Artikel
Survey vs scraped data: Comparing time series properties of web and survey vacancy data
This paper studies the relationship between a vacancy population obtained from web crawling and vacancies in the economy inferred by a National Statistics Office (NSO) using a traditional method. We compare the time series properties of samples obtained between 2007 and 2014 by Statistics Netherlands and by a web scraping company. We find that the web and NSO vacancy data present similar time series properties, suggesting that both time series are generated by the same underlying phenomenon: the real number of new vacancies in the economy. We conclude that, in our case study, web-sourced data are able to capture aggregate economic activity in the labor market.
- Sprache
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Englisch
- Erschienen in
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Journal: IZA Journal of Labor Economics ; ISSN: 2193-8997 ; Volume: 8 ; Year: 2019 ; Issue: 4 ; Pages: 1-23 ; Warsaw: Sciendo
- Klassifikation
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Wirtschaft
Labor Demand
Labor Turnover; Vacancies; Layoffs
Single Equation Models; Single Variables: Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
Data Collection and Data Estimation Methodology; Computer Programs: General
- Thema
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web crawling
statistical inference
time series
vacancies
Labor demand
data collection
- Ereignis
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Geistige Schöpfung
- (wer)
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de Pedraza, Pablo
Visintin, Stefano
Tijdens, Kea Gartje
Kismihók, Gábor
- Ereignis
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Veröffentlichung
- (wer)
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Sciendo
- (wo)
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Warsaw
- (wann)
-
2019
- DOI
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doi:10.2478/izajole-2019-0004
- Handle
- Letzte Aktualisierung
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10.03.2025, 11:42 MEZ
Datenpartner
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Objekttyp
- Artikel
Beteiligte
- de Pedraza, Pablo
- Visintin, Stefano
- Tijdens, Kea Gartje
- Kismihók, Gábor
- Sciendo
Entstanden
- 2019