ORIGINAL RESEARCH
Population Urbanization and Agricultural Labor Transfer: The Drivers for Green Total Factor Productivity Based on the Perspective of Factor Flow
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School of Economics, Jiangxi University of Finance and Economics, Nanchang, 330013, China
 
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College of Management, Hebei GEO University, Shijiazhuang, 050031, China
 
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College of Economics and Management, Jiangxi Agricultural University, Nanchang, 330045, China
 
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School of Finance and Economics, Henan Polytechnic University, Jiaozuo, 454000, China
 
 
Submission date: 2024-02-01
 
 
Final revision date: 2024-04-06
 
 
Acceptance date: 2024-05-14
 
 
Online publication date: 2024-09-04
 
 
Publication date: 2025-01-28
 
 
Corresponding author
Zhipeng Wang   

College of Economics and Management, Jiangxi Agricultural University, Nanchang, 330045, China
 
 
Pol. J. Environ. Stud. 2025;34(3):3105-3120
 
KEYWORDS
TOPICS
ABSTRACT
This study calculates green total factor productivity (GTFP) in China by using super-efficiency SBM (slacks-based measure) and explores the relationship between China’s urbanization, agricultural labor transfer (ALT), and GTFP. Firstly, the results show a significant improvement in the GTFP of China’s counties over the last two decades, there is a positive correlation between GTFP and geographical location. Secondly, urbanization has a significant role in promoting the development of GTFP. Urbanization can promote GTFP by accelerating the ALT. Under the higher level of social welfare, urbanization, and the ALT have a stronger role in promoting GTFP. Thirdly, urbanization and ALT have a lag effect on GTFP, and they play a promoting effect on GTFP in the long run. Heterogeneity analysis shows that urbanization and ALT can better promote the improvement of GTFP in areas with a developed economy and low information technology levels.
CONFLICT OF INTEREST
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
REFERENCES (72)
1.
OCHOA J.J., TAN Y., QIAN Q.K., SHEN L., MORENO E.L. Learning from best practices in sustainable urbanization. Habitat international, 78, 83, 2018. https://doi.org/10.1016/j.habi....
 
2.
2. SARKODIE S.A., STREZOV V. Effect of foreign direct investments, economic development and energy consumption on greenhouse gas emissions in developing countries. Science of the Total Environment, 646, 862, 2019.
 
3.
3. DEMIREL H., SERTEL E., KAYA S., SEKER D.Z. Exploring impacts of road transportation on environment: a spatial approach. Desalination, 226 (1-3), 279, 2008. https://doi.org/10.1016/j.desa... Population Urbanization and Agricultural... 3119.
 
4.
LI Y., CHEN Y. Development of an SBM-ML model for the measurement of green total factor productivity: The case of pearl river delta urban agglomeration. Renewable and Sustainable Energy Reviews, 145, 111131, 2021. https://doi.org/10.1016/j.rser....
 
5.
LI T., LIAO G. The heterogeneous impact of financial development on green total factor productivity. Frontiers in Energy Research, 8, 29, 2020.
 
6.
SHABU T. The relationship between urbanization and economic development in developing countries. International Journal of Economic Development Research and Investment, 1 (2), 30, 2010.
 
7.
SHARMA P. Urbanization and development. Population monograph of Nepal, 1, 375, 2003.
 
8.
MEGERI M.N., KENGNAL P. Econometric Study of Urbanization and Economic Development. Journal of Statistics and Management Systems, 19 (5), 633, 2016. https://doi.org/10.1080/097205....
 
9.
CHEN M., HUANG Y., TANG Z., LU D., LIU H., MA L. The provincial pattern of the relationship between urbanization and economic development in China. Journal of Geographical Sciences, 24 (1), 33, 2014. https://doi.org/10.1007/s11442....
 
10.
ZHANG R., SUN B., LIU M., HOU J. Haze pollution, new-type urbanization and regional total factor productivity growth: based on a panel dataset involving all 31 provinces within the territory of China. Kybernetes, 50 (5), 1357, 2020.
 
11.
WANG Y., LIU Y., LI Y., LI T. The spatio-temporal patterns of urban-rural development transformation in China since 1990. Habitat International, 53, 178, 2016. https://doi.org/10.1016/j.habi....
 
12.
HULTEN C.R. Total factor productivity: a short biography. In New developments in productivity analysis. University of Chicago Press, 1, 2001.
 
