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.grantfulltext | open | - |
item.fulltext | With Fulltext | - |
item.languageiso639-1 | en | - |
item.openairetype | Article | - |
item.openairecristype | http://purl.org/coar/resource_type/c_18cf | - |
item.cerifentitytype | Publications | - |
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 |
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