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Integrating big data and survey data for efficient estimation of the median.

Authors :
Covey, Ryan
Source :
Statistical Journal of the IAOS. 2023, Vol. 39 Issue 4, p803-813. 11p.
Publication Year :
2023

Abstract

An ever-increasing deluge of big data is becoming available to national statistical offices globally, but it is well documented that statistics produced by big data alone often suffer from selection bias and are not usually representative of the population at large. In this paper, we construct a new design-based estimator of the median by integrating big data and survey data. Our estimator is asymptotically unbiased and has a smaller variance than a median estimator produced using survey data alone. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
18747655
Volume :
39
Issue :
4
Database :
Academic Search Index
Journal :
Statistical Journal of the IAOS
Publication Type :
Academic Journal
Accession number :
174544351
Full Text :
https://doi.org/10.3233/SJI-230054