13.
WANG Y., FANG X., YIN S., CHEN W. Low-carbon development quality of cities in China: Evaluation and obstacle analysis. Sustainable Cities and Society, 64, 102553, 2021.
 
14.
XIA F., XU J. Green total factor productivity: A re-examination of quality of growth for provinces in China. China Economic Review, 62, 101454, 2020. https://doi.org/10.1016/j.chie....
 
15.
ZHANG J., LU G., SKITMORE M., BALLESTEROS PÉREZ P. A critical review of the current research mainstreams and the influencing factors of green total factor productivity. Environmental Science and Pollution Research, 28 (27), 35392, 2021. https://doi.org/10.1007/s11356... PMid:34018106.
 
16.
COELLI T., RAHMAN S., THIRTLE C. A stochastic frontier approach to total factor productivity measurement in Bangladesh crop agriculture, 1961-92. Journal of International Development: The Journal of the Development Studies Association, 15 (3), 321, 2003. https://doi.org/10.1002/jid.97....
 
17.
FENG C., HUANG J.B., WANG M. Analysis of green total-factor productivity in China's regional metal industry: A meta-frontier approach. Resources Policy, 58, 219, 2018. https://doi.org/10.1016/j.reso....
 
18.
LI X., SHI P., HAN Y., DENG A., LIU D. Measurement and spatial variation of green total factor productivity of the tourism industry in China. International journal of environmental research and public health, 17 (4), 1159, 2020.
 
19.
ZHONG S., LI J., CHEN X., WEN H. Research on the green total factor productivity of laying hens in China. Journal of Cleaner Production, 315, 128150, 2021. https://doi.org/10.1016/j.jcle....
 
20.
KONG N.Y., TONGZON J. Estimating total factor productivity growth in Singapore at sectoral level using data envelopment analysis. Applied Economics, 38 (19), 2299, 2006.
 
21.
WEI Z., HAO R. The role of human capital in China's total factor productivity growth: A cross‐Province analysis. The Developing Economies, 49 (1), 1, 2011.
 
22.
MILLER S.M., UPADHYAY M.P. The effects of openness, trade orientation, and human capital on total factor productivity. Journal of development economics, 63 (2), 399, 2000.
 
23.
CHOU Y.C., CHUANG H.C., SHAO B.B. The impacts of information technology on total factor productivity: A look at externalities and innovations. International Journal of Production Economics, 158, 290, 2014. https://doi.org/10.1016/j.ijpe....
 
24.
TIAN Y., FENG C. The internal-structural effects of different types of environmental regulations on China's green total-factor productivity. Energy Economics, 113, 106246, 2022.
 
25.
ZHAO X., LIU C., YANG M. The effects of environmental regulation on China's total factor productivity: an empirical study of carbon-intensive industries. Journal of Cleaner Production, 179, 325, 2018. https://doi.org/10.1016/j.jcle....
 
26.
CAI W., YE P. How does environmental regulation influence enterprises' total factor productivity? A quasi-natural experiment based on China's new environmental protection law. Journal of Cleaner Production, 276, 124105, 2020.
 
27.
CURTIS C.C. Economic reforms and the evolution of China's total factor productivity. Review of Economic Dynamics, 21, 225, 2016. https://doi.org/10.1016/j.red.....
 
28.
REN F., YU X. Coupling analysis of urbanization and ecological total factor energy efficiency - a case study from Hebei province in China. Sustainable Cities and Society, 74, 103183, 2021. https://doi.org/10.1016/j.scs.....
 
29.
ZHAO Z., BAI Y., WANG G., CHEN J., YU J., LIU W. Land eco-efficiency for new-type urbanization in the Beijing-Tianjin-Hebei Region. Technological Forecasting and Social Change, 137, 19, 2018. https://doi.org/10.1016/j.tech....
 
30.
ZHANG H., DONG Y. Measurement and Spatial Correlations of Green Total Factor Productivities of Chinese Provinces. Sustainability, 14 (9), 5071, 2022. https://doi.org/10.3390/su1409....
 
31.
KUMAR A., KOBER B. Urbanization, human capital, and cross-country productivity differences. Economics Letters, 117 (1), 14, 2012. https://doi.org/10.1016/j.econ....
 
32.
YU B. Ecological effects of new-type urbanization in China. Renewable and Sustainable Energy Reviews, 135, 110239, 2021.
 
