{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T23:55:45Z","timestamp":1775001345875,"version":"3.50.1"},"reference-count":49,"publisher":"Emerald","issue":"4","license":[{"start":{"date-parts":[[2020,4,14]],"date-time":"2020-04-14T00:00:00Z","timestamp":1586822400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.emerald.com\/insight\/site-policies"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IMDS"],"published-print":{"date-parts":[[2020,4,14]]},"abstract":"<jats:sec><jats:title content-type=\"abstract-subheading\">Purpose<\/jats:title><jats:p>More and more attention has been paid to the financing of small- and medium-sized enterprises (SMEs) and environmental protection. Many literatures have done detailed research on them; yet, few of them studied the interaction between corporate financing behaviors and environmental concerns. This study aims to incorporate the impact of the role of data collection into the mathematical model to explore the optimal financial and ordering strategies when considering environmental protection.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Design\/methodology\/approach<\/jats:title><jats:p>A Stackelberg game modeling and backward induction methods are used to derive the optimal equilibrium solutions, using numerical experiments to further explore the influences of various financing strategies on the green degree of product and ordering policies.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Findings<\/jats:title><jats:p>No matter which financing modes the capital-constrained retailer chooses, both the loan interest rate and order quantity considering environmental protection are larger than that without environmental protection concerns. As the retailer's initial capital increases, the optimal loan interest rates under various financing modes are all decreasing. The application of big data technology would promote the environmental protection of enterprises and increase the accuracy of financing decisions.<\/jats:p><\/jats:sec><jats:sec><jats:title content-type=\"abstract-subheading\">Originality\/value<\/jats:title><jats:p>This paper studies financing activities of a supply chain considering data collection and environmental protection behaviors, which provides meaningful guidance for the financing and environmental decision-making of enterprises.<\/jats:p><\/jats:sec>","DOI":"10.1108\/imds-10-2019-0557","type":"journal-article","created":{"date-parts":[[2020,4,14]],"date-time":"2020-04-14T05:49:55Z","timestamp":1586843395000},"page":"921-939","source":"Crossref","is-referenced-by-count":15,"title":["Analysis of two financing modes in green supply chains when considering the role of data collection"],"prefix":"10.1108","volume":"121","author":[{"given":"Nenggui","family":"Zhao","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Qiang","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"140","reference":[{"issue":"2","key":"key2021041305463473400_ref001","doi-asserted-by":"crossref","first-page":"349","DOI":"10.1108\/IMDS-05-2017-0175","article-title":"Green product deletion decisions: an integrated sustainable production and consumption approach","volume":"118","year":"2018","journal-title":"Industrial Management and Data Systems"},{"key":"key2021041305463473400_ref002","doi-asserted-by":"publisher","DOI":"10.1016\/j.jclepro.2019.06.331","article-title":"Incorporating social aspects in sustainable supply chains: trends and future directions","volume":"237","year":"2019","journal-title":"Journal of Cleaner Production"},{"issue":"2","key":"key2021041305463473400_ref003","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1002\/tie.21531","article-title":"Drivers of green supply chain in emerging economies","volume":"55","year":"2013","journal-title":"Thunderbird International Business Review"},{"issue":"9","key":"key2021041305463473400_ref004","doi-asserted-by":"crossref","first-page":"1274","DOI":"10.1287\/mnsc.1040.0278","article-title":"Inventory management with asset-based financing","volume":"50","year":"2004","journal-title":"Management Science"},{"issue":"5","key":"key2021041305463473400_ref005","doi-asserted-by":"crossref","first-page":"360","DOI":"10.1108\/09600030810882816","article-title":"A framework of sustainable supply chain management: moving toward new theory","volume":"38","year":"2008","journal-title":"International Journal of Physical Distribution and Logistics Management"},{"issue":"5","key":"key2021041305463473400_ref006","doi-asserted-by":"crossref","first-page":"569","DOI":"10.1016\/j.orl.2008.06.004","article-title":"Financing newsvendor inventory","volume":"36","year":"2008","journal-title":"Operations Research Letters"},{"issue":"2","key":"key2021041305463473400_ref007","doi-asserted-by":"crossref","first-page":"243","DOI":"10.2307\/1882390","article-title":"A transactions theory of trade credit use","volume":"96","year":"1981","journal-title":"Quarterly Journal of Economics"},{"issue":"2","key":"key2021041305463473400_ref008","doi-asserted-by":"crossref","first-page":"585","DOI":"10.1016\/j.ejor.2017.12.006","article-title":"Optimal stackelberg strategies for financing a supply chain through online peer-to-peer lending","volume":"267","year":"2018","journal-title":"European Journal of Operational Research"},{"issue":"2","key":"key2021041305463473400_ref009","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1080\/13675560903555167","article-title":"Supply chain finance: applying finance theory to supply chain management to enhance finance in supply chains","volume":"13","year":"2010","journal-title":"International Journal of Logistics: Research and Applications"},{"issue":"1","key":"key2021041305463473400_ref010","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1287\/msom.1070.0191","article-title":"A stochastic inventory model with trade credit","volume":"11","year":"2009","journal-title":"Manufacturing and Service Operations Management"},{"key":"key2021041305463473400_ref011","doi-asserted-by":"crossref","first-page":"1259","DOI":"10.1016\/j.scitotenv.2019.03.002","article-title":"Study on environmental pollution loss measurement model of energy consumption emits and its application in industrial parks","volume":"668","year":"2019","journal-title":"The Science of the Total Environment"},{"key":"key2021041305463473400_ref012","doi-asserted-by":"crossref","first-page":"592","DOI":"10.1016\/j.cie.2016.06.030","article-title":"Big data and predictive analytics for supply chain sustainability: a theory-driven research agenda","volume":"101","year":"2016","journal-title":"Computers and Industrial Engineering"},{"key":"key2021041305463473400_ref013","doi-asserted-by":"crossref","unstructured":"Hofmann, E. 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