{"title":"通过产业集聚提高旅游业碳排放效率：来自中国的证据","authors":"Hongwei Liu , Chongyang Wang , Henry Tsai","doi":"10.1016/j.tourman.2025.105170","DOIUrl":null,"url":null,"abstract":"<div><div>This study investigates the impact of tourism industry agglomeration (TIA) on regional tourism carbon emission efficiency (TCE) across 30 Chinese provinces from 2008 to 2019. A game cross-efficiency model is applied to measure TCE, while a spatial Durbin model and a geographically and temporally weighted regression model are used to analyze the spatial spillover effect and spatial-temporal heterogeneity of TIA on TCE, respectively. The results reveal the following: first, an inverted U-shaped non-linear relationship exists between TIA and TCE, with TIA levels in one region also affecting TCE in neighboring regions; second, locally TIA exhibits spatially heterogeneous effects on TCE across the 30 provinces. These findings provide valuable insights into the spatial dynamics and inter-regional impacts of TIA on TCE.</div></div>","PeriodicalId":48469,"journal":{"name":"Tourism Management","volume":"110 ","pages":"Article 105170"},"PeriodicalIF":12.4000,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Enhancing tourism carbon emission efficiency through industry agglomeration: Evidence from China\",\"authors\":\"Hongwei Liu , Chongyang Wang , Henry Tsai\",\"doi\":\"10.1016/j.tourman.2025.105170\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This study investigates the impact of tourism industry agglomeration (TIA) on regional tourism carbon emission efficiency (TCE) across 30 Chinese provinces from 2008 to 2019. A game cross-efficiency model is applied to measure TCE, while a spatial Durbin model and a geographically and temporally weighted regression model are used to analyze the spatial spillover effect and spatial-temporal heterogeneity of TIA on TCE, respectively. The results reveal the following: first, an inverted U-shaped non-linear relationship exists between TIA and TCE, with TIA levels in one region also affecting TCE in neighboring regions; second, locally TIA exhibits spatially heterogeneous effects on TCE across the 30 provinces. These findings provide valuable insights into the spatial dynamics and inter-regional impacts of TIA on TCE.</div></div>\",\"PeriodicalId\":48469,\"journal\":{\"name\":\"Tourism Management\",\"volume\":\"110 \",\"pages\":\"Article 105170\"},\"PeriodicalIF\":12.4000,\"publicationDate\":\"2025-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Tourism Management\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0261517725000408\",\"RegionNum\":1,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/3/4 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"ENVIRONMENTAL STUDIES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Tourism Management","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0261517725000408","RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/3/4 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"ENVIRONMENTAL STUDIES","Score":null,"Total":0}
Enhancing tourism carbon emission efficiency through industry agglomeration: Evidence from China
This study investigates the impact of tourism industry agglomeration (TIA) on regional tourism carbon emission efficiency (TCE) across 30 Chinese provinces from 2008 to 2019. A game cross-efficiency model is applied to measure TCE, while a spatial Durbin model and a geographically and temporally weighted regression model are used to analyze the spatial spillover effect and spatial-temporal heterogeneity of TIA on TCE, respectively. The results reveal the following: first, an inverted U-shaped non-linear relationship exists between TIA and TCE, with TIA levels in one region also affecting TCE in neighboring regions; second, locally TIA exhibits spatially heterogeneous effects on TCE across the 30 provinces. These findings provide valuable insights into the spatial dynamics and inter-regional impacts of TIA on TCE.
期刊介绍：
Tourism Management, the preeminent scholarly journal, concentrates on the comprehensive management aspects, encompassing planning and policy, within the realm of travel and tourism. Adopting an interdisciplinary perspective, the journal delves into international, national, and regional tourism, addressing various management challenges. Its content mirrors this integrative approach, featuring primary research articles, progress in tourism research, case studies, research notes, discussions on current issues, and book reviews. Emphasizing scholarly rigor, all published papers are expected to contribute to theoretical and/or methodological advancements while offering specific insights relevant to tourism management and policy.
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