33.
KOLOMAK E.A. Assessment of the urbanization impact on economic growth in Russia. Regional Research of Russia, 2 (4), 292, 2012. https://doi.org/10.1134/S20799....
 
34.
YOUNG A. The tyranny of numbers: confronting the statistical realities of the East Asian growth experience. The quarterly journal of economics, 110 (3), 641, 1995.
 
35.
KLEIN P., VENTURAG J. TFP differences and the aggregate effects of labor mobility in the long run. The BE Journal of Macroeconomics, 7 (1), 1, 2007. https://doi.org/10.1086/653989.
 
36.
SHEN Y., YUE S., SUN S., GUO M. Sustainable total factor productivity growth: The case of China. Journal of Cleaner Production, 256, 120727, 2020. https://doi.org/10.1016/j.jcle....
 
37.
LIU D., ZHU X., WANG Y. China's agricultural green total factor productivity based on carbon emission: an analysis of evolution trend and influencing factors. Journal of Cleaner Production, 278, 123692, 2021. https://doi.org/10.1016/j.jcle....
 
38.
LIU S., HOU P., GAO Y., TAN Y. Innovation and green total factor productivity in China: a linear and nonlinear investigation. Environmental Science and Pollution Research, 29 (9), 12810, 2022.
 
39.
KONUK N., TURAN N.G., ARDALI Y. The importance of urbanization in education. The Eurasia Proceedings of Educational and Social Sciences, 5, 1, 2016.
 
40.
WANG Z., AHMED Z., ZHANG B., WANG B. The nexus between urbanization, road infrastructure, and transport energy demand: empirical evidence from Pakistan. Environmental Science and Pollution Research, 26, 34884, 2019. https://doi.org/10.1007/s11356... PMid:31655983.
 
41.
CALI M., MENON C. Does urbanization affect rural poverty? Evidence from Indian districts. The World Bank Economic Review, 27 (2), 173, 2013. https://doi.org/10.1093/wber/l....
 
42.
GALOR O., TSIDDON D. The distribution of human capital and economic growth. Journal of Economic Growth, 2 (1), 93, 1997. https://doi.org/10.1023/A:1009....
 
43.
FENG W., LIU Y., QU L. Effect of land-centered urbanization on rural development: A regional analysis in China. Land Use Policy, 87, 104072, 2019. https://doi.org/10.1016/j.land....
 
44.
LI J., LI Y. Influence measurement of rapid urbanization on agricultural production factors based on provincial panel data. Socio-Economic Planning Sciences, 67, 69, 2019. https://doi.org/10.1016/j.seps....
 
45.
XU C., HOLLY WANG H., SHI Q. Farmers' income and production responses to rural taxation reform in three regions in China. Journal of Agricultural Economics, 63 (2), 291, 2012. https://doi.org/10.1111/j.1477....
 
46.
MA L., LONG H., ZHANG Y., TU S., GE D., TU X. Agricultural labor changes and agricultural economic development in China and their implications for rural vitalization. Journal of Geographical Sciences, 29 (2), 163, 2019. https://doi.org/10.1007/s11442....
 
47.
YU G., LU Z. Rural credit input, labor transfer and urban–rural income gap: evidence from China. China Agricultural Economic Review, 13 (4), 872, 2021. https://doi.org/10.1108/CAER-0....
 
48.
LONG L.J. Eco-efficiency and effectiveness evaluation toward sustainable urban development in China: a super-efficiency SBM–DEA with undesirable outputs. Environment, Development and Sustainability, 23 (10), 1, 2021. https://doi.org/10.1007/s10668....
 
49.
LI H., FANG K., YANG W., WANG D., HONG X. Regional environmental efficiency evaluation in China: Analysis based on the Super-SBM model with undesirable outputs. Mathematical and Computer Modelling, 58 (5-6), 1018, 2013. https://doi.org/10.1016/j.mcm.....
 
50.
KHAN S.U., CUI Y., KHAN A.A. Tracking sustainable development efficiency with human–environmental system relationship: An application of DPSIR and super efficiency SBM model. Science of The Total Environment, 783, 146959, 2021. https://doi.org/10.1016/j.scit... PMid:33866185.
 
51.
SHEN X., LIN B., WU W. R&D efforts, total factor productivity, and the energy intensity in China. Emerging Markets Finance and Trade, 55 (11), 2566, 2019. https://doi.org/10.1080/154049....
 
