giappichelli, pp. 137‒169. ISBN 10-8834828844 Magazzino, C. (2012). Politiche di bilancio e crescita economica. Giappichelli, pp. 137‒169. ISBN 10-8834828844
go back to reference Maggino, F. (2017). Developing indicators and managing the complexity. In Maggino F. (Ed.)., Complexity in society: from indicators construction to their synthesis. Springer. ISBN 10-3319868950 Maggino, F. (2017). Developing indicators and managing the complexity. In Maggino F. (Ed.)., Complexity in society: from indicators construction to their synthesis. Springer. ISBN 10-3319868950
go back to reference Marques, I. C., & Ferreira, J. J. (2020). Digital transformation in the area of health: Systematic review of 45 years of evolution. Health Technology, 10, 575–586.CrossRef Marques, I. C., & Ferreira, J. J. (2020). Digital transformation in the area of health: Systematic review of 45 years of evolution. Health Technology, 10, 575–586.CrossRef
go back to reference Martinengo, L., Lo, N. Y. W., Goh, W. I. W. T., & Car, L. T. (2021). Choice of behavioral change techniques in health care conversational agents: Protocol for a scoping review. JMIR Research Protocols, 10(7), e30166.CrossRef Martinengo, L., Lo, N. Y. W., Goh, W. I. W. T., & Car, L. T. (2021). Choice of behavioral change techniques in health care conversational agents: Protocol for a scoping review. JMIR Research Protocols, 10(7), e30166.CrossRef
go back to reference Mehrotra, A., & Välilä, T. (2006). Public investment in Europe: Evolution and determinants in perspective. Fiscal Studies, 27, 443–471.CrossRef Mehrotra, A., & Välilä, T. (2006). Public investment in Europe: Evolution and determinants in perspective. Fiscal Studies, 27, 443–471.CrossRef
go back to reference Myers, R. H. (1990). Classical and modern regression with applications, (Second ed.). Pacific Grove, CA.: Duxbury/Thompson Learning. Myers, R. H. (1990). Classical and modern regression with applications, (Second ed.). Pacific Grove, CA.: Duxbury/Thompson Learning.
go back to reference Obydenkova, A. V., & Salahodjaev, R. (2017). Government size, intelligence and life satisfaction. Intelligence, 61, 85–91.CrossRef Obydenkova, A. V., & Salahodjaev, R. (2017). Government size, intelligence and life satisfaction. Intelligence, 61, 85–91.CrossRef
go back to reference Pagliari, C., Sloan, D., Gregor, P., Sullivan, F., Detmer, D., Kahan, J., Oortwijn, W., & MacGillivray, S. (2005). What is eHealth (4): A scoping exercise to map the field. Journal of Medical Internet Research, 7(1), e391.CrossRef Pagliari, C., Sloan, D., Gregor, P., Sullivan, F., Detmer, D., Kahan, J., Oortwijn, W., & MacGillivray, S. (2005). What is eHealth (4): A scoping exercise to map the field. Journal of Medical Internet Research, 7(1), e391.CrossRef
go back to reference Patrício, L., Teixeira, J. G., & Vink, J. (2019). A service design approach to healthcare innovation: From decision-making to sense-making and institutional change. AMS Review, 9, 115–120.CrossRef Patrício, L., Teixeira, J. G., & Vink, J. (2019). A service design approach to healthcare innovation: From decision-making to sense-making and institutional change. AMS Review, 9, 115–120.CrossRef
go back to reference Pohjola, M. (2002). The new economy in growth and development. Oxford Review of Economic Policy, 18(3), 380–396.CrossRef Pohjola, M. (2002). The new economy in growth and development. Oxford Review of Economic Policy, 18(3), 380–396.CrossRef
go back to reference Popescu, G. H. (2014). The economic implications of ehealth and mhealth technologies. American Journal of Medical Research, 1, 31–37. Popescu, G. H. (2014). The economic implications of ehealth and mhealth technologies. American Journal of Medical Research, 1, 31–37.
