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The impact of Covid-19 on airbnb: a NlP-based approach of analyzing shifting risk perceptions among tourists during the pandemic

datacite.subject.fosCiências Sociais::Economia e Gestãopt_PT
dc.contributor.advisorHan, Qiwei
dc.contributor.authorAbazi, Lorian
dc.date.accessioned2022-05-18T10:52:08Z
dc.date.available2022-05-18T10:52:08Z
dc.date.issued2021-12-13
dc.date.submitted2021-05-21
dc.description.abstractThe COVID-19pandemic has tremendously impacted our society, with massive economic shifts, including within the tourism industry. The aim of this research is to answer the question of how risk awareness has developed among tourists during the COVID-19 pandemic. Using Airbnb reviews, this research examines whether perception of cleanliness has changed since the outbreak and how this has affected indicators such as occupancy, price and monthly income. Based on Latent Dirichlet Allocation topic modelling algorithm, this paper shows that there has been a change in risk perception, which also has a positive impact on the performance indicators of cleanly-perceived properties.pt_PT
dc.identifier.tid202964051pt_PT
dc.identifier.urihttp://hdl.handle.net/10362/138131
dc.language.isoengpt_PT
dc.relationNova School of Business and Economics
dc.subjectMachine learningpt_PT
dc.subjectCovid-19 impactpt_PT
dc.subjectHospitality managementpt_PT
dc.subjectTourism industrypt_PT
dc.subjectShared economypt_PT
dc.subjectNatural language processingpt_PT
dc.subjectSentiment analysispt_PT
dc.subjectShort-term rental marketpt_PT
dc.titleThe impact of Covid-19 on airbnb: a NlP-based approach of analyzing shifting risk perceptions among tourists during the pandemicpt_PT
dc.typemaster thesis
dspace.entity.typePublication
oaire.awardNumberUID/ECO/00124/2013
oaire.awardTitleNova School of Business and Economics
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UID%2FECO%2F00124%2F2013/PT
oaire.fundingStream6817 - DCRRNI ID
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.rightsopenAccesspt_PT
rcaap.typemasterThesispt_PT
relation.isProjectOfPublication644a3f4f-817b-4d0d-aba6-f98cdca28bc7
relation.isProjectOfPublication.latestForDiscovery644a3f4f-817b-4d0d-aba6-f98cdca28bc7
thesis.degree.nameGestão (mestrado internacional)pt_PT
thesis.degree.nameA Work Project, presented as part of the requirements for the Award of a Master’s degree in Management from the Nova School of Business and Economics.

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