52.
GU B., LIU J., JI Q. The effect of social sphere digitalization on green total factor productivity in China: Evidence from a dynamic spatial Durbin model. Journal of Environmental Management, 320, 115946, 2022. https://doi.org/10.1016/j.jenv... PMid:35961145.
 
53.
ZHENG H., WU S., ZHANG Y., HE Y. Environmental regulation effect on green total factor productivity in the Yangtze River Economic Belt. Journal of Environmental Management, 325, 116465, 2023. https://doi.org/10.1016/j.jenv... PMid:36274303.
 
54.
OTTO G. The Solow residual for Australia: technology shocks or factor utilization? Economic Inquiry, 37 (1), 136, 1999. https://doi.org/10.1111/j.1465....
 
55.
JACOBS R. Alternative methods to examine hospital efficiency: data envelopment analysis and stochastic frontier analysis. Health Care Management Science, 4 (2), 103, 2001. https://doi.org/10.1023/A:1011... PMid:11393739.
 
56.
BANKER R.D., CHARNES A., COOPER W.W. Some models for estimating technical and scale inefficiencies in data envelopment analysis. Management science, 30 (9), 1078, 1984.
 
57.
THRALL R.M. Measures in DEA with an application to the Malmquist index. Journal of productivity analysis, 13 (2), 125, 2000.
 
58.
KE Q., WU S., WANG M., ZOU Y. Evaluation of developer efficiency based on improved DEA model. Wireless Personal Communications, 102 (4), 3843, 2018.
 
59.
TONE K. A slacks-based measure of efficiency in data envelopment analysis. European journal of operational research, 130 (3), 498, 2001. https://doi.org/10.1016/S0377-....
 
60.
JIN G., SHEN K., LI J. Interjurisdiction political competition and green total factor productivity in China: An inverted-U relationship. China Economic Review, 61, 101224, 2020.
 
61.
ZHANG S. Evaluating the method of total factor productivity growth and analysis of its influencing factors during the economic transitional period in China. Journal of Cleaner Production, 107, 438, 2015. https://doi.org/10.1016/j.jcle....
 
62.
WANG Y., CHEN H., LONG R., WANG L., YANG M., SUN Q. How does population aging affect urban green transition development in China? An empirical analysis based on spatial econometric model. Environmental Impact Assessment Review, 99, 107027, 2023. https://doi.org/10.1016/j.eiar....
 
63.
ORD J.K., GETIS A. Testing for local spatial autocorrelation in the presence of global autocorrelation. Journal of regional science, 41 (3), 411, 2001.
 
64.
TIEFELSDORF M. The saddlepoint approximation of Moran's I's and local Moran's li's reference distributions and their numerical evaluation. Geographical analysis, 34 (3), 1, 2002.
 
65.
TIEFELSDORF M., BOOTS B. A note on the extremities of local Moran's I li's and their impact on global Moran's I. Geographical Analysis, 29 (3), 248, 1997. https://doi.org/10.1111/j.1538....
 
66.
YU D., LI X., YU J., LI H. The impact of the spatial agglomeration of foreign direct investment on green total factor productivity of Chinese cities. Journal of Environmental Management, 290, 112666, 2021. https://doi.org/10.1016/j.jenv... PMid:33910073.
 
67.
XIONG J., XU D. Relationship between energy consumption, economic growth and environmental pollution in China. Environmental Research, 194, 110718, 2021.
 
68.
DONG H. Rural labour force transition and patterns of urbanization in China. Asia-Pacific population journal, 4 (3), 41, 1989.
 
69.
BIE Z., LIU H. Effect of labor transfer on total factor productivity in china - an empirical analysis based on 2000-2014 provincial panel data. Journal of Beijing University of Posts and Telecommunications (Social Sciences Edition), 19 (6), 63, 2017. https://doi.org/10.30970/vps.2....
 
70.
BENJAMIN D., MEZA F. Total factor productivity and labor reallocation: The case of the Korean 1997 crisis. The BE Journal of Macroeconomics, 9 (1), 2009.
 
71.
CAI F., WANG M. Growth and structural changes in employment in transition China. Journal of Comparative Economics, 38 (1), 71, 2010. https://doi.org/10.1016/j.jce.....
 
72.
LIANG L., CHEN M., LU D. Revisiting the relationship between urbanization and economic development in China since the reform and opening-up. Chinese Geographical Science, 32 (1), 1, 2022. https://doi.org/10.1080/089934....
 
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