go back to reference Poterba, J. M. (1997). Demographic structure and the political economy of public education. Journal of Policy Analysis and Management, 16, 48–66.CrossRef Poterba, J. M. (1997). Demographic structure and the political economy of public education. Journal of Policy Analysis and Management, 16, 48–66.CrossRef
go back to reference Pramanik, M., Lau, R., Demirkan, M., & Azad, M. (2017). Smart health: Big data enabled health paradigm within smart cities. Expert Systems with Applications, 87, 370–383.CrossRef Pramanik, M., Lau, R., Demirkan, M., & Azad, M. (2017). Smart health: Big data enabled health paradigm within smart cities. Expert Systems with Applications, 87, 370–383.CrossRef
go back to reference Ramaswamy, V., & Ozcan, K. (2016). Brand value co-creation in a digitalized world: An integrative framework and research implications. International Journal of Research in Marketing, 33(1), 93–106.CrossRef Ramaswamy, V., & Ozcan, K. (2016). Brand value co-creation in a digitalized world: An integrative framework and research implications. International Journal of Research in Marketing, 33(1), 93–106.CrossRef
go back to reference Rezaei, M., Jafari-Sadeghi, V., Cao, D., & Mahdiraji, H. A. (2021). Key indicators of ethical challenges in digital healthcare: A combined Delphi exploration and confirmative factor analysis approach with evidence from Khorasan province in Iran. Technol. Forecast. Soc. Change, 167, 1–11.CrossRef Rezaei, M., Jafari-Sadeghi, V., Cao, D., & Mahdiraji, H. A. (2021). Key indicators of ethical challenges in digital healthcare: A combined Delphi exploration and confirmative factor analysis approach with evidence from Khorasan province in Iran. Technol. Forecast. Soc. Change, 167, 1–11.CrossRef
go back to reference Rubbio, I., Bruccoleri, M., Pietrosi, A., & Ragonese, B. (2019). Digital health technology enhances resilient behaviour: Evidence from the ward. International Journal of Operations & Production Management, 39(4), 594–627. Rubbio, I., Bruccoleri, M., Pietrosi, A., & Ragonese, B. (2019). Digital health technology enhances resilient behaviour: Evidence from the ward. International Journal of Operations & Production Management, 39(4), 594–627.
go back to reference Rudaleva, I. A., Kabasheva, I. A., Balashova, E. Y., Khisamutdinov, A. N. (2021). Personnel typologization and barriers to innovative activity in the course of introducing digital technologies (by the Example of Healthcare Sector). In CEUR Workshop Proceedings 2830, pp. 274–286. http://ceur-ws.org/Vol-2830/paper22.pdf. Rudaleva, I. A., Kabasheva, I. A., Balashova, E. Y., Khisamutdinov, A. N. (2021). Personnel typologization and barriers to innovative activity in the course of introducing digital technologies (by the Example of Healthcare Sector). In CEUR Workshop Proceedings 2830, pp. 274–286. http://​ceur-ws.​org/​Vol-2830/​paper22.​pdf.
go back to reference Samudram, M., Nair, M., & Vaithilingam, S. (2009). Keynes and Wagner on government expenditures and economic development: The case of a developing economy. Empirical Economics, 36(3), 697–712.CrossRef Samudram, M., Nair, M., & Vaithilingam, S. (2009). Keynes and Wagner on government expenditures and economic development: The case of a developing economy. Empirical Economics, 36(3), 697–712.CrossRef
go back to reference Sanz, I., & Velázquez, F. J. (2007). The role of ageing in the growth of government and social welfare spending in the OECD. European Journal of Political Economy, 23, 917–931.CrossRef Sanz, I., & Velázquez, F. J. (2007). The role of ageing in the growth of government and social welfare spending in the OECD. European Journal of Political Economy, 23, 917–931.CrossRef
go back to reference Schnurr, H. P., Aronsky, D., Wenke, D. (2018). Interplay of intelligent systems and medical experts, knowledge management in digital change. Springer, Cham. Schnurr, H. P., Aronsky, D., Wenke, D. (2018). Interplay of intelligent systems and medical experts, knowledge management in digital change. Springer, Cham.
