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Public data openness as an economic policy lever for sustainable tourism: Evidence on mechanisms, spillovers and heterogeneity from Chinese cities

Author

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  • Jiang, Yiling
  • Lu, Yiling
  • Tian, Xizhou
  • Wei, Daiping

Abstract

With the rapid rise of the digital economy, public data openness has become a key driver of sustainable tourism development. However, research has paid limited attention to its mechanisms and regional heterogeneity. This study employs panel data from 291 Chinese cities spanning 2007 to 2023, analyzed through a Difference-in-Differences (DID) model and a Spatial Durbin Model (SDM). The analysis examines how public data openness shapes the green and sustainable development of the tourism economy. The empirical findings reveal that public data openness significantly promotes green and sustainable tourism growth, with service innovation and market efficiency functioning as key mediating pathways. In addition, economic development, resource integration, and data governance show positive and significant moderating effects. These regional conditions shape how public data openness influences sustainable tourism development. Furthermore, public data openness generates spatial spillover effects that contribute to the green and sustainable development of the tourism economy. These spillovers are most pronounced in regions with similar economic structures, and their intensity rises as the degree of data openness increases. Overall, this study contributes to strengthening the theoretical nexus between public data openness and sustainable tourism development. It further provides empirical evidence and policy insights to facilitate broader green economic transformation.

Suggested Citation

  • Jiang, Yiling & Lu, Yiling & Tian, Xizhou & Wei, Daiping, 2026. "Public data openness as an economic policy lever for sustainable tourism: Evidence on mechanisms, spillovers and heterogeneity from Chinese cities," Economic Analysis and Policy, Elsevier, vol. 89(C), pages 860-881.
    • Handle: RePEc:eee:ecanpo:v:89:y:2026:i:c:p:860-881
    DOI: 10.1016/j.eap.2025.12.029
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    References listed on IDEAS

