IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v9y2021i11p1228-d563784.html
   My bibliography  Save this article

Using Higher-Order Constructs to Estimate Health-Disease Status: The Effect of Health System Performance and Sustainability

Author

Listed:
  • Alicia Ramírez-Orellana

    (Department of Economics and Business, University of Almería, 04120 Almeria, Spain)

  • María del Carmen Valls Martínez

    (Department of Economics and Business, University of Almería, 04120 Almeria, Spain)

  • Mayra Soledad Grasso

    (Department of Economics and Business, University of Almería, 04120 Almeria, Spain)

Abstract

This article aims to provide information to public agencies and policymakers on the determinants of health systems and their relationships that influence citizens’ health–disease status. A total of 61 indicators for each of 17 Spanish autonomous communities were collected from the Spanish Ministry of Health, Social Services, and Equality between 2008 and 2017. The applied technique was partial least squares structural equation modeling (PLS-SEM). Concerning health–disease status, an influence of sustainability and performance on the health system was hypothesized. The findings revealed that health system sustainability had a negative effect on health–disease status, measured in terms of disease incidence. However, the relationship between health system performance and health–disease status is positive. Furthermore, health system performance mediates the relationship between sustainability and health–disease status. According to our study, if we consider the opposite poles that make up the definition of health–disease status (well-being and disease), this concept is defined more by the incidence of the negative aspect.

