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Big Data for the Sustainability of Healthcare Project Financing

Author

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  • Roberto Moro Visconti

    (Department of Business Management, Università Cattolica del Sacro Cuore, Via Ludovico Necchi, 7, 20123 Milan, Italy)

  • Donato Morea

    (Faculty of Economics, Universitas Mercatorum, Piazza Mattei, 10, 00186 Rome, Italy)

Abstract

This study aims to detect if and how big data can improve the quality and timeliness of information in infrastructural healthcare Project Finance (PF) investments, making them more sustainable, and increasing their overall efficiency. Interactions with telemedicine or disease management and prediction are promising but are still underexploited. However, given rising health expenditure and shrinking budgets, data-driven cost-cutting is inevitably required. An interdisciplinary approach combines complementary aspects concerning big data, healthcare information technology, and PF investments. The methodology is based on a business plan of a standard healthcare Public-Private Partnership (PPP) investment, compared with a big data-driven business model that incorporates predictive analytics in different scenarios. When Public and Private Partners interact through networking big data and interoperable databases, they boost value co-creation, improving Value for Money and reducing risk. Big data can also help by shortening supply chain steps, expanding economic marginality and easing the sustainable planning of smart healthcare investments. Flexibility, driven by timely big data feedbacks, contributes to reducing the intrinsic rigidity of long-termed PF healthcare investments. Healthcare is a highly networked and systemic industry, that can benefit from interacting with big data that provide timely feedbacks for continuous business model re-engineering, reducing the distance between forecasts and actual occurrences. Risk shrinks and sustainability is fostered, together with the bankability of the infrastructural investment.

Suggested Citation

  • Roberto Moro Visconti & Donato Morea, 2019. "Big Data for the Sustainability of Healthcare Project Financing," Sustainability, MDPI, vol. 11(13), pages 1-17, July.
  • Handle: RePEc:gam:jsusta:v:11:y:2019:i:13:p:3748-:d:246843
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    References listed on IDEAS

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    1. Roberto Moro Visconti, 2014. "Multidimensional principal-agent value for money in healthcare project financing," Public Money & Management, Taylor & Francis Journals, vol. 34(4), pages 259-264, July.
    2. Francesco Corielli & Stefano Gatti & Alessandro Steffanoni, 2010. "Risk Shifting through Nonfinancial Contracts: Effects on Loan Spreads and Capital Structure of Project Finance Deals," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(7), pages 1295-1320, October.
    3. M. M. Malik & S. Abdallah & M. Ala’raj, 2018. "Data mining and predictive analytics applications for the delivery of healthcare services: a systematic literature review," Annals of Operations Research, Springer, vol. 270(1), pages 287-312, November.
    4. Sabina De Rosis & Sabina Nuti, 2018. "Public strategies for improving eHealth integration and long‐term sustainability in public health care systems: Findings from an Italian case study," International Journal of Health Planning and Management, Wiley Blackwell, vol. 33(1), pages 131-152, January.
    5. Vincenzo Morabito, 2015. "Big Data and Analytics," Springer Books, Springer, edition 127, number 978-3-319-10665-6, July.
    6. Walker, Russell, 2015. "From Big Data to Big Profits: Success with Data and Analytics," OUP Catalogue, Oxford University Press, number 9780199378326.
    7. Richard A. Brealey & Ian A. Cooper & Michel A. Habib, 1996. "Using Project Finance To Fund Infrastructure Investments," Journal of Applied Corporate Finance, Morgan Stanley, vol. 9(3), pages 25-39, September.
    8. Mihaela GHEORGHE & Ruxandra PETRE, 2014. "Integrating Data Mining Techniques into Telemedicine Systems," Informatica Economica, Academy of Economic Studies - Bucharest, Romania, vol. 18(1), pages 120-130.
    9. Benjamin C. Esty, 2004. "Why Study Large Projects? An Introduction to Research on Project Finance," European Financial Management, European Financial Management Association, vol. 10(2), pages 213-224, June.
    10. Filippo Addarii & Fiorenza Lipparini & Francesca Medda, 2018. "Impact Investing Innovation: Bringing Together Public, Private and Third Sectors to Create Greater Value: The Case of the Public Private Partnership Initiative for the New Public Hospital of Treviso," Palgrave Studies in Impact Finance, in: Mario La Torre & Mario Calderini (ed.), Social Impact Investing Beyond the SIB, chapter 5, pages 115-140, Palgrave Macmillan.
    11. Fosso Wamba, Samuel & Akter, Shahriar & Edwards, Andrew & Chopin, Geoffrey & Gnanzou, Denis, 2015. "How ‘big data’ can make big impact: Findings from a systematic review and a longitudinal case study," International Journal of Production Economics, Elsevier, vol. 165(C), pages 234-246.
    12. Roberto Moro Visconti & Laura Martiniello & Donato Morea & Elisa Gebennini, 2019. "Can Public-Private Partnerships Foster Investment Sustainability in Smart Hospitals?," Sustainability, MDPI, vol. 11(6), pages 1-19, March.
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