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Spatial econometric analysis of the digital divide in Thailand at the sub-district level: Patterns and determinants

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  • Setthasuravich, Prasongchai
  • Sirikhan, Kulacha
  • Kato, Hironori

Abstract

This study explores spatial patterns of the digital divide and its determinants at the sub-district level in Thailand, uncovering nuanced patterns often overlooked in the in prior literature. To our knowledge, no studies in the digital divide field have offered such detailed estimations. Based on the Spatially Aware Technology Utilization Model, we constructed a conceptual model tailored to the digital divide's geospatial context in Thailand. Using a spatial econometric approach, we analyzed the 2021 data set on basic household necessities provided by Thailand's Community Development Department. The results show a positive spatial autocorrelation of the household internet access divide (HIAD) across Thailand's sub-districts. This spatial clustering tended to be high–high in the sub-districts located in the northeastern and northern regions, with low–low agglomerations in the central region of Thailand. In addition, the spatial econometric analysis results indicated that the HIAD may be influenced by various factors including demographic, economic, educational, government ICT prioritization, social capital, transportation, and disaster-related variables. This study provides both theoretical and policy implications to enrich geographic knowledge of the digital divide, specifically in the context of developing countries.

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  • Setthasuravich, Prasongchai & Sirikhan, Kulacha & Kato, Hironori, 2024. "Spatial econometric analysis of the digital divide in Thailand at the sub-district level: Patterns and determinants," Telecommunications Policy, Elsevier, vol. 48(8).
    • Handle: RePEc:eee:telpol:v:48:y:2024:i:8:s0308596124001150
    DOI: 10.1016/j.telpol.2024.102818
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    as
    1. Qing Wang & Xingyu Xia & Sai Lan & Miao Li, 2023. "Rural Digital Infrastructure and Labor Market : Evidence from Universal Telecommunication Service," Post-Print hal-04348221, HAL.
    2. Armey, Laura E. & Hosman, Laura, 2016. "The centrality of electricity to ICT use in low-income countries," Telecommunications Policy, Elsevier, vol. 40(7), pages 617-627.
    3. Daniele Pederzoli, 2019. "How Communities Affect the Technology Acceptance Model in the Retail Sector," Lecture Notes in Information Systems and Organization, in: Youcef Baghdadi & Antoine Harfouche (ed.), ICT for a Better Life and a Better World, pages 395-408, Springer.
    4. Myovella, Godwin & Karacuka, Mehmet & Haucap, Justus, 2021. "Determinants of digitalization and digital divide in Sub-Saharan African economies: A spatial Durbin analysis," Telecommunications Policy, Elsevier, vol. 45(10).
    5. Mack, Elizabeth A. & Grubesic, Tony H., 2009. "Forecasting broadband provision," Information Economics and Policy, Elsevier, vol. 21(4), pages 297-311, November.
    6. Mehta, Niti, 2017. "Relationship between Farm and Allied Non-Farm Sectors: Issues Relating to Linkages and Future of Agriculture," Indian Journal of Agricultural Economics, Indian Society of Agricultural Economics, vol. 72(3), September.
    7. Sujarwoto, Sujarwoto & Tampubolon, Gindo, 2016. "Spatial inequality and the Internet divide in Indonesia 2010–2012," Telecommunications Policy, Elsevier, vol. 40(7), pages 602-616.
    8. Tony H. Grubesic & Alan T. Murray, 2002. "Constructing the divide: Spatial disparities in broadband access," Papers in Regional Science, Springer;Regional Science Association International, vol. 81(2), pages 197-221.
    9. Juthathip Jongwanich, 2024. "The Digital Economy in Thailand: Potential and Policies," Discussion Papers 80, Thammasat University, Faculty of Economics, revised Jan 2024.
    10. Chiu, Bing-yu, 2023. "Relationship between motorcycle travel and the built environment: Evidence from Taipei, Taiwan," Journal of Transport Geography, Elsevier, vol. 110(C).
    11. Jinhyun Hong & David Philip McArthur & Mark Livingston, 2019. "Can Accessing the Internet while Travelling Encourage Commuters to Use Public Transport Regardless of Their Attitude?," Sustainability, MDPI, vol. 11(12), pages 1-10, June.
    12. Inès Ben Dkhil & Khaireddine Jebsi, 2020. "Access Regulation and Broadband Deployment: Evidence from a Worldwide Dataset," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 27(2), pages 203-253, May.
    13. Porter, Constance Elise & Donthu, Naveen, 2006. "Using the technology acceptance model to explain how attitudes determine Internet usage: The role of perceived access barriers and demographics," Journal of Business Research, Elsevier, vol. 59(9), pages 999-1007, September.
    14. Sohail Raza Chohan & Guangwei Hu, 2022. "Strengthening digital inclusion through e-government: cohesive ICT training programs to intensify digital competency," Information Technology for Development, Taylor & Francis Journals, vol. 28(1), pages 16-38, January.
