IDEAS home Printed from https://ideas.repec.org/a/eee/ecanpo/v80y2023icp450-470.html
   My bibliography  Save this article

The nonlinear impacts of aging labor and government health expenditures on productivity in ASEAN+3 economies

Author

Listed:
  • Osathanunkul, Rossarin
  • Dumrong, Pasinee
  • Yamaka, Woraphon
  • Maneejuk, Paravee

Abstract

The aging of the workforce has become a paramount concern for ASEAN+3’s productivity. In response, government health expenditure emerges as a potential solution. However, the existing literature has generated inconclusive results and has yet to reveal the mechanisms and potential nonlinear effects of these factors on productivity. This study addresses this gap by examining the impact of changes in the proportion of the working-age population and government health expenditures on productivity growth, using data from ASEAN+3 countries over the period 2008–2009. Employing a robust methodology, we utilize several panel threshold regression models to derive statistically sound inferences and consistent parameter estimates. Our investigation reveals that government health expenditure effectively enhances productivity when the old labor force participation rate is below 51.352%. However, this effect loses significance at higher levels of the aging workers’ proportion. Additionally, we identify an optimal government health expenditure range of 1.906% to 2.859% of GDP, signifying a positive correlation with labor productivity growth.

Suggested Citation

  • Osathanunkul, Rossarin & Dumrong, Pasinee & Yamaka, Woraphon & Maneejuk, Paravee, 2023. "The nonlinear impacts of aging labor and government health expenditures on productivity in ASEAN+3 economies," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 450-470.
  • Handle: RePEc:eee:ecanpo:v:80:y:2023:i:c:p:450-470
    DOI: 10.1016/j.eap.2023.08.021
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0313592623002060
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eap.2023.08.021?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    2. Rivera, Berta & Currais, Luis, 2004. "Public Health Capital and Productivity in the Spanish Regions: A Dynamic Panel Data Model," World Development, Elsevier, vol. 32(5), pages 871-885, May.
    3. Narayan, Seema & Narayan, Paresh Kumar & Mishra, Sagarika, 2010. "Investigating the relationship between health and economic growth: Empirical evidence from a panel of 5 Asian countries," Journal of Asian Economics, Elsevier, vol. 21(4), pages 404-411, August.
    4. Hidekatsu Asada, 2020. "Effects of Foreign Direct Investment and Trade on Labor Productivity Growth in Vietnam," JRFM, MDPI, vol. 13(9), pages 1-11, September.
    5. Bertschek Irene & Meyer Jenny, 2009. "Do Older Workers Lower IT-Enabled Productivity?: Firm-Level Evidence from Germany," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 229(2-3), pages 327-342, April.
    6. Ken-ichi Hashimoto & Ken Tabata, 2010. "Population aging, health care, and growth," Journal of Population Economics, Springer;European Society for Population Economics, vol. 23(2), pages 571-593, March.
    7. Strauss, John, 1986. "Does Better Nutrition Raise Farm Productivity?," Journal of Political Economy, University of Chicago Press, vol. 94(2), pages 297-320, April.
    8. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    9. Abdulqadir, Idris A. & Asongu, Simplice A., 2022. "The asymmetric effect of internet access on economic growth in sub-Saharan Africa," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 44-61.
    10. Steven D. Levitt & John A. List & Chad Syverson, 2013. "Toward an Understanding of Learning by Doing: Evidence from an Automobile Assembly Plant," Journal of Political Economy, University of Chicago Press, vol. 121(4), pages 643-681.
