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Socio-Economic Factors Affecting Member’s Satisfaction towards National Health Insurance: An Evidence from the Philippines

Author

Listed:
  • Ardvin Kester S. Ong

    (School of Industrial Engineering and Engineering & Management, Mapua University, 658 Muralla St., In-Tramuros, Manila 1102, Philippines)

  • Yogi Tri Prasetyo

    (School of Industrial Engineering and Engineering & Management, Mapua University, 658 Muralla St., In-Tramuros, Manila 1102, Philippines
    International Program in Engineering for Bachelor, Yuan Ze University, 135 Yuan-Tung Road, Chung-Li 32003, Taiwan
    Department of Industrial Engineering and Management, Yuan Ze University, 135 Yuan-Tung Road, Chung-Li 32003, Taiwan)

  • Kate Nicole M. Tayao

    (School of Industrial Engineering and Engineering & Management, Mapua University, 658 Muralla St., In-Tramuros, Manila 1102, Philippines)

  • Klint Allen Mariñas

    (School of Industrial Engineering and Engineering & Management, Mapua University, 658 Muralla St., In-Tramuros, Manila 1102, Philippines
    Department of Industrial and Systems Engineering, Chung Yuan Christian University, Taoyuan 320, Taiwan)

  • Irene Dyah Ayuwati

    (Institut Teknologi Telkom Surabaya, Surabaya 60231, Indonesia)

  • Reny Nadlifatin

    (Department of Information Systems, Institut Teknologi Sepuluh Nopember, Kampus ITS Sukolilo, Surabaya 60111, Indonesia)

  • Satria Fadil Persada

    (Entrepreneurship Department, BINUS Business School Undergraduate Program, Bina Nusantara University, Jakarta 11480, Indonesia)

Abstract

The National Health Insurance, “PhilHealth”, is the healthcare provider for Filipino citizens in the Philippines. The study focused on determining the effects of members’ satisfaction with PhilHealth among Filipino members. The study utilized 10 latent variables from the integrated Service Quality (SERVQUAL) and Expectation-Confirmation Theory (ECT). There are 500 respondents that are used and analyzed through Structural Equation Modeling (SEM) and a Deep Learning Neural Network (DLNN). Utilizing SEM, it was revealed that Reliability, Responsiveness, Socio-Economic Factors, Expectation, Perceived Performance, Confirmation of Beliefs, and Members’ Satisfaction are significant factors in the satisfaction of PhilHealth members. Utilizing DLNN, it was found that Expectation (EX) is the most significant factor, and it is consistent with the results of the SEM. The government can use the findings of this study for the improvement of PhilHealth. The framework that is used for the analysis can be extended and can apply to future research with regard to its provided services. The overall results, framework, and concept utilized may be applied by other service industries worldwide.

Suggested Citation

  • Ardvin Kester S. Ong & Yogi Tri Prasetyo & Kate Nicole M. Tayao & Klint Allen Mariñas & Irene Dyah Ayuwati & Reny Nadlifatin & Satria Fadil Persada, 2022. "Socio-Economic Factors Affecting Member’s Satisfaction towards National Health Insurance: An Evidence from the Philippines," IJERPH, MDPI, vol. 19(22), pages 1-24, November.
  • Handle: RePEc:gam:jijerp:v:19:y:2022:i:22:p:15395-:d:979406
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    References listed on IDEAS

