Estimating Literacy Levels at a Detailed Regional Level

Periodical
Journal of Official Statistics
Volume
36
Year
2020
Issue number
2
Page range
251-274
Access date
March 23, 2023
Relates to study/studies
PIAAC Cycle 1

Estimating Literacy Levels at a Detailed Regional Level

an Application Using Dutch Data

Abstract

Policy measures to combat low literacy are often targeted at municipalities or regions with low levels of literacy. However, current surveys on literacy do not contain enough observations at this level to allow for reliable estimates when using only direct estimation techniques. To provide more reliable results at a detailed regional level, alternative methods must be used. The aim of this article is to obtain literacy estimates at the municipality level using modelbased small area estimation techniques in a hierarchical Bayesian framework. To do so, we link Dutch Labour Force Survey data to the most recent literacy survey available, that of the Programme for the International Assessment of Adult Competencies (PIAAC). We estimate the average literacy score, as well as the percentage of people with a low literacy level. Variance estimators for our small area predictions explicitly account for the imputation uncertainty in the PIAAC estimates. The proposed estimation method improves the precision of the area estimates, making it possible to break down the national figures by municipality.