Hausmann Anna, Toivonen Tuuli, Heikinheimo Vuokko, Tenkanen Henrikki, Slotow Rob, Di Minin Enrico
Amarula Elephant Research Programme, School of Life Sciences, University of KwaZulu-Natal, Durban, 4041, South Africa.
Department of Geosciences and Geography, University of Helsinki, FI-00014, Helsinki, Finland.
Sci Rep. 2017 Apr 10;7(1):763. doi: 10.1038/s41598-017-00858-6.
Charismatic megafauna are arguably considered the primary attractor of ecotourists to sub-Saharan African protected areas. However, the lack of visitation data across the whole continent has thus far prevented the investigation of whether charismatic species are indeed a key attractor of ecotourists to protected areas. Social media data can now be used for this purpose. We mined data from Instagram, and used generalized linear models with site- and country-level deviations to explore which socio-economic, geographical and biological factors explain social media use in sub-Saharan African protected areas. We found that charismatic species richness did not explain social media usage. On the other hand, protected areas that were more accessible, had sparser vegetation, where human population density was higher, and that were located in wealthier countries, had higher social media use. Interestingly, protected areas with lower richness in non-charismatic species had more users. Overall, our results suggest that more factors than simply charismatic species might explain attractiveness of protected areas, and call for more in-depth content analysis of the posts. With African countries projected to develop further in the near-future, more social media data will become available, and could be used to inform protected area management and marketing.
具有超凡魅力的大型动物可以说是吸引生态旅游者前往撒哈拉以南非洲保护区的主要因素。然而,迄今为止,由于缺乏整个非洲大陆的游客访问数据,无法调查具有超凡魅力的物种是否确实是吸引生态旅游者前往保护区的关键因素。现在可以将社交媒体数据用于这一目的。我们从照片墙(Instagram)挖掘数据,并使用具有站点和国家层面偏差的广义线性模型,以探究哪些社会经济、地理和生物因素能够解释社交媒体在撒哈拉以南非洲保护区的使用情况。我们发现,具有超凡魅力的物种丰富度并不能解释社交媒体的使用情况。另一方面,交通更便利、植被更稀疏、人口密度更高且位于较富裕国家的保护区,社交媒体的使用量更高。有趣的是,非具有超凡魅力的物种丰富度较低的保护区拥有更多用户。总体而言,我们的研究结果表明,除了具有超凡魅力的物种之外,可能还有更多因素可以解释保护区的吸引力,这就需要对帖子进行更深入的内容分析。随着非洲国家预计在不久的将来进一步发展,将会有更多社交媒体数据可用,并可用于为保护区管理和营销提供信息。