{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T17:22:55Z","timestamp":1771003375397,"version":"3.50.1"},"reference-count":22,"publisher":"SAGE Publications","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JCM"],"published-print":{"date-parts":[[2022,1,26]]},"abstract":"<jats:p>The improvement of agricultural production efficiency and the transformation of production mode are the core of promoting agricultural modernization. Taking Chongqing as a sample case, this paper uses DEA-CCR Model, Malmquist Index and Tobit Model to calculate and analyze its agricultural production efficiency and its influencing factors, and accurately identifies the problems existing in its agricultural transformation and development. It has an important policy reference value for improving agricultural innovation and competitiveness, promoting the steady development of rural revitalization, and realizing agricultural modernization, which also provides some reference and enlightenment for countries or regions with similar characteristics of mountain agriculture development in the world to enhance regional agricultural production efficiency. Through empirical analysis and investigation, it is found that the overall agricultural production efficiency of Chongqing remains at the productivity level of 0.8 from 2009 to 2018, with an average annual growth rate of 12.8%, but there is a large gap in the level of regional development. Through Malmquist Index decomposition, it is found that agricultural technology progress has the greatest contribution to the improvement of production efficiency. Financial support for agriculture, urbanization level, regional economic development level and highway mileage have a significant positive impact on production efficiency, while the level of farmers\u2019 disposable income has a negative impact on the increase of production efficiency, and the income gap between urban and rural residents fails to pass the significance test.<\/jats:p>","DOI":"10.3233\/jcm-215590","type":"journal-article","created":{"date-parts":[[2021,11,2]],"date-time":"2021-11-02T16:39:01Z","timestamp":1635871141000},"page":"109-122","source":"Crossref","is-referenced-by-count":11,"title":["Calculation of regional agricultural production efficiency and empirical analysis of its influencing factors-based on DEA-CCR model and Tobit model"],"prefix":"10.1177","volume":"22","author":[{"given":"Pengfei","family":"Zhou","sequence":"first","affiliation":[{"name":"School of Economics and Management, Chongqing Normal University, Chongqing, China"}]},{"given":"Siyuan","family":"Yang","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Chongqing Normal University, Chongqing, China"}]},{"given":"Xiaohang","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Economics and Management, Chongqing Normal University, Chongqing, China"}]},{"given":"Yang","family":"Shen","sequence":"additional","affiliation":[{"name":"School of Statistics, Huaqiao University, Xiamen, Fujian, China"}]}],"member":"179","reference":[{"key":"10.3233\/JCM-215590_ref1","first-page":"4","article-title":"Forty years of reform and opening up with China\u2019s economic development","volume":"8","author":"Cai","year":"2018","journal-title":"Economic Trends"},{"key":"10.3233\/JCM-215590_ref2","first-page":"64","article-title":"Small farmers and modern agricultural development: how to connect organically","volume":"11","author":"Ye","year":"2018","journal-title":"China\u2019s Rural Economy"},{"key":"10.3233\/JCM-215590_ref3","unstructured":"L.Z. Tang, Promote the \u201cfive revitalization\u201d and write a new chapter in the development of \u201cagriculture, rural areas and farmers\u201d in Chongqing, Farmers Daily 9(1) (2018)."},{"key":"10.3233\/JCM-215590_ref4","unstructured":"W. Zhao and J. Chen, A re-examination of total factor productivity in Chinese agriculture \u2013 a correction of the base data and a comparison of two methods, Chinese Rural Economy 10 (2011), 4-15+35."},{"key":"10.3233\/JCM-215590_ref5","doi-asserted-by":"crossref","first-page":"921","DOI":"10.1086\/261570","article-title":"The relation between price and marginalcost in U.S. industry","volume":"96","author":"Hall","year":"1998","journal-title":"Journal of Political Economy"},{"issue":"23","key":"10.3233\/JCM-215590_ref6","first-page":"388","article-title":"Measurement of China\u2019s agricultural production efficiency and analysis of its regional difference based on SAF","volume":"46","author":"Han","year":"2018","journal-title":"Jiangsu Agricultural Sciences"},{"issue":"5","key":"10.3233\/JCM-215590_ref7","first-page":"154","article-title":"Evolution, comparison and prospect of undesirable output processing methods in efficiency evaluation","volume":"38","author":"Chen","year":"2021","journal-title":"The Journal of Quantitative & Technical Economics"},{"issue":"7","key":"10.3233\/JCM-215590_ref8","first-page":"1134","article-title":"Measurements and influencing factors of the efficiency of environmentally-friendly agricultural production