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    1. Alessandro Acquisti & Curtis Taylor & Liad Wagman, 2016. "The Economics of Privacy," Journal of Economic Literature, American Economic Association, vol. 54(2), pages 442-492, June.
    2. Dogan, Ergun & Zhang, Xibin, 2023. "A nonparametric panel data model for examining the contribution of tourism to economic growth," Economic Modelling, Elsevier, vol. 128(C).
    3. Xiaoting Chi & Bo Meng & Hyerin Lee & Bee‐Lia Chua & Heesup Han, 2023. "Pro‐environmental employees and sustainable hospitality and tourism businesses: Exploring strategic reasons and global motives for green behaviors," Business Strategy and the Environment, Wiley Blackwell, vol. 32(7), pages 4167-4182, November.
    4. Vitor Rodrigues & Celeste Eusébio & Zélia Breda, 2023. "Enhancing sustainable development through tourism digitalisation: a systematic literature review," Information Technology & Tourism, Springer, vol. 25(1), pages 13-45, March.
    5. Suresh, Kanesh & Wilson, Clevo & Quayle, Annette & Managi, Shunsuke & Khanal, Uttam, 2024. "Are farmers willing to accept compensation from tourism revenue for elephant crop damage and coexistence support? Evidence from Sri Lanka," Ecological Economics, Elsevier, vol. 224(C).
    6. Chen, Kaixuan & Zhang, Shushan, 2024. "How does open public data impact enterprise digital transformation?," Economic Analysis and Policy, Elsevier, vol. 83(C), pages 178-190.
    7. Chen, Yingtong & Zhang, Dayong & Ji, Qiang, 2022. "Impacts of regional cooperation agreements on international tourism: Evidence from a quasi-natural experiment," International Review of Economics & Finance, Elsevier, vol. 82(C), pages 663-676.
    8. Luca Braghieri & Ro'ee Levy & Alexey Makarin, 2022. "Social Media and Mental Health," American Economic Review, American Economic Association, vol. 112(11), pages 3660-3693, November.
    9. Antolini, Fabrizio & Terraglia, Ivan & Cesarini, Samuele, 2024. "Integrating multiple data sources to measure sustainable tourism in Italian regions," Socio-Economic Planning Sciences, Elsevier, vol. 95(C).
    10. Shang, Yunfeng & Zhu, Lingrou & Qian, Fangbin & Xie, Yani, 2023. "Role of green finance in renewable energy development in the tourism sector," Renewable Energy, Elsevier, vol. 206(C), pages 890-896.
    11. Shan, Junhui & Zhang, Lin & Wang, Junkai, 2025. "Data elements and corporate stock dividends: A quasi-natural experiment based on government data openness," International Review of Financial Analysis, Elsevier, vol. 97(C).
    12. Karimikia, Hadi & Bradshaw, Robert & Singh, Harminder & Ojo, Adegboyega & Donnellan, Brian & Guerin, Michael, 2022. "An emergent taxonomy of boundary spanning in the smart city context – The case of smart Dublin," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    13. Nan, Shijing & Huo, Yuchen & You, Wanhai & Guo, Yawei, 2022. "Globalization spatial spillover effects and carbon emissions: What is the role of economic complexity?," Energy Economics, Elsevier, vol. 112(C).
    14. Shao, Jiang & Wang, Miao, 2024. "Tourism law, labor supply and corporate performance in tourism listed firms," Finance Research Letters, Elsevier, vol. 68(C).
    15. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    16. Bai, Ling & Guo, Tianran & Xu, Wei & Liu, Yaobin & Kuang, Ming & Jiang, Lei, 2023. "Effects of digital economy on carbon emission intensity in Chinese cities: A life-cycle theory and the application of non-linear spatial panel smooth transition threshold model," Energy Policy, Elsevier, vol. 183(C).
    17. Ma, Lujia & Zhu, Jiaji & Han, Wei, 2024. "Short-term and long-term effects of Chinese and global economic policy uncertainty and geopolitical risks on Chinese tourism," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 1351-1360.
    18. Shi, Kehan & Wang, Jinfang, 2024. "The influence and spatial effects of high-speed railway construction on urban industrial upgrading: Based on an industrial transfer perspective," Socio-Economic Planning Sciences, Elsevier, vol. 93(C).
    19. Saunavaara, Juha & Laine, Antti & Salo, Matti, 2022. "The Nordic societies and the development of the data centre industry: Digital transformation meets infrastructural and industrial inheritance," Technology in Society, Elsevier, vol. 69(C).
    20. Anna Mikusheva & Liyang Sun, 2022. "Inference with Many Weak Instruments," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(5), pages 2663-2686.
    21. Ding, Jian & Liu, Baoliu & Shao, Xuefeng, 2022. "Spatial effects of industrial synergistic agglomeration and regional green development efficiency: Evidence from China," Energy Economics, Elsevier, vol. 112(C).
