Proceedings of the 2026 5th International Conference on Public Service, Economic Management and Sustainable Development (PESD 2026)

2026 5th International Conference on Public Service, Economic Management and Sustainable Development (PESD 2026)

📍Dali, China🗓️ 11-13 September 2026

Marketized Allocation Efficiency of Data Factors and Green Total Factor Productivity: Dynamic and Spatial Effects in Hunan Province

Authors
Yuxuan Deng1, *
1School of Economics and Trade, Hunan University, Changsha, 410006, China
*Corresponding author. Email: yuxuandeng@hnu.edu.cn
Corresponding Author
Yuxuan Deng
Available Online 10 November 2026.
DOI
10.2991/978-94-6239-825-2_45How to use a DOI?
Keywords
data factor marketization; green total factor productivity; sustainable development; spatial spillover; system GMM
Abstract

Understanding how the market-oriented allocation efficiency of data factors influences green total factor productivity (GTFP) is essential for regional sustainable development. Using panel data of 14 prefecture-level cities in Hunan Province (2010–2023), this study measures data factor allocation efficiency with Pythagorean fuzzy TOPSIS and GTFP with the Global Malmquist–Luenberger index, then identifies dynamic and spatial effects via system GMM and a spatial Durbin model. Allocation efficiency exhibits a single-pole-dominated, east-high-west-low pattern. One-period-lagged allocation efficiency significantly drives GTFP at the 1% level, with a transmission cycle of approximately one year, robust across specifications. Effect decomposition suggests that local efficiency gains may generate competitive pressure on neighbors, potentially a siphon-type spatial dynamic. Environmental regulation shows short-term inhibition consistent with the compliance-cost hypothesis. The findings provide empirical evidence for deepening data factor market reform and coordinating regional green development.

Copyright
© 2026 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the 2026 5th International Conference on Public Service, Economic Management and Sustainable Development (PESD 2026)
Series
Advances in Economics, Business and Management Research
Publication Date
10 November 2026
ISBN
978-94-6239-825-2
ISSN
2352-5428
DOI
10.2991/978-94-6239-825-2_45How to use a DOI?
Copyright
© 2026 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

TY  - CONF
AU  - Yuxuan Deng
PY  - 2026
DA  - 2026/11/10
TI  - Marketized Allocation Efficiency of Data Factors and Green Total Factor Productivity: Dynamic and Spatial Effects in Hunan Province
BT  - Proceedings of the 2026 5th International Conference on Public Service, Economic Management and Sustainable Development (PESD 2026)
PB  - Atlantis Press
SP  - 461
EP  - 471
SN  - 2352-5428
UR  - https://doi.org/10.2991/978-94-6239-825-2_45
DO  - 10.2991/978-94-6239-825-2_45
ID  - Deng2026
ER  -