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