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    1. Dror, David M. & Soriano, Elmer S. & Lorenzo, Marilyn E. & Sarol, Jesus Jr. & Azcuna, Rosebelle S. & Koren, Ruth, 2005. "Field based evidence of enhanced healthcare utilization among persons insured by micro health insurance units in Philippines," Health Policy, Elsevier, vol. 73(3), pages 263-271, September.
    2. Capuno, Joseph J. & Kraft, Aleli D. & Poco, Louisa Camille & Quimbo, Stella A. & Tan, Carlos Antonio R., 2019. "Health conditions, payments, proximity, and opportunity costs: Examining delays in seeking inpatient and outpatient care in the Philippines," Social Science & Medicine, Elsevier, vol. 238(C), pages 1-1.
    3. Ardvin Kester S. Ong & Yogi Tri Prasetyo & Nattakit Yuduang & Reny Nadlifatin & Satria Fadil Persada & Kirstien Paola E. Robas & Thanatorn Chuenyindee & Thapanat Buaphiban, 2022. "Utilization of Random Forest Classifier and Artificial Neural Network for Predicting Factors Influencing the Perceived Usability of COVID-19 Contact Tracing “MorChana” in Thailand," IJERPH, MDPI, vol. 19(13), pages 1-28, June.
    4. Nattakit Yuduang & Ardvin Kester S. Ong & Nicole B. Vista & Yogi Tri Prasetyo & Reny Nadlifatin & Satria Fadil Persada & Ma. Janice J. Gumasing & Josephine D. German & Kirstien Paola E. Robas & Thanat, 2022. "Utilizing Structural Equation Modeling–Artificial Neural Network Hybrid Approach in Determining Factors Affecting Perceived Usability of Mobile Mental Health Application in the Philippines," IJERPH, MDPI, vol. 19(11), pages 1-19, May.
    5. Berry, Leonard L. & Parasuraman, A. & Zeithaml, Valarie A., 1988. "The service-quality puzzle," Business Horizons, Elsevier, vol. 31(5), pages 35-43.
    6. Johnson, Michael D. & Fornell, Claes, 1991. "A framework for comparing customer satisfaction across individuals and product categories," Journal of Economic Psychology, Elsevier, vol. 12(2), pages 267-286, June.
    7. Fu, Xue-mei & Zhang, Jiang-hua & Chan, Felix T.S., 2018. "Determinants of loyalty to public transit: A model integrating Satisfaction-Loyalty Theory and Expectation-Confirmation Theory," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 476-490.
    8. Aspasia Goula & Maria-Aggeliki Stamouli & Maria Alexandridou & Lemonia Vorreakou & Aristeidis Galanakis & Georgios Theodorou & Emmanouil Stauropoulos & Martha Kelesi & Evridiki Kaba, 2021. "Public Hospital Quality Assessment. Evidence from Greek Health Setting Using SERVQUAL Model," IJERPH, MDPI, vol. 18(7), pages 1-16, March.
    9. van der Hulst, Frank J.P. & Holst, Laurens & Brabers, Anne E.M. & de Jong, Judith D., 2022. "To what degree are health insurance enrollees in the Netherlands aware of the restrictive conditions attached to their policies?," Health Policy, Elsevier, vol. 126(7), pages 693-703.
    10. Santosh, T.V. & Vinod, Gopika & Saraf, R.K. & Ghosh, A.K. & Kushwaha, H.S., 2007. "Application of artificial neural networks to nuclear power plant transient diagnosis," Reliability Engineering and System Safety, Elsevier, vol. 92(10), pages 1468-1472.
    11. Ting Wang & Chien-Liang Lin & Yu-Sheng Su, 2021. "Continuance Intention of University Students and Online Learning during the COVID-19 Pandemic: A Modified Expectation Confirmation Model Perspective," Sustainability, MDPI, vol. 13(8), pages 1-15, April.
    12. Jang, Yeonju & Park, Eunil, 2020. "Social acceptance of nuclear power plants in Korea: The role of public perceptions following the Fukushima accident," Renewable and Sustainable Energy Reviews, Elsevier, vol. 128(C).
    13. Kersnik, Janko, 2001. "Determinants of customer satisfaction with the health care system, with the possibility to choose a personal physician and with a family doctor in a transition country," Health Policy, Elsevier, vol. 57(2), pages 155-164, August.
    14. Maja Pervan & Marijana Curak & Tomislava Pavic Kramaric, 2017. "The Influence of Industry Characteristics and Dynamic Capabilities on Firms’ Profitability," IJFS, MDPI, vol. 6(1), pages 1-19, December.
    15. Leung, Louis & Chen, Cheng, 2019. "E-health/m-health adoption and lifestyle improvements: Exploring the roles of technology readiness, the expectation-confirmation model, and health-related information activities," Telecommunications Policy, Elsevier, vol. 43(6), pages 563-575.
    16. Meesala, Appalayya & Paul, Justin, 2018. "Service quality, consumer satisfaction and loyalty in hospitals: Thinking for the future," Journal of Retailing and Consumer Services, Elsevier, vol. 40(C), pages 261-269.
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