Occupation classification model based on DistilKoBERT: using the 5th and 6th Korean Working Condition Surveys.

ABSTRACT:

Background

Accurate occupation classification is essential in various fields, including policy development and epidemiological studies. This study aims to develop an occupation classification model based on DistilKoBERT.

Methods

This study used data from the 5th and 6th Korean Working Conditions Surveys conducted in 2017 and 2020, respectively. A total of 99,665 survey participants, who were nationally representative of Korean workers, were included. We used natural language responses regarding their job responsibilities and occupational codes based on the Korean Standard Classification of Occupations (7th version, 3-digit codes). The dataset was randomly split into training and test datasets in a ratio of 7:3. The occupation classification model based on DistilKoBERT was fi

SUBMITTER: Kim TY 

PROVIDER: S-EPMC11345209 | biostudies-literature | 2024

REPOSITORIES: biostudies-literature