Please use this identifier to cite or link to this item:
https://hdl.handle.net/20.500.11779/1973
Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Bilgel, Fırat | - |
dc.contributor.author | Karahasan, Burhan Can | - |
dc.date.accessioned | 2023-10-18T12:06:12Z | - |
dc.date.available | 2023-10-18T12:06:12Z | - |
dc.date.issued | 2023 | - |
dc.identifier.citation | Bilgel, F., & Karahasan, B. C. (2023). Understanding Covid-19 Mobility Through Human Capital: A Unified Causal Framework. Computational Economics, 1-41. | en_US |
dc.identifier.issn | 0927-7099 | - |
dc.identifier.issn | 1572-9974 | - |
dc.identifier.uri | https://hdl.handle.net/20.500.11779/1973 | - |
dc.identifier.uri | https://doi.org/10.1007/s10614-023-10359-6 | - |
dc.description.abstract | This paper seeks to identify the causal impact of educational human capital on social distancing behavior at workplace in Turkey using district-level data for the period of April 2020 - February 2021. We adopt a unified causal framework, predicated on domain knowledge, theory-justified constraints anda data-driven causal structure discovery using causal graphs. We answer our causal query by employing machine learning prediction algorithms; instrumental variables in the presence of latent confounding and Heckman's model in the presence of selection bias. Results show that educated regions are able to distance-work and educational human capital is a key factor in reducing workplace mobility, possibly through its impact on employment. This pattern leads to higher workplace mobility for less educated regions and translates into higher Covid-19 infection rates. The future of the pandemic lies in less educated segments of developing countries and calls for public health action to decrease its unequal and pervasive impact. | en_US |
dc.language.iso | en | en_US |
dc.publisher | Springer | en_US |
dc.rights | info:eu-repo/semantics/openAccess | en_US |
dc.subject | C36 | en_US |
dc.subject | Directed Acyclic Graphs | en_US |
dc.subject | Machine learning | en_US |
dc.subject | Causal structure discovery | en_US |
dc.subject | J68 | en_US |
dc.subject | Instrumental variables | en_US |
dc.subject | C14 | en_US |
dc.subject | Sample selection | en_US |
dc.subject | Do-calculus | en_US |
dc.subject | Workplace mobility | en_US |
dc.subject | J62 | en_US |
dc.title | Understanding Covid-19 Mobility Through Human Capital: a Unified Causal Framework | en_US |
dc.type | Article | en_US |
dc.identifier.doi | 10.1007/s10614-023-10359-6 | - |
dc.identifier.pmid | 36844967 | en_US |
dc.identifier.scopus | 2-s2.0-85148465761 | en_US |
dc.description.PublishedMonth | Şubat | en_US |
dc.description.woscitationindex | Science Citation Index Expanded - Social Science Citation Index | - |
dc.identifier.wosquality | Q2 | - |
dc.description.WoSDocumentType | article | - |
dc.description.WoSInternationalCollaboration | Uluslararası işbirliği ile yapılmayan - HAYIR | en_US |
dc.description.WoSPublishedMonth | Mart | en_US |
dc.description.WoSIndexDate | 2023 | en_US |
dc.description.WoSYOKperiod | YÖK - 2022-23 | en_US |
dc.identifier.scopusquality | Q2 | - |
dc.relation.publicationcategory | Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı | en_US |
dc.department | İİSBF, Ekonomi Bölümü | en_US |
dc.relation.journal | Computational Economics | en_US |
dc.identifier.wos | WOS:000937840800001 | en_US |
dc.institutionauthor | Bilgel, Fırat | - |
item.fulltext | With Fulltext | - |
item.openairetype | Article | - |
item.cerifentitytype | Publications | - |
item.grantfulltext | open | - |
item.languageiso639-1 | en | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
crisitem.author.dept | 04.01. Department of Economics | - |
crisitem.author.dept | 04.01. Department of Economics | - |
Appears in Collections: | Ekonomi Bölümü Koleksiyonu PubMed İndeksli Yayınlar Koleksiyonu / PubMed Indexed Publications Collection Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection WoS İndeksli Yayınlar Koleksiyonu / WoS Indexed Publications Collection |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
s10614-023-10359-6.pdf | Full Text- Article | 2.93 MB | Adobe PDF | View/Open |
CORE Recommender
Page view(s)
12
checked on Nov 11, 2024
Download(s)
14
checked on Nov 11, 2024
Google ScholarTM
Check
Altmetric
Items in GCRIS Repository are protected by copyright, with all rights reserved, unless otherwise indicated.