Suggested Citation

  • Alicia Ramírez-Orellana & María del Carmen Valls Martínez & Mayra Soledad Grasso, 2021. "Using Higher-Order Constructs to Estimate Health-Disease Status: The Effect of Health System Performance and Sustainability," Mathematics, MDPI, vol. 9(11), pages 1-23, May.
  • Handle: RePEc:gam:jmathe:v:9:y:2021:i:11:p:1228-:d:563784
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/9/11/1228/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2227-7390/9/11/1228/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Varabyova, Yauheniya & Müller, Julia-Maria, 2016. "The efficiency of health care production in OECD countries: A systematic review and meta-analysis of cross-country comparisons," Health Policy, Elsevier, vol. 120(3), pages 252-263.
    2. Martini, Gianmaria & Berta, Paolo & Mullahy, John & Vittadini, Giorgio, 2014. "The effectiveness–efficiency trade-off in health care: The case of hospitals in Lombardy, Italy," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 217-231.
    3. Sarstedt, Marko & Hair, Joseph F. & Cheah, Jun-Hwa & Becker, Jan-Michael & Ringle, Christian M., 2019. "How to specify, estimate, and validate higher-order constructs in PLS-SEM," Australasian marketing journal, Elsevier, vol. 27(3), pages 197-211.
    4. Puertas, Rosa & Marti, Luisa & Guaita-Martinez, José M., 2020. "Innovation, lifestyle, policy and socioeconomic factors: An analysis of European quality of life," Technological Forecasting and Social Change, Elsevier, vol. 160(C).
    5. Ferreira, D.C. & Marques, R.C., 2019. "Do quality and access to hospital services impact on their technical efficiency?," Omega, Elsevier, vol. 86(C), pages 218-236.
    6. Kruk, Margaret Elizabeth & Freedman, Lynn P., 2008. "Assessing health system performance in developing countries: A review of the literature," Health Policy, Elsevier, vol. 85(3), pages 263-276, March.
    7. Garcia-Lacalle, Javier & Martin, Emilio, 2010. "Rural vs urban hospital performance in a 'competitive' public health service," Social Science & Medicine, Elsevier, vol. 71(6), pages 1131-1140, September.
    8. Paolo Berta & Salvatore Ingrassia & Antonio Punzo & Giorgio Vittadini, 2016. "Multilevel cluster-weighted models for the evaluation of hospitals," METRON, Springer;Sapienza Università di Roma, vol. 74(3), pages 275-292, December.
    9. Alfalla-Luque, Rafaela & Machuca, José A.D. & Marin-Garcia, Juan A., 2018. "Triple-A and competitive advantage in supply chains: Empirical research in developed countries," International Journal of Production Economics, Elsevier, vol. 203(C), pages 48-61.
    10. Konstantinos Evangelinos & Stefanos Fotiadis & Antonis Skouloudis & Nadeem Khan & Foteini Konstandakopoulou & Ioannis Nikolaou & Shaun Lundy, 2018. "Occupational health and safety disclosures in sustainability reports: An overview of trends among corporate leaders," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 25(5), pages 961-970, September.
    11. Russ Kashian & Nicholas Lovett & Yuhan Xue, 2020. "Has the affordable care act affected health care efficiency?," Journal of Regulatory Economics, Springer, vol. 58(2), pages 193-233, December.
    12. Diogo Cunha Ferreira & Alexandre Morais Nunes & Rui Cunha Marques, 2020. "Operational efficiency vs clinical safety, care appropriateness, timeliness, and access to health care," Journal of Productivity Analysis, Springer, vol. 53(3), pages 355-375, June.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Simona Sternad Zabukovšek & Samo Bobek & Uroš Zabukovšek & Zoran Kalinić & Polona Tominc, 2022. "Enhancing PLS-SEM-Enabled Research with ANN and IPMA: Research Study of Enterprise Resource Planning (ERP) Systems’ Acceptance Based on the Technology Acceptance Model (TAM)," Mathematics, MDPI, vol. 10(9), pages 1-28, April.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Margit Sommersguter-Reichmann, 2022. "Health care quality in nonparametric efficiency studies: a review," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 30(1), pages 67-131, March.
    2. Rocha, António & Costa, Ana Sara & Figueira, José Rui & Ferreira, Diogo Cunha & Marques, Rui Cunha, 2021. "Quality assessment of the Portuguese public hospitals: A multiple criteria approach," Omega, Elsevier, vol. 105(C).
    3. Richard Gearhart & Nyakundi Michieka, 2020. "A non-parametric investigation of supply side factors and healthcare efficiency in the U.S," Journal of Productivity Analysis, Springer, vol. 54(1), pages 59-74, August.
    4. Paulo Caldas & Miguel Varela, 2023. "The Portuguese Public Hospitals Performance Evolution before and during the SARS-CoV-2 Pandemic (2017–2022)," Sustainability, MDPI, vol. 15(15), pages 1-31, July.
    5. Jiatong Yu & Jiajue Wang & Taesoo Moon, 2022. "Influence of Digital Transformation Capability on Operational Performance," Sustainability, MDPI, vol. 14(13), pages 1-20, June.
    6. Carlos Bazan, 2022. "Effect of the University’s Environment and Support System on Subjective Social Norms as Precursor of the Entrepreneurial Intention of Students," SAGE Open, , vol. 12(4), pages 21582440221, October.
    7. Zhikun Ding & Xinyue Huang & Xinrui Wang & Qiaohui Chen & Jiasheng Zhang & Zezhou Wu, 2024. "Investigating the Determinants of Construction Stakeholders’ Intention to Use Construction and Demolition Waste Recycling Products Based on the S-O-R Model in China," Sustainability, MDPI, vol. 16(6), pages 1-17, March.
    8. Rahila Huma Anwar & Sajida Zaki & Natasha Memon & Ramayah Thurasamy, 2021. "Exploring the Interplay of Trait Emotional Intelligence and ESL Teacher Effectiveness: Is Self-Efficacy the Mechanism Linking Them?," SAGE Open, , vol. 11(4), pages 21582440211, November.
    9. Tarcia Camily Cavalcante Quezado & Nuno Fortes & William Quezado Figueiredo Cavalcante, 2022. "The Influence of Corporate Social Responsibility and Business Ethics on Brand Fidelity: The Importance of Brand Love and Brand Attitude," Sustainability, MDPI, vol. 14(5), pages 1-20, March.
    10. Luther Yuong Qai Chong & Thien Sang Lim, 2022. "Pull and Push Factors of Data Analytics Adoption and Its Mediating Role on Operational Performance," Sustainability, MDPI, vol. 14(12), pages 1-19, June.
    11. Meena Madhavan & Mohammed Ali Sharafuddin & Thanapong Chaichana, 2022. "Impact of Business Model Innovation on Sustainable Performance of Processed Marine Food Product SMEs in Thailand—A PLS-SEM Approach," Sustainability, MDPI, vol. 14(15), pages 1-33, August.
    12. David Giauque & Frédéric Cornu & Karine Renard & Yves Emery, 2023. "Opportunity to Use New Ways of Working: Do Sectors and Organizational Characteristics Shape Employee Perceptions?," Sustainability, MDPI, vol. 15(14), pages 1-21, July.
    13. Baoting Peng & Xin Shen, 2024. "Does Environmental Regulation Affect Circular Economy Performance? Evidence from China," Sustainability, MDPI, vol. 16(11), pages 1-19, May.
    14. Puertas, Rosa & Guaita-Martinez, José M. & Marti, Luisa, 2023. "Analysis of the impact of university policies on society's environmental perception," Socio-Economic Planning Sciences, Elsevier, vol. 88(C).
    15. Luo, Xi & Cheah, Jun-Hwa & Hollebeek, Linda D. & Lim, Xin-Jean, 2024. "Boosting customers’ impulsive buying tendency in live-streaming commerce: The role of customer engagement and deal proneness," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
    16. Ferreira, D.C. & Marques, R.C., 2019. "Do quality and access to hospital services impact on their technical efficiency?," Omega, Elsevier, vol. 86(C), pages 218-236.
    17. Abdullah J. Sultan, 2022. "Aligning employees’ work engagement and behavioral performance with internal branding: the missing link of employees’ perceived brand authenticity," Journal of Financial Services Marketing, Palgrave Macmillan, vol. 27(1), pages 52-64, March.
    18. Halpern, Nigel & Mwesiumo, Deodat & Suau-Sanchez, Pere & Budd, Thomas & Bråthen, Svein, 2021. "Ready for digital transformation? The effect of organisational readiness, innovation, airport size and ownership on digital change at airports," Journal of Air Transport Management, Elsevier, vol. 90(C).
    19. Alessandro Bitetto & Paola Cerchiello & Charilaos Mertzanis, 2021. "A data-driven approach to measuring epidemiological susceptibility risk around the world," DEM Working Papers Series 200, University of Pavia, Department of Economics and Management.
    20. Nik Masdek Nik Rozana & Wong Kelly Kai Seng & Mohd Nawi Nolila & Sharifuddin Juwaidah & Wong Wang Li, 2023. "Antecedents of sustainable food waste management behaviour: Empirical evidence from urban households in Malaysia," Management & Marketing, Sciendo, vol. 18(1), pages 53-77, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jmathe:v:9:y:2021:i:11:p:1228-:d:563784. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.