    11. Jun Ho Seok & Hanpil Moon & GwanSeon Kim & Michael R. Reed, 2018. "Is Aging the Important Factor for Sustainable Agricultural Development in Korea? Evidence from the Relationship between Aging and Farm Technical Efficiency," Sustainability, MDPI, vol. 10(7), pages 1-15, June.
    12. Ichiro Muto & Takemasa Oda & Nao Sudo, 2016. "Macroeconomic Impact of Population Aging in Japan: A Perspective from an Overlapping Generations Model," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 64(3), pages 408-442, August.
    13. Mr. Shekhar Aiyar & Mr. Christian H Ebeke, 2016. "The Impact of Workforce Aging on European Productivity," IMF Working Papers 2016/238, International Monetary Fund.
    14. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    15. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    16. Börsch-Supan, Axel & Hunkler, Christian & Weiss, Matthias, 2021. "Big data at work: Age and labor productivity in the service sector," The Journal of the Economics of Ageing, Elsevier, vol. 19(C).
    17. Börsch-Supan, Axel & Weiss, Matthias, 2016. "Productivity and age: Evidence from work teams at the assembly line," The Journal of the Economics of Ageing, Elsevier, vol. 7(C), pages 30-42.
    18. Seo, Myung Hwan & Shin, Yongcheol, 2016. "Dynamic panels with threshold effect and endogeneity," Journal of Econometrics, Elsevier, vol. 195(2), pages 169-186.
    19. David E. BLOOM & Jocelyn E. FINLAY, 2009. "Demographic Change and Economic Growth in Asia," Asian Economic Policy Review, Japan Center for Economic Research, vol. 4(1), pages 45-64, June.
    20. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    21. Devdatta Ray & Mikael Linden, 2018. "Health, inequality and income: a global study using simultaneous model," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 7(1), pages 1-28, December.
    22. B.K. Atrostic & Sang V. Nguyen, 2002. "Computer Networks and U.S. Manufacturing Plant Productivity: New Evidence from the CNUS Data," Working Papers 02-01, Center for Economic Studies, U.S. Census Bureau.
    23. Fouquau, Julien & Hurlin, Christophe & Rabaud, Isabelle, 2008. "The Feldstein-Horioka puzzle: A panel smooth transition regression approach," Economic Modelling, Elsevier, vol. 25(2), pages 284-299, March.
    24. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    25. Alan M. Garber & Jonathan Skinner, 2008. "Is American Health Care Uniquely Inefficient?," NBER Working Papers 14257, National Bureau of Economic Research, Inc.
    26. Daron Acemoglu & Pascual Restrepo, 2022. "Demographics and Automation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 1-44.
    27. Lee, Jong-Wha & Song, Eunbi & Kwak, Do Won, 2020. "Aging labor, ICT capital, and productivity in Japan and Korea," Journal of the Japanese and International Economies, Elsevier, vol. 58(C).
    28. Berkman, Lisa F. & Truesdale, Beth C., 2023. "Working longer and population aging in the U.S.: Why delayed retirement isn’t a practical solution for many," The Journal of the Economics of Ageing, Elsevier, vol. 24(C).
    29. Combary, Omer & Traore, Salimata, 2021. "Impacts of Health Services on Agricultural Labor Productivity of Rural Households in Burkina Faso," Agricultural and Resource Economics Review, Cambridge University Press, vol. 50(1), pages 150-169, April.
    30. Kaddour Hadri, 2000. "Testing for stationarity in heterogeneous panel data," Econometrics Journal, Royal Economic Society, vol. 3(2), pages 148-161.
    31. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    32. Matthew J. Baker & Joyce P. Jacobsen, 2007. "A Human Capital-Based Theory of Postmarital Residence Rules," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 23(1), pages 208-241, April.
