Huaiyi Wang , Xiangfei Lu , Yaquan Dou , Xuanqin Yang , Xiaodi Zhao
{"title":"2019冠状病毒病对加拿大国家公园游客行为的影响:关注游客的空间位置以及公园设施与游客之间的距离","authors":"Huaiyi Wang , Xiangfei Lu , Yaquan Dou , Xuanqin Yang , Xiaodi Zhao","doi":"10.1016/j.tfp.2025.100966","DOIUrl":null,"url":null,"abstract":"<div><div>COVID-19 has significantly altered visitor behaviour in Canadian National Parks (NPs), which are largely composed of forested landscapes that support vital human–nature interactions. To investigate these changes, this study selected six NPs and examined shifts in spatial visitation patterns and their relationship with proximity to park facilities before and during the pandemic. Based on 48,041 geotagged Flickr photos from 2018 to 2023, we employed the Seasonal Concentration Index (SCI), Geographic Concentration Index (GCI), Kernel Density Estimation (KDE), and the Optimal Parameter-based Geographic Detector (OPGD). Temporally, all six NPs experienced a pronounced drop in visitor numbers in 2020–2021, with only partial recovery by 2023. Spatially, visitor distribution remained highly uneven, with hotspots clustered around Banff, Jasper, and Lake Louise. However, a gradual dispersion of visitor flow toward less-developed and lower-density areas was observed in recent years. Importantly, COVID-19 shifted visitors’ spatial preferences: proximity to natural features such as rivers became more influential than the traditional pull of accommodations and services. These findings suggest a pandemic-induced reconfiguration of tourism behaviour, favouring more dispersed and nature-oriented experiences, though not necessarily closer to forest interiors. The study underscores the need for adaptive tourism planning that aligns with changing recreational demands and the ecological character of NPs.</div></div>","PeriodicalId":36104,"journal":{"name":"Trees, Forests and People","volume":"21 ","pages":"Article 100966"},"PeriodicalIF":2.9000,"publicationDate":"2025-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Changes in visitor behaviour in Canadian National Parks due to COVID-19: focusing on visitor spatial location and the distance between park facilities and visitors\",\"authors\":\"Huaiyi Wang , Xiangfei Lu , Yaquan Dou , Xuanqin Yang , Xiaodi Zhao\",\"doi\":\"10.1016/j.tfp.2025.100966\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>COVID-19 has significantly altered visitor behaviour in Canadian National Parks (NPs), which are largely composed of forested landscapes that support vital human–nature interactions. To investigate these changes, this study selected six NPs and examined shifts in spatial visitation patterns and their relationship with proximity to park facilities before and during the pandemic. Based on 48,041 geotagged Flickr photos from 2018 to 2023, we employed the Seasonal Concentration Index (SCI), Geographic Concentration Index (GCI), Kernel Density Estimation (KDE), and the Optimal Parameter-based Geographic Detector (OPGD). Temporally, all six NPs experienced a pronounced drop in visitor numbers in 2020–2021, with only partial recovery by 2023. Spatially, visitor distribution remained highly uneven, with hotspots clustered around Banff, Jasper, and Lake Louise. However, a gradual dispersion of visitor flow toward less-developed and lower-density areas was observed in recent years. Importantly, COVID-19 shifted visitors’ spatial preferences: proximity to natural features such as rivers became more influential than the traditional pull of accommodations and services. These findings suggest a pandemic-induced reconfiguration of tourism behaviour, favouring more dispersed and nature-oriented experiences, though not necessarily closer to forest interiors. The study underscores the need for adaptive tourism planning that aligns with changing recreational demands and the ecological character of NPs.</div></div>\",\"PeriodicalId\":36104,\"journal\":{\"name\":\"Trees, Forests and People\",\"volume\":\"21 \",\"pages\":\"Article 100966\"},\"PeriodicalIF\":2.9000,\"publicationDate\":\"2025-07-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Trees, Forests and People\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S266671932500192X\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"FORESTRY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Trees, Forests and People","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S266671932500192X","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"FORESTRY","Score":null,"Total":0}
Changes in visitor behaviour in Canadian National Parks due to COVID-19: focusing on visitor spatial location and the distance between park facilities and visitors
COVID-19 has significantly altered visitor behaviour in Canadian National Parks (NPs), which are largely composed of forested landscapes that support vital human–nature interactions. To investigate these changes, this study selected six NPs and examined shifts in spatial visitation patterns and their relationship with proximity to park facilities before and during the pandemic. Based on 48,041 geotagged Flickr photos from 2018 to 2023, we employed the Seasonal Concentration Index (SCI), Geographic Concentration Index (GCI), Kernel Density Estimation (KDE), and the Optimal Parameter-based Geographic Detector (OPGD). Temporally, all six NPs experienced a pronounced drop in visitor numbers in 2020–2021, with only partial recovery by 2023. Spatially, visitor distribution remained highly uneven, with hotspots clustered around Banff, Jasper, and Lake Louise. However, a gradual dispersion of visitor flow toward less-developed and lower-density areas was observed in recent years. Importantly, COVID-19 shifted visitors’ spatial preferences: proximity to natural features such as rivers became more influential than the traditional pull of accommodations and services. These findings suggest a pandemic-induced reconfiguration of tourism behaviour, favouring more dispersed and nature-oriented experiences, though not necessarily closer to forest interiors. The study underscores the need for adaptive tourism planning that aligns with changing recreational demands and the ecological character of NPs.