go back to reference Scully, G. W. (2000). The growth-maximizing tax rate. Pacific Economic Review, 5(1), 93–96.CrossRef Scully, G. W. (2000). The growth-maximizing tax rate. Pacific Economic Review, 5(1), 93–96.CrossRef
go back to reference Scully, G. W. (2002). Economic freedom, government policy and the trade-off between equity and economic growth. Public Choice, 113(1), 77–96.CrossRef Scully, G. W. (2002). Economic freedom, government policy and the trade-off between equity and economic growth. Public Choice, 113(1), 77–96.CrossRef
go back to reference Scully, G. W. (2003). Optimal taxation, economic growth and income inequality. Public Choice, 115(3), 299–312.CrossRef Scully, G. W. (2003). Optimal taxation, economic growth and income inequality. Public Choice, 115(3), 299–312.CrossRef
go back to reference Shelton, C. A. (2008). The aging population and the size of the welfare state: Is there a puzzle? Journal of Public Economics, 92, 647–651.CrossRef Shelton, C. A. (2008). The aging population and the size of the welfare state: Is there a puzzle? Journal of Public Economics, 92, 647–651.CrossRef
go back to reference Shulzhenko, E., & Holmgren, J. (2020). Gains from resistance: Rejection of a new digital technology in a healthcare sector workplace. New Technology, Work and Employment, 35(3), 276–296.CrossRef Shulzhenko, E., & Holmgren, J. (2020). Gains from resistance: Rejection of a new digital technology in a healthcare sector workplace. New Technology, Work and Employment, 35(3), 276–296.CrossRef
go back to reference Skica, T., & Dvoulety, O. (2018). Quantification of the size of local public administration: Empirical study of polish regions. Eur. Spat. Res. Policy, 25(1), 75–92.CrossRef Skica, T., & Dvoulety, O. (2018). Quantification of the size of local public administration: Empirical study of polish regions. Eur. Spat. Res. Policy, 25(1), 75–92.CrossRef
go back to reference Stephanie, L., & Sharma, R. S. (2020). Digital health eco-systems: An epochal review of practice-oriented research. International Journal of Information Management, 53, 1–15.CrossRef Stephanie, L., & Sharma, R. S. (2020). Digital health eco-systems: An epochal review of practice-oriented research. International Journal of Information Management, 53, 1–15.CrossRef
go back to reference Stiroh, K. J. (2001). Investing in information technology: Productivity payoffs for US industries. Current Issues in Economics and Finance, 7(6), 1–6. Stiroh, K. J. (2001). Investing in information technology: Productivity payoffs for US industries. Current Issues in Economics and Finance, 7(6), 1–6.
go back to reference Taiminen, H. S. M., Saraniemi, S., & Parkinson, J. (2018). Incorporating digital selfservices into integrated mental health care: A physician’s perspective. European Journal of Marketing, 52(11), 2234–2250.CrossRef Taiminen, H. S. M., Saraniemi, S., & Parkinson, J. (2018). Incorporating digital selfservices into integrated mental health care: A physician’s perspective. European Journal of Marketing, 52(11), 2234–2250.CrossRef
go back to reference Tavares, A. I. (2020). Self-assessed health among older people in Europe and internet use. International Journal of Medical Informatics, 141, 1–8.CrossRef Tavares, A. I. (2020). Self-assessed health among older people in Europe and internet use. International Journal of Medical Informatics, 141, 1–8.CrossRef
go back to reference Tepe, M., & Vanhuysse, P. (2009). Are aging OECD welfare states on the path to gerontocracy? J. Public Policy, 29, 1–28.CrossRef Tepe, M., & Vanhuysse, P. (2009). Are aging OECD welfare states on the path to gerontocracy? J. Public Policy, 29, 1–28.CrossRef
go back to reference Thanh, S. D., Hart, N., & Canh, N. P. (2020). Public spending, public governance and economic growth at the Vietnamese provincial level: A disaggregate analysis. Economic Systems, 44(4), 1–20. Thanh, S. D., Hart, N., & Canh, N. P. (2020). Public spending, public governance and economic growth at the Vietnamese provincial level: A disaggregate analysis. Economic Systems, 44(4), 1–20.
go back to reference Thompson, H. G., & Garbacz, C. (2007). Mobile, fixed line and Internet service effects on global productive efficiency. Information Economics and Policy, 19(2), 189–214.CrossRef Thompson, H. G., & Garbacz, C. (2007). Mobile, fixed line and Internet service effects on global productive efficiency. Information Economics and Policy, 19(2), 189–214.CrossRef
go back to reference Thomson, S., Figueras, J, Evetovits, T., Jowett, M., Mladovsky, P., Maresso, A., Cylus, J., Karanikolos, M., Kluge, H. (2015). Economic crisis, health systems and health in Europe. Impact and implications for policy. Open University Press, McGraw-Hill Education, New York. ISBN-10: 0-335-26400-X. Thomson, S., Figueras, J, Evetovits, T., Jowett, M., Mladovsky, P., Maresso, A., Cylus, J., Karanikolos, M., Kluge, H. (2015). Economic crisis, health systems and health in Europe. Impact and implications for policy. Open University Press, McGraw-Hill Education, New York. ISBN-10: 0-335-26400-X.