    33. Kim, Dong-Hyeon & Wu, Yi-Chen & Lin, Shu-Chin, 2018. "Heterogeneity in the effects of government size and governance on economic growth," Economic Modelling, Elsevier, vol. 68(C), pages 205-216.
    34. Grossman, Michael, 1972. "On the Concept of Health Capital and the Demand for Health," Journal of Political Economy, University of Chicago Press, vol. 80(2), pages 223-255, March-Apr.
    35. Francesca Carta & Francesco D'Amuri & Till von Wachter, 2020. "workforce aging, pension reforms, and firm outcomes," Temi di discussione (Economic working papers) 1297, Bank of Italy, Economic Research and International Relations Area.
    36. Stephanie Kremer & Alexander Bick & Dieter Nautz, 2013. "Inflation and growth: new evidence from a dynamic panel threshold analysis," Empirical Economics, Springer, vol. 44(2), pages 861-878, April.
    37. Hernæs, Erik & Kornstad, Tom & Markussen, Simen & Røed, Knut, 2023. "Ageing and labor productivity," Labour Economics, Elsevier, vol. 82(C).
    38. Cylus, Jonathan & Al Tayara, Lynn, 2021. "Health, an ageing labour force, and the economy: Does health moderate the relationship between population age-structure and economic growth?," Social Science & Medicine, Elsevier, vol. 287(C).
    39. Supachet Chansarn, 2010. "Labor Productivity Growth, Education, Health and Technological Progress: A Cross-Country Analysis," Economic Analysis and Policy, Elsevier, vol. 40(2), pages 249-261, September.
    40. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    41. Lisenkova, Katerina & Mérette, Marcel & Wright, Robert, 2013. "Population ageing and the labour market: Modelling size and age-specific effects," Economic Modelling, Elsevier, vol. 35(C), pages 981-989.
    42. Stephen D. Oliner & Daniel E. Sichel, 2000. "The resurgence of growth in the late 1990s: is information technology the story?," Proceedings, Federal Reserve Bank of San Francisco.
    43. Kim, Hoolda & Song Lee, Bun, 2023. "Aging workforce, wages, and productivity: Do older workers drag productivity down in Korea?," The Journal of the Economics of Ageing, Elsevier, vol. 24(C).
    44. Nicole Maestas & Kathleen J. Mullen & David Powell, 2016. "The Effect of Population Aging on Economic Growth, the Labor Force and Productivity," NBER Working Papers 22452, National Bureau of Economic Research, Inc.
    45. Daron Acemoglu & Pascual Restrepo, 2017. "Secular Stagnation? The Effect of Aging on Economic Growth in the Age of Automation," American Economic Review, American Economic Association, vol. 107(5), pages 174-179, May.
    46. Alex Bryson & John Forth & Helen Gray & Lucy Stokes, 2020. "Does Employing Older Workers Affect Workplace Performance?," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 59(4), pages 532-562, October.
    47. Caner, Mehmet & Hansen, Bruce E., 2004. "Instrumental Variable Estimation Of A Threshold Model," Econometric Theory, Cambridge University Press, vol. 20(5), pages 813-843, October.
    48. Iñigo Calvo-Sotomayor & Jon Paul Laka & Ricardo Aguado, 2019. "Workforce Ageing and Labour Productivity in Europe," Sustainability, MDPI, vol. 11(20), pages 1-16, October.
    49. Canice Prendergast, 1999. "The Provision of Incentives in Firms," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 7-63, March.
    50. Fouquau, Julien & Hurlin, Christophe & Rabaud, Isabelle, 2008. "The Feldstein-Horioka puzzle: A panel smooth transition regression approach," Economic Modelling, Elsevier, vol. 25(2), pages 284-299, March.
