马世罕博士现任浙江大学管理学院百人计划研究员,博士生导师。此前在旅游规划咨询行业从业多年,参与多个城市旅游总规、城市更新、度假区及景区开发项目。主要研究方向为旅游大数据分析,通过利用游客的社交媒体数据、手机信号、交通流量等数据,分析挖掘游客的消费行为、空间移动以及体验感知等信息,为政府管理、目的地营销和商业运营提供开发建议和管理指导。他参与主持过多个中国国家自然科学基金、美国国家自然科学基金、美国陆军工程部及佛罗里达交通局项目。其研究成果发表在Tourism Management,Journal of Travel Research, Annals of Tourism Research等期刊。并获得过ENTER2020数据科学竞赛一等奖,ENTER2021最佳论文奖等。
工作经历
2021 -至今 百人计划研究员,浙江大学管理学院 旅游与酒店管理学系
2016 - 2020 研究助理,佛罗里达大学 旅游酒店与节事管理学系
2015 - 2016 旅游策划总监 ,上海金翅鸟文化旅游发展有限公司
2013 - 2015 旅游咨询规划师,阿特金斯(ATKINS)上海分公司
教育经历
2016 - 2020 美国佛罗里达大学,旅游酒店与节事管理,博士
2010 - 2013 北京大学,城市与区域规划(旅游规划),硕士
2006 - 2010 复旦大学,旅游管理,学士
期刊论文(*代表通讯作者)
Li, X., Ma, S.*, & Wu, M. (2023). What makes social media branding more effective in shaping pre-visit image: Information quality or source credibility? Tourism Management Perspectives, 46, 101084. https://doi.org/10.1016/j.tmp.2023.101084 (SSCI Q1; IF=7.608)
Wu, L., Liu, S. Q., Ma, S.*, & Hanks, L. (2022). Platform-centric vs. multi-party service failure: an examination of consumers’ negative word of mouth about sharing economy platforms. International Journal of Contemporary Hospitality Management. https://doi.org/10.1108/IJCHM-12-2021-1559 (A+, SSCI Q1; IF=6.514).
Wu, L., Yang, W., Gao, Y., & Ma, S.*. (2022). Feeling Luxe: A Topic Modeling × Emotion Detection Analysis of Luxury Hotel Experiences. Journal of Hospitality & Tourism Research, https://doi.org/10.1177/10963480221103222 (SSCI Q1; IF=5.161).
Li, Y., Li, Y., Li, J., Ma, S., & Gao, P. (2022). Tourism demand forecasting from the perspective of mobility: a brand-new predictive variable generated from intercity population mobility big data. Asia Pacific Journal of Tourism Research. https://doi.org/10.1080/10941665.2022.2091941 (SSCI Q2; IF=4.074).
Xue, L., Leung, X. Y., & Ma, S.*. (2022). What makes a good “guest”: Evidence from Airbnb hosts’ reviews. Annals of Tourism Research. http://dx.doi.org/10.1016/j.annals.2022.103426 (A+, SSCI Q1; IF=12.853).
Kirilenko, A, Ma, S., Stepchenkova, S. O., Su, L., & Waddell, T. F. (2021). Detecting Early Signs of Overtourism: Bringing Together Indicators of Tourism Development With Data Fusion. Journal of Travel Research, https://doi.org/10.1177/00472875211064635 (A+, SSCI Q1; IF=10.982).
Ma, S.*, Kirilenko, A., and Stepchenkova, S. (2020). Special interest tourism is not so special after all: Big data evidence from the 2017 Great American Solar Eclipse. Tourism Management. 77, 104021. http://dx.doi.org/10.1016/j.tourman.2019.104021 (A+, SSCI Q1; IF=10.967).
Ma, S.*, and Kirilenko, A. (2020). Climate change and tourism in English language newspaper publications. Journal of Travel Research, 59 (2): 352-366. https://doi.org/10.1177/0047287519839157 (A+, SSCI Q1; 2021 IF=10.982).
Ma, S.*, & Kirilenko, A. P. (2020). Automated identification of tourist activities in social media photographs: A comparative analysis using visual-based, textual-based and joint-based methods. E-review of Tourism Research, 17(4).
Liang, Y., Kirilenko, A.*, Stepchenkova, S., and Ma, S. (2019). Using social media to discover unwanted behaviors displayed by visitors to nature parks: comparisons of nationally and privately-owned parks in the Greater Kruger National Park, South Africa. Tourism Recreation Research, 45(2): 271-276.
马世罕, 戴林琳*, 吴必虎. (2012). 北京郊区乡村旅游季节性特征及其影响因素. 地理科学进展, 31(6), 817-824.