in Sichuan Province based on SE-DEA and spatial panel STIRPAT models","volume":"27","author":"Xiong","year":"2019","journal-title":"Chinese Journal of Eco-Agriculture"},{"issue":"12","key":"10.3233\/JCM-215590_ref9","first-page":"104","article-title":"Dynamic evolution of China\u2019s agricultural total factor productivity and its influencing factors","volume":"39","author":"Liu","year":"2018","journal-title":"China\u2019s Agricultural Resources and Regionalization"},{"key":"10.3233\/JCM-215590_ref10","first-page":"141","article-title":"Rural infrastructure construction and agricultural total factor productivity","volume":"1","author":"Li","year":"2015","journal-title":"Journal of Central South University of Economics and Law"},{"key":"10.3233\/JCM-215590_ref11","unstructured":"C.J. Hu, Research on agricultural production investment efficiency based on DEA Model: A case study of Chongqing, Guangdong Agricultural Sciences 41(4) (2014), 193-195+206."},{"key":"10.3233\/JCM-215590_ref12","first-page":"48","article-title":"Study on agricultural production efficiency of Dongting Lake Area in Hunan Province based on DEA-Tobit model","author":"Wang","year":"2019","journal-title":"Tianjin Agricultural Science"},{"key":"10.3233\/JCM-215590_ref13","unstructured":"J. Huang, M.L. Chen and C.J. Liu, Has the development of agricultural production cooperation organization improved the efficiency of agricultural production \u2013 Analysis of provincial panel data based on Yangtze River Economic Belt, Journal of Shandong Agricultural University (Social Science Edition) 21(2) (2019), 52-59+157."},{"issue":"7","key":"10.3233\/JCM-215590_ref14","first-page":"56","article-title":"A summary of the application of DEA method in sustainable development evaluation","volume":"35","author":"Tang","year":"2019","journal-title":"Ecological Economy"},{"issue":"1","key":"10.3233\/JCM-215590_ref15","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1016\/S0377-2217(01)00324-1","article-title":"Slacks-based measure of super-efficiency in data envelopment analysis","volume":"143","author":"Tone","year":"2002","journal-title":"European Journal of Operational Research"},{"issue":"3","key":"10.3233\/JCM-215590_ref16","first-page":"124","article-title":"The impact mechanism of credit allocation efficiency on agricultural total factor productivity: An empirical study based on China\u2019s 2011\u20132018 provincial panel data","volume":"43","author":"Xie","year":"2018","journal-title":"Journal of Southwest University (Natural Science Edition)"},{"issue":"2","key":"10.3233\/JCM-215590_ref17","first-page":"459","article-title":"Agricultural environmental regulation promote green total factor productivity of wheat","volume":"30","author":"Huang","year":"2021","journal-title":"Resources and Environment of the Yangtze River Basin"},{"issue":"6","key":"10.3233\/JCM-215590_ref18","first-page":"20","article-title":"Change trend, driving force and convergence of china\u2019s agricultural total factor productivity \u2013 Based on nonparametric HMB productivity index and provincial panel data from 2003 to 2019","volume":"21","author":"Yang","year":"2020","journal-title":"Journal of Hunan Agricultural University (Social Science Edition)"},{"key":"10.3233\/JCM-215590_ref19","unstructured":"X.L. Zhang, Y.Q. Zhao and G.E. Rong, Study on the influencing factors of agricultural production efficiency \u2013 Taking Yunnan province as an example, Journal of Yunnan Agricultural University (Social Science) 13(6) (2019), 109-115+122."},{"issue":"3","key":"10.3233\/JCM-215590_ref20","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1111\/j.1468-2257.1978.tb01024.x","article-title":"Effects of urbanization on agricultural activities","volume":"9","author":"Berry","year":"1978","journal-title":"Growth & Change"},{"key":"10.3233\/JCM-215590_ref21","first-page":"76","article-title":"Empirical analysis on the contribution of rural roads to regional economy in Central China \u2013 Based on the panel data of S Province","author":"Xia","year":"2015","journal-title":"Economic System Reform"},{"issue":"9","key":"10.3233\/JCM-215590_ref22","first-page":"22","article-title":"The impact of fiscal expenditure on agriculture and agricultural FDI on agricultural science and technology progress","volume":"36","author":"Lu","year":"2016","journal-title":"Science and Technology Management Research"}],"container-title":["Journal of Computational Methods in Sciences and Engineering"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/JCM-215590","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T16:32:02Z","timestamp":1771000322000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/JCM-215590"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,1,26]]},"references-count":22,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.3233\/jcm-215590","relation":{},"ISSN":["1472-7978","1875-8983"],"issn-type":[{"value":"1472-7978","type":"print"},{"value":"1875-8983","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,1,26]]}}}