    15. Björn Niehaves & Ralf Plattfaut, 2014. "Internet adoption by the elderly: employing IS technology acceptance theories for understanding the age-related digital divide," European Journal of Information Systems, Taylor & Francis Journals, vol. 23(6), pages 708-726, November.
    16. Younghoon Chang & Hyerin Kim & Siew Fan Wong & Myeong-Cheol Park, 2015. "A Comparison of the Digital Divide Across Three Countries with Different Development Indices," Journal of Global Information Management (JGIM), IGI Global, vol. 23(4), pages 55-76, October.
    17. Setthasuravich, Prasongchai & Kato, Hironori, 2020. "The mediating role of the digital divide in outcomes of short-term transportation policy in Thailand," Transport Policy, Elsevier, vol. 97(C), pages 161-171.
    18. Sun, Shan & Guo, Liang & Yang, Shuo & Cao, Jason, 2024. "Exploring the contributions of Ebike ownership, transit access, and the built environment to car ownership in a developing city," Journal of Transport Geography, Elsevier, vol. 116(C).
    19. James Pick & Avijit Sarkar & Elizabeth Parrish, 2021. "The Latin American and Caribbean digital divide: a geospatial and multivariate analysis," Information Technology for Development, Taylor & Francis Journals, vol. 27(2), pages 235-262, April.
    20. Chavi Asrani & Arpan Kumar Kar, 2022. "Diffusion and adoption of digital communications services in India," Information Technology for Development, Taylor & Francis Journals, vol. 28(3), pages 488-510, July.
    21. Qing Wang & Xingyu Xia & Sai Lan & Miao Li, 2023. "Rural digital infrastructure and labor market: Evidence from universal telecommunication service," Asian Economic Journal, East Asian Economic Association, vol. 37(3), pages 293-325, September.
    22. Mack, Elizabeth A. & Helderop, Edward & Keene, Thomas & Loveridge, Scott & Mann, John & Grubesic, Tony H. & Kowalkowski, Brian & Gollnow, Miranda, 2022. "A longitudinal analysis of broadband provision in tribal areas," Telecommunications Policy, Elsevier, vol. 46(5).
    23. Anne Durand & Toon Zijlstra & Niels van Oort & Sascha Hoogendoorn-Lanser & Serge Hoogendoorn, 2022. "Access denied? Digital inequality in transport services," Transport Reviews, Taylor & Francis Journals, vol. 42(1), pages 32-57, January.
    24. Tony H. Grubesic & Alan T. Murray, 2004. "Waiting for Broadband: Local Competition and the Spatial Distribution of Advanced Telecommunication Services in the United States," Growth and Change, Wiley Blackwell, vol. 35(2), pages 139-165, March.
    25. Janice C Sipior & Burke T Ward & Regina Connolly, 2011. "The digital divide and t-government in the United States: using the technology acceptance model to understand usage," European Journal of Information Systems, Taylor & Francis Journals, vol. 20(3), pages 308-328, May.
    26. Nguyen, Trung Thanh & Nguyen, Thanh-Tung & Grote, Ulrike, 2022. "Internet use, natural resource extraction and poverty reduction in rural Thailand," Ecological Economics, Elsevier, vol. 196(C).
    27. Chun-Hung A. Lin & Ho-Shan Lin & Ching-Po Hsu, 2017. "Digital Divide and Income Inequality: A Spatial Analysis," Review of Economics & Finance, Better Advances Press, Canada, vol. 8, pages 31-43, May.
    28. Pick, James B. & Sarkar, Avijit & Johnson, Jeremy, 2015. "United States digital divide: State level analysis of spatial clustering and multivariate determinants of ICT utilization," Socio-Economic Planning Sciences, Elsevier, vol. 49(C), pages 16-32.
    29. Pick, James B. & Nishida, Tetsushi, 2015. "Digital divides in the world and its regions: A spatial and multivariate analysis of technological utilization," Technological Forecasting and Social Change, Elsevier, vol. 91(C), pages 1-17.
    30. Zhao, Pengjun & Bai, Yu, 2019. "The gap between and determinants of growth in car ownership in urban and rural areas of China: A longitudinal data case study," Journal of Transport Geography, Elsevier, vol. 79(C), pages 1-1.
    31. Szeles, Monica Răileanu, 2018. "New insights from a multilevel approach to the regional digital divide in the European Union," Telecommunications Policy, Elsevier, vol. 42(6), pages 452-463.
    32. Feng-Jenq Lin, 2008. "Solving Multicollinearity in the Process of Fitting Regression Model Using the Nested Estimate Procedure," Quality & Quantity: International Journal of Methodology, Springer, vol. 42(3), pages 417-426, June.
    33. Anselin, Luc, 2002. "Under the hood : Issues in the specification and interpretation of spatial regression models," Agricultural Economics, Blackwell, vol. 27(3), pages 247-267, November.
    34. Edward B. Barbier, 2023. "Overcoming digital poverty traps in rural Asia," Review of Development Economics, Wiley Blackwell, vol. 27(3), pages 1403-1420, August.
    35. Song, Zhouying & Wang, Chen & Bergmann, Luke, 2020. "China’s prefectural digital divide: Spatial analysis and multivariate determinants of ICT diffusion," International Journal of Information Management, Elsevier, vol. 52(C).
    36. Sarkar, Avijit & Pick, James B. & Johnson, Jeremy, 2015. "Africa's digital divide: Geography, policy, and implications," 2015 Regional ITS Conference, Los Angeles 2015 146339, International Telecommunications Society (ITS).
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