书籍/Proceedings章节
Xu Y., Ma S., Li X. (2022). A Framework of Resilience for Peer-to-Peer Accommodation Hosts Under COVID-19. In: Stienmetz J.L., Ferrer-Rosell B., Massimo D. (eds) Information and Communication Technologies in Tourism 2022. Springer, Cham.
Ma S., & Kirilenko, A. (2021). How reliable is social media data? Validation of TripAdvisor tourism visitations using independent data sources. In Information and Communication Technologies in Tourism 2021 (pp. 286-293). Springer, Cham.
马世罕. (2012). 城市游憩与旅游功能组织. // 吴必虎, 丛丽等编. 多途径城市化 (pp. 149-157). 中国建筑工业出版社.
科研项目
国家自然科学基金青年项目,72202208,消费者视角下旅游目的地适应气候变化的市场策略研究:基于多源社交媒体的大数据分析,2023-2025(在研),主持
EFTI基金,Economic and Social Value of Tourism Industry for Florida Communities: Objective Measures and Local Perceptions, 2020,子课题负责
佛罗里达州交通局基金项目,Identification of tourist flows in Florida to support development of tourist travel module for Transportation Model,2019-2020,子课题负责
美国陆军工程兵部队基金,Feasibility of using social media and mobile phone data to evaluate public attitudes toward recreation areas,2017-2018,参与
美国国家自然科学基金,Public discourse on climate change in social media and newspapers,2016-2017,子项目参与
国家自然科学基金面上项目,41271151,城郊旅游综合体形成机制与发展模式研究, 2012-2013,参与
国家自然科学基金青年项目,40801048,事件及事件旅游(E&ET)作用下的京郊村镇空间、文化及经济响应研究,2010-2011,参与
会议报告/论文
Kirilenko, A., Ma, S., Stepchenkova, S., and Su, L. (2022). Are we facing hidden overtourism? The 29th Annual International eTourism Conference (ENTER 2022), January 12-14, 2022(virtually held)
Xu Y., Ma S., Li X. (2022). A Framework of Resilience for Peer-to-Peer Accommodation Hosts Under COVID-19. The 29th Annual International eTourism Conference (ENTER 2022), January 12-14, 2022(virtually held)
Ma, S., and Kirilenko, A. (2021). How reliable is social media data? Validation of TripAdvisor tourism visitations using independent data sources. The 28th Annual International eTourism Conference (ENTER 2021), January 19-22, 2021 (virtually held).
Kirilenko, A., Ma, S., Stepchenkova, S., and Su, L. (2021). Investigating tourism destination water consumption and wastewater implementation. The 28th Annual International eTourism Conference (ENTER 2021), January 19-22, 2021 (virtually held).
Ma, S., and Kirilenko, A. (2020). Review of tourism-oriented travel flows based on social media: reliability and validation. American Association of Geographers Annual Meeting (AAG 2020), April 6-10, 2019. Denver, USA (virtually held).
Ma, S., and Kirilenko, A. (2020). Automated identification of tourist activities in social media photographs: a comparative analysis using visual-based, textual-based and joint-based methods. The 27th Annual International eTourism Conference (ENTER 2020), January 8-10, 2020. Guildford, UK.
Ma, S., and Kirilenko, A. (2019). Usage of Social Media to Track Tourist Origin and Spatial Movement during 2017 Solar Eclipse. TTRA Annual International Conference (TTRA 2019), June 26-28, 2018. Melbourne, Australia.
Ma, S., and Kirilenko, A. (2019). Spatial Movement and Travel Network in Astro-Tourism: Evidence from Social Media during 2017 Eclipse. American Association of Geographers Annual Meeting (AAG 2019), April 3-7, 2019. Washington, DC, USA.
Ma, S., and Kirilenko, A. (2018). Identify Tourist Activities and Spatial Distributions from Geotagged Instagram Photos. TTRA Annual International Conference (TTRA 2018), June 26-28, 2018. Miami, USA
Ma, S., and Kirilenko, A. (2018). Integration of social media from multiple platforms for destination research. American Association of Geographers Annual Meeting (AAG 2018), April 9-14, 2018. New Orleans, LA, USA
Kirilenko, A., and Ma, S. (2017). Climate Change and Tourism in English Language Newspaper Publications. 7th Advances in Hospitality & Tourism Marketing and Management (AHTMM) Conference, July 10-15, 2017. Famagusta, Cyprus.
正在讲授:
管理统计(英文),博士生
管理沟通, 本科生
曾经讲授:
HLP6515 Evaluation Procedures 数据统计基础,本科生、研究生(佛罗里达大学)
LEI4880 Research Methods in Tourism 旅游研究方法,本科生(佛罗里达大学)
LEI6931 Introduction of Data Mining with Social Data 数据挖掘,研究生(佛罗里达大学)