    51. Mirela Cristea & Gratiela Georgiana Noja & Petru Stefea & Adrian Lucian Sala, 2020. "The Impact of Population Aging and Public Health Support on EU Labor Markets," IJERPH, MDPI, vol. 17(4), pages 1-27, February.
    52. Teerawichitchainan, Bussarawan & Prachuabmoh, Vipan & Knodel, John, 2019. "Productive aging in developing Southeast Asia: Comparative analyses between Myanmar, Vietnam and Thailand," Social Science & Medicine, Elsevier, vol. 229(C), pages 161-171.
    53. M. Hashem Pesaran & Badi H. Baltagi, 2007. "Heterogeneity and cross section dependence in panel data models: theory and applications introduction," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 229-232.
    54. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    55. Nicole Maestas & Julie Zissimopoulos, 2010. "How Longer Work Lives Ease the Crunch of Population Aging," Journal of Economic Perspectives, American Economic Association, vol. 24(1), pages 139-160, Winter.
    56. Siow Li Lai & Tien Ming Yip, 2022. "The role of older workers in population aging–economic growth nexus: evidence from developing countries," Economic Change and Restructuring, Springer, vol. 55(3), pages 1875-1912, August.
    57. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    58. Feng, Yidai & Yuan, Huaxi & Liu, Yaobin, 2023. "The energy-saving effect in the new transformation of urbanization," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 41-59.
    59. Qiushi Feng & Wei-Jun Jean Yeung & Zhenglian Wang & Yi Zeng, 2019. "Age of Retirement and Human Capital in an Aging China, 2015–2050," European Journal of Population, Springer;European Association for Population Studies, vol. 35(1), pages 29-62, February.
    60. Alan M. Garber & Jonathan Skinner, 2008. "Is American Health Care Uniquely Inefficient?," Journal of Economic Perspectives, American Economic Association, vol. 22(4), pages 27-50, Fall.
    61. Nicole Maestas & Kathleen J. Mullen & David Powell, 2023. "The Effect of Population Aging on Economic Growth, the Labor Force, and Productivity," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(2), pages 306-332, April.
    62. Gustman, Alan L & Steinmeier, Thomas L, 2000. "Retirement in Dual-Career Families: A Structural Model," Journal of Labor Economics, University of Chicago Press, vol. 18(3), pages 503-545, July.
    63. Laddha, Yash & Tiwari, Aviral & Kasperowicz, Rafał & Bilan, Yuriy & Streimikiene, Dalia, 2022. "Impact of Information Communication Technology on labor productivity: A panel and cross-sectional analysis," Technology in Society, Elsevier, vol. 68(C).
    64. Hong W. Tan, 1991. "Technical Change and Human Capital Acquisition in the U.S. and Japanese Labor Markets," NBER Chapters, in: Productivity Growth in Japan and the United States, pages 385-409, National Bureau of Economic Research, Inc.
    65. Fougere, Maxime & Merette, Marcel, 1999. "Population ageing and economic growth in seven OECD countries," Economic Modelling, Elsevier, vol. 16(3), pages 411-427, August.
    66. Jude Eggoh & Hilaire Houeninvo & Gilles-Armand Sossou, 2015. "Education, Health And Economic Growth In African Countries," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 40(1), pages 93-111, March.
    67. Brahim Gaies, 2022. "Reassessing the impact of health expenditure on income growth in the face of the global sanitary crisis: the case of developing countries," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 23(9), pages 1415-1436, December.
    68. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    69. Giammanco, Maria Daniela & Gitto, Lara, 2019. "Health expenditure and FDI in Europe," Economic Analysis and Policy, Elsevier, vol. 62(C), pages 255-267.
    Full references (including those not matched with items on IDEAS)

