Show simple item record

[journal article]

dc.contributor.authorJuric, Tadode
dc.date.accessioned2022-02-01T10:49:22Z
dc.date.available2022-02-01T10:49:22Z
dc.date.issued2021de
dc.identifier.issn2563-6316de
dc.identifier.urihttps://www.ssoar.info/ssoar/handle/document/77077
dc.description.abstractBackground: This paper shows that the tools of digital demography, such as Google Trends, can be used for determining, estimating, and predicting the migration of health care workers (HWs), in this case, from Croatia and the Western Balkans (WB) to Germany and Austria. Objective: This study aims to test the usefulness of Google Trends indexes to forecast HW migration from Croatia and the WB to Germany and Austria. The paper analyzes recent trends in HW mobility in Europe and focuses specifically on mobility patterns among medical doctors and nurses using digital demography. Without increased emigration in the last 10 years, Croatia and the WB would have 50% more HWs today, and this staff is now crucial in the fight against a pandemic. Furthermore, the COVID-19 pandemic contributed to the increase in emigration. Methods: A particular problem in analyzing the emigration of HCWs from Croatia and the WB is that there is no system for monitoring this process. Official data is up to 3 years late and exists only for persons deregistered from the state system. Furthermore, during the pandemic, the "normal" ways of data collection are simply too slow. The primary methodological concept of our approach is to monitor the digital trace of language searches with the Google Trends analytical tool. To standardize the data, we requested the data from January 2010 to December 2020 and divided the keyword frequency for each migration-related query. We compared this search frequency index with official statistics to prove the significance of the results and correlations, and test the model's predictive potential. Results: All tested migration-related search queries, which indicate HCWs' emigration planning, showed a positive linear association between Google index and data from official statistics (Organisation for Economic Co-operation and Development: Serbia R2=0.3381, Bosnia and Herzegovina [B&H] R2=0.2722, Croatia R2=0.4515). Migration-related search activities such as "job application + nurses" from Croatia correlate strongly with official German data for emigrated HWs from Croatia, Serbia, and B&H. Decreases in Google searches were correlated with the decrease in the emigration of HWs. Thus, this method allows reliable forecasts for the future. Conclusions: This paper highlights that the World Health Organization’s list of countries with HWs shortages should be updated to include Croatia and the countries from the WB. The issue of the European Union drawing HWs from the EU periphery (Croatia) and nearby countries (B&H, Serbia) clearly shows a clash between the EU freedom of movement and the right to health care and a need to ensure a health care workforce in all European regions. Understanding why HWs emigrate from Croatia and the WB, and the consequences of this process are crucial to enabling state agencies and governments to develop optimal intervention strategies to retain medical staff. The benefit of this method is reliable estimates that can enable a better response to a possible shortage of HWs and protect the functioning of the health system. The freedom of movement of workers in the EU must be supplemented with a common pension and health care system in the EU.de
dc.languageende
dc.subject.ddcSozialwissenschaften, Soziologiede
dc.subject.ddcSocial sciences, sociology, anthropologyen
dc.subject.otherdigital demography; Google Trends; emigration of doctors and nurses; medical brain drain; demography; Western Balkans; health care workers; health systems; jobs; workforce; medical professionalsde
dc.titleMedical Brain Drain From Southeastern Europe: Using Digital Demography to Forecast Health Worker Emigrationde
dc.description.reviewbegutachtet (peer reviewed)de
dc.description.reviewpeer revieweden
dc.source.journalJMIRx Med
dc.source.volume2de
dc.publisher.countryUSAde
dc.source.issue4de
dc.subject.classozMigrationde
dc.subject.classozMigration, Sociology of Migrationen
dc.subject.classozGesundheitspolitikde
dc.subject.classozHealth Policyen
dc.subject.classozErhebungstechniken und Analysetechniken der Sozialwissenschaftende
dc.subject.classozMethods and Techniques of Data Collection and Data Analysis, Statistical Methods, Computer Methodsen
dc.subject.thesozGesundheitspersonalde
dc.subject.thesozhealth professionalsen
dc.subject.thesozAbwanderungde
dc.subject.thesozout-migrationen
dc.subject.thesozBrain Drainde
dc.subject.thesozbrain drainen
dc.subject.thesozSüdosteuropade
dc.subject.thesozSoutheastern Europeen
dc.subject.thesozKroatiende
dc.subject.thesozCroatiaen
dc.subject.thesozMigrationde
dc.subject.thesozmigrationen
dc.subject.thesozBundesrepublik Deutschlandde
dc.subject.thesozFederal Republic of Germanyen
dc.subject.thesozÖsterreichde
dc.subject.thesozAustriaen
dc.subject.thesozPrognosede
dc.subject.thesozprognosisen
dc.subject.thesozTrendde
dc.subject.thesoztrenden
dc.subject.thesozDatengewinnungde
dc.subject.thesozdata captureen
dc.subject.thesozInternetde
dc.subject.thesozInterneten
dc.subject.thesozGesundheitspolitikde
dc.subject.thesozhealth policyen
dc.subject.thesozEU-Politikde
dc.subject.thesozEU policyen
dc.rights.licenceCreative Commons - Namensnennung 4.0de
dc.rights.licenceCreative Commons - Attribution 4.0en
internal.statusformal und inhaltlich fertig erschlossende
internal.identifier.thesoz10045542
internal.identifier.thesoz10034514
internal.identifier.thesoz10039742
internal.identifier.thesoz10037601
internal.identifier.thesoz10042371
internal.identifier.thesoz10034515
internal.identifier.thesoz10037571
internal.identifier.thesoz10040166
internal.identifier.thesoz10036432
internal.identifier.thesoz10042413
internal.identifier.thesoz10040547
internal.identifier.thesoz10040528
internal.identifier.thesoz10045550
internal.identifier.thesoz10059780
dc.type.stockarticlede
dc.type.documentZeitschriftenartikelde
dc.type.documentjournal articleen
internal.identifier.classoz10304
internal.identifier.classoz11006
internal.identifier.classoz10105
internal.identifier.journal2277
internal.identifier.document32
internal.identifier.ddc300
dc.identifier.doihttps://doi.org/10.2196/30831de
dc.description.pubstatusVeröffentlichungsversionde
dc.description.pubstatusPublished Versionen
internal.identifier.licence16
internal.identifier.pubstatus1
internal.identifier.review1
dc.subject.classhort10300de
dc.subject.classhort50100de
dc.subject.classhort29900de
internal.pdf.wellformedtrue
internal.pdf.encryptedfalse
ssoar.urn.registrationfalsede


Files in this item

Thumbnail

This item appears in the following Collection(s)

Show simple item record