    22. Sun, Huaping & Edziah, Bless Kofi & Sun, Chuanwang & Kporsu, Anthony Kwaku, 2022. "Institutional quality and its spatial spillover effects on energy efficiency," Socio-Economic Planning Sciences, Elsevier, vol. 83(C).
    23. Ma, Rui & Guo, Fei & Li, Dongdong, 2024. "Can public data availability affect stock price crash risk? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 94(C).
    24. He, Feng & Feng, Yaqian & Hao, Jing, 2023. "Corporate ESG rating and stock market liquidity: Evidence from China," Economic Modelling, Elsevier, vol. 129(C).
    25. Shan, Wei & Cheng, Qian & Yu, Xudong & Ma, Zhiqiang, 2024. "Inclusive finance and regional tourism economy: The role of total factor productivity," Finance Research Letters, Elsevier, vol. 67(PA).
    26. Dalia Streimikiene & Biruta Svagzdiene & Edmundas Jasinskas & Arturas Simanavicius, 2021. "Sustainable tourism development and competitiveness: The systematic literature review," Sustainable Development, John Wiley & Sons, Ltd., vol. 29(1), pages 259-271, January.
    27. Wu, Qingyang & Li, Shanhong, 2024. "Decarbonization by digits: How data factors drive nonlinear sustainable dynamics in manufacturing," Applied Energy, Elsevier, vol. 374(C).
    28. Sun, Ya-Yen & Gossling, Stefan & Zhou, Wanru, 2022. "Does tourism increase or decrease carbon emissions? A systematic review," Annals of Tourism Research, Elsevier, vol. 97(C).
    29. James P. LeSage & R. Kelley Pace, 2008. "Spatial Econometric Modeling Of Origin‐Destination Flows," Journal of Regional Science, Wiley Blackwell, vol. 48(5), pages 941-967, December.
    30. Chang, Dingyi & Zhang, Ning, 2024. "The effect of cultural system reform on tourism development: Evidence from China," Structural Change and Economic Dynamics, Elsevier, vol. 70(C), pages 77-90.
    31. Zhao, Xue & Xie, Chengyuan & Huang, Lu & Wang, Yaru & Han, Tongyun, 2023. "How digitalization promotes the sustainable integration of culture and tourism for economic recovery," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 988-1000.
    32. Cheng, Yiran & Zhou, Xiaorui & Li, Yongjian, 2023. "The effect of digital transformation on real economy enterprises’ total factor productivity," International Review of Economics & Finance, Elsevier, vol. 85(C), pages 488-501.
    33. Zhang, Zhenhua & Hua, Chao & Song, Malin & Jiang, Marshall S. & Miao, Jianjun & Chen, Xue-Li, 2025. "Evaluation and influencing factors of sustainable economic development: A spatial analysis in the Yellow River Basin," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 997-1011.
    34. Dong, Zhenlin & Wang, Junzhi, 2024. "Does public data access stimulate the efficiency of corporate green innovation?," Finance Research Letters, Elsevier, vol. 65(C).
    35. Wu, Desheng & Xie, Yu, 2024. "Unveiling the impact of public data access on collaborative reduction of pollutants and carbon emissions: Evidence from open government data policy," Energy Economics, Elsevier, vol. 138(C).
    36. Malik, Ashish & Kumar, Satish & Basu, Shubhabrata & Bebenroth, Ralf, 2023. "Managing disruptive technologies for innovative healthcare solutions: The role of high-involvement work systems and technologically-mediated relational coordination," Journal of Business Research, Elsevier, vol. 161(C).
    37. Xinhui Jiang & Sarah Eaton & Genia Kostka, 2023. "No county is an island: the rise of interjurisdictional cooperation among counties in China," Regional Studies, Taylor & Francis Journals, vol. 57(10), pages 2021-2036, October.
    38. Michael Keane & Timothy Neal, 2021. "A Practical Guide to Weak Instruments," Discussion Papers 2021-05b, School of Economics, The University of New South Wales.
    39. Guo, Yani & Yan, Jiale & Zhuang, Peifen, 2025. "How does data sharing affect the sustainable development of agribusiness? Evidence from public data openness," International Review of Economics & Finance, Elsevier, vol. 97(C).
    40. Wang, Song & Yang, Canyu & Hou, Dailing & Dai, Liang, 2023. "How do urban agglomerations drive economic development? A policy implementation and spatial effects perspective," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 1224-1238.
    41. Waheed, Rida & Sarwar, Suleman & Alsaggaf, Majid Ibrahim, 2023. "Relevance of energy, green and blue factors to achieve sustainable economic growth: Empirical study of Saudi Arabia," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    42. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    43. Pan, Junyu & Du, Lizhao & Wu, Haitao & Liu, Xiaoqian, 2024. "Does environmental law enforcement supervision improve corporate carbon reduction performance? Evidence from environmental protection interview," Energy Economics, Elsevier, vol. 132(C).
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