    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. Sanjoy Kumar Saha, 2022. "How Does the Impact of Foreign Direct Investment on Labor Productivity Affects Productive Capacity?," International Journal of Finance, Insurance and Risk Management, International Journal of Finance, Insurance and Risk Management, vol. 12(4), pages 101-135.
    2. Kim, Hoolda & Song Lee, Bun, 2023. "Aging workforce, wages, and productivity: Do older workers drag productivity down in Korea?," The Journal of the Economics of Ageing, Elsevier, vol. 24(C).
    3. Nadide Halıcı-Tülüce & İbrahim Doğan & Cüneyt Dumrul, 2016. "Is income relevant for health expenditure and economic growth nexus?," International Journal of Health Economics and Management, Springer, vol. 16(1), pages 23-49, March.
    4. Brahim Gaies, 2022. "Reassessing the impact of health expenditure on income growth in the face of the global sanitary crisis: the case of developing countries," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 23(9), pages 1415-1436, December.
    5. Chen, Chaoyi & Pinar, Mehmet & Stengos, Thanasis, 2021. "Determinants of renewable energy consumption: Importance of democratic institutions," Renewable Energy, Elsevier, vol. 179(C), pages 75-83.
    6. Rainer Kotschy & Uwe Sunde & Tommaso MonacelliManaging Editor, 2018. "Can education compensate the effect of population ageing on macroeconomic performance?," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 33(96), pages 587-634.
    7. Allen, Steven G., 2023. "Demand for older workers: What do we know? What do we need to learn?," The Journal of the Economics of Ageing, Elsevier, vol. 24(C).
    8. Giannellis, Nikolaos & Koukouritakis, Minoas, 2019. "Gold price and exchange rates: A panel smooth transition regression model for the G7 countries," The North American Journal of Economics and Finance, Elsevier, vol. 49(C), pages 27-46.
    9. Awad, Atif & Albaity, Mohamed, 2022. "ICT and economic growth in Sub-Saharan Africa: Transmission channels and effects," Telecommunications Policy, Elsevier, vol. 46(8).
    10. Nikolaos Giannellis & Minoas Koukouritakis, 2018. "Currency Misalignments in the BRIICS Countries: Fixed Vs. Floating Exchange Rates," Open Economies Review, Springer, vol. 29(5), pages 1123-1151, November.
    11. Cylus, Jonathan & Al Tayara, Lynn, 2021. "Health, an ageing labour force, and the economy: does health moderate the relationship between population age-structure and economic growth?," LSE Research Online Documents on Economics 112421, London School of Economics and Political Science, LSE Library.
    12. Osarumwense Osabuohien-Irabor & Igor Mikhailovich Drapkin, 2022. "The Impact of Technological Innovation on Energy Consumption in OECD Economies: the role of Outward Foreign Direct Investment and International Trade Openness," International Journal of Energy Economics and Policy, Econjournals, vol. 12(4), pages 317-333, July.
    13. Aydin, Celil & Esen, Ömer, 2018. "Does the level of energy intensity matter in the effect of energy consumption on the growth of transition economies? Evidence from dynamic panel threshold analysis," Energy Economics, Elsevier, vol. 69(C), pages 185-195.
    14. Lena Dr䧥r & Jan-Oliver Menz & Ulrich Fritsche, 2014. "Perceived inflation under loss aversion," Applied Economics, Taylor & Francis Journals, vol. 46(3), pages 282-293, January.
    15. Shreya Pal, 2024. "The International Capital Flows and Domestic Savings–domestic Investment Nexus: A Comparative Evidence Between Heterogeneous Developing Regions," South Asian Journal of Macroeconomics and Public Finance, , vol. 13(2), pages 169-212, December.
    16. Cylus, Jonathan & Al Tayara, Lynn, 2021. "Health, an ageing labour force, and the economy: Does health moderate the relationship between population age-structure and economic growth?," Social Science & Medicine, Elsevier, vol. 287(C).
    17. Hajamini, Mehdi & Falahi, Mohammad Ali, 2018. "Economic growth and government size in developed European countries: A panel threshold approach," Economic Analysis and Policy, Elsevier, vol. 58(C), pages 1-13.
    18. Sanjoy Kumar Saha, 2024. "Does the Impact of the Foreign Direct Investment on Labor Productivity Change Depending on Productive Capacity?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(2), pages 8588-8620, June.
    19. Chen, Chaoyi & Pinar, Mehmet & Stengos, Thanasis, 2020. "Renewable energy consumption and economic growth nexus: Evidence from a threshold model," Energy Policy, Elsevier, vol. 139(C).
    20. Qamruzzaman, Md, 2022. "Nexus between renewable energy, foreign direct investment, and agro-productivity: The mediating role of carbon emission," Renewable Energy, Elsevier, vol. 184(C), pages 526-540.

    More about this item

    Keywords

    ASEAN+3; Health expenditures; Nonlinear; Older workers; Productivity;
    All these keywords.

    JEL classification:

    • C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General
    • J14 - Labor and Demographic Economics - - Demographic Economics - - - Economics of the Elderly; Economics of the Handicapped; Non-Labor Market Discrimination
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity

    Statistics

    Access and download statistics

    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:eee:ecanpo:v:80:y:2023:i:c:p:450-470. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/economic-analysis-and-policy .

    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.