2024-08-26-韩国央行-工人对工作便利设施的偏好及其对劳动力市场的影响（英）_23页_1mb

Summary of BOK Issue Note: Worker Preferences for Job Amenities and Implications for the Labor Market

Core Content

This document explores the growing importance of job amenities (non-wage benefits such as flexible work, remote work, autonomy, and personal development opportunities) in the labor market. It highlights how workers, particularly female, young, and highly-educated individuals, increasingly value these working conditions over wages, and how this trend is reshaping the labor market dynamics.

Main Views

• Job amenities are becoming a key factor in job selection, with a growing number of workers willing to forgo wages for better working conditions.
• Women and younger workers are more likely to be employed in high-amenity jobs, which offer less physical demand and greater flexibility.
• Highly-educated workers also show a strong preference for job amenities, aligning with their career development expectations.
• Elderly workers have a high preference for job amenities but are less likely to be employed in such roles due to lower education levels.
• Income inequality increases when job amenities are converted into monetary value, as high-income workers are more concentrated in high-amenity jobs.
• The gender wage gap narrows when job amenities are considered, as women are more likely to be in high-amenity jobs and place higher value on them.
• Income inequality is exacerbated by the fact that high-amenity jobs are disproportionately held by highly-educated and high-income workers.
• Job amenities have a positive impact on voluntary employment and job satisfaction, especially among women and highly-educated workers.

Key Information

Job Amenity Index

• The index is calculated using natural language processing (NLP), specifically the S-BERT model, to measure the similarity between job descriptions and defined job amenities.
• It is based on eight job amenities: flexible work, remote work, physical demands, pace of work, autonomy, independence, personal development potential, and career satisfaction.
• The index is converted from U.S. O*NET data to the Korean Standard Classification of Occupations to reflect local conditions.
• The index was validated against subjective worker assessments from the Korean Labor and Income Panel Study, confirming its relevance.

Job Amenity Index by Occupation and Industry

• Top 10 occupations with the highest job amenity index: Legal and audit clerks, product planning and research experts, professional service managers, legal professionals, designers, other educational professionals, writers, college professors, legislators, and religious workers.
• Bottom 10 occupations include construction and mining workers, freight-handling operators, machinery fitters, textile machine operators, and other machine operators.
• Industries with high job amenity indices: Information and communications, financial services, education, and science and technology.
• Manufacturing and construction industries have lower job amenity indices due to their physical and repetitive nature.

Worker Characteristics and Job Amenities

• Women and younger workers are more likely to be in high-amenity jobs.
• Highly-educated workers also show a strong preference for high-amenity jobs.
• Elderly workers have high preferences for job amenities but are underrepresented in such roles due to lower education levels.
• Regression analysis shows a positive correlation between job amenities and the proportion of women and highly-educated workers in a job, while hourly wages have a negative effect on the proportion of women.

Impact on Job Satisfaction and Voluntary Employment

• Job amenities significantly affect job satisfaction and voluntary employment.
• The likelihood of voluntary employment increases by 6.8 percentage points for workers in high-amenity jobs.
• Women show the strongest correlation between job amenities and job satisfaction.
• Metropolitan area workers are more likely to engage in voluntary employment, likely due to better infrastructure and job opportunities.

Income Inequality and Gender Wage Gap

• Income inequality worsens when job amenities are converted into monetary value, with the income quintile share ratio increasing from 4.0 to 4.2.
• The gender wage gap narrows from 70.5% to 73.6% when job amenities are considered, indicating that job amenities play a role in explaining wage differences.
• Relative wages for elderly workers increase by 5.4 percentage points when job amenities are factored in, despite their lower representation in high-amenity jobs.

Conclusion

As the proportion of women and elderly workers in the labor market grows, job amenities will become a more significant factor in job selection and labor supply. To address labor shortages and promote inclusivity, improving working conditions in the domestic labor market is essential. The paper suggests that policy support for flexible and age-friendly jobs will be crucial in the evolving labor landscape.