go back to reference Thuemmler, C., Bai, C. (2017). Health 4.0: How Virtualization and Big Data are Revolutionizing Healthcare. Springer, Cham. ISBN: 978-3-319-47617-9 Thuemmler, C., Bai, C. (2017). Health 4.0: How Virtualization and Big Data are Revolutionizing Healthcare. Springer, Cham. ISBN: 978-3-319-47617-9
go back to reference Tortorella, G. L., Fogliatto, F. S., Mac Cawley Vergara, A., Vassolo, R., & Sawhney, R. (2020). Healthcare 4.0: trends, challenges and research directions. Production Planning & Control, 31(15), 1245–1260.CrossRef Tortorella, G. L., Fogliatto, F. S., Mac Cawley Vergara, A., Vassolo, R., & Sawhney, R. (2020). Healthcare 4.0: trends, challenges and research directions. Production Planning & Control, 31(15), 1245–1260.CrossRef
go back to reference Udayakumar, S., Senadeera, D. C., Yamunarani, S., & Cheon, N. J. (2018). Demographics analysis of twitter users who tweeted on psychological articles and tweets analysis. Procedia Computer Science, 144, 96–104.CrossRef Udayakumar, S., Senadeera, D. C., Yamunarani, S., & Cheon, N. J. (2018). Demographics analysis of twitter users who tweeted on psychological articles and tweets analysis. Procedia Computer Science, 144, 96–104.CrossRef
go back to reference Vaagan, R. W., Torkkola, S., Sendra, A., Farré, J., & Love, A. (2021). A critical analysis of the digitalization of healthcare communication in the EU: A comparison of Italy, Finland, Norway, and Spain. International Journal of Communication, 15, 1718–1740. Vaagan, R. W., Torkkola, S., Sendra, A., Farré, J., & Love, A. (2021). A critical analysis of the digitalization of healthcare communication in the EU: A comparison of Italy, Finland, Norway, and Spain. International Journal of Communication, 15, 1718–1740.
go back to reference Van Doorn, J., Lemon, K. N., Mittal, V., Nass, S., Pick, D., Pirner, P., & Verhoef, P. C. (2010). Customer engagement behavior: Theoretical foundations and research directions. Journal of Service Research, 13(3), 253–266.CrossRef Van Doorn, J., Lemon, K. N., Mittal, V., Nass, S., Pick, D., Pirner, P., & Verhoef, P. C. (2010). Customer engagement behavior: Theoretical foundations and research directions. Journal of Service Research, 13(3), 253–266.CrossRef
go back to reference Verhoef, P. C., Broekhuizen, T., Bart, Y., Bhattacharya, A., Dong, J. Q., Fabian, N., & Haen-lein, M. (2021). Digital transformation: A multidisciplinary reflection and research agenda. Journal of Business Research, 122, 889–901.CrossRef Verhoef, P. C., Broekhuizen, T., Bart, Y., Bhattacharya, A., Dong, J. Q., Fabian, N., & Haen-lein, M. (2021). Digital transformation: A multidisciplinary reflection and research agenda. Journal of Business Research, 122, 889–901.CrossRef
go back to reference Vial, G. (2019). Understanding digital transformation: A review and a research agenda. The Journal of Strategic Information Systems, 28(2), 118–144.CrossRef Vial, G. (2019). Understanding digital transformation: A review and a research agenda. The Journal of Strategic Information Systems, 28(2), 118–144.CrossRef
go back to reference Vu, K. M. (2011). ICT as a source of economic growth in the information age: Empirical evidence from the 1996–2005 period. Telecommunications Policy, 35(4), 357–372.CrossRef Vu, K. M. (2011). ICT as a source of economic growth in the information age: Empirical evidence from the 1996–2005 period. Telecommunications Policy, 35(4), 357–372.CrossRef
go back to reference Wang, Y., Kung, L., Wang, W., & Cegielski, C. (2018). An integrated big data analytics-enabled transformation model: Application to health care. Information Management, 55(1), 64–79.CrossRef Wang, Y., Kung, L., Wang, W., & Cegielski, C. (2018). An integrated big data analytics-enabled transformation model: Application to health care. Information Management, 55(1), 64–79.CrossRef
go back to reference World Health Organization. (2019). WHO Guideline: recommendations on digital interventions for health system strengthening. WTO, Switzerland. World Health Organization. (2019). WHO Guideline: recommendations on digital interventions for health system strengthening. WTO, Switzerland.
Metadata
Title
Demographic and Economic Determinants of Digitalization in Healthcare: An Exploratory Analysis of the Italian Local Health Centers
Authors
Margaret Antonicelli
Michele Rubino
Filomena Maggino
Publication date
22-07-2023
Publisher
Springer Netherlands
Published in
Social Indicators Research / Issue 1-2/2023
Print ISSN: 0303-8300
Electronic ISSN: 1573-0921
DOI
https://doi.org/10.1007/s11205-023-03172-z

Other articles of this Issue 1-2/2023

Social Indicators Research 1-2/2023 Go to the issue

Premium Partner