Measuring the greenness of jobs in emerging economies : a big data text analysis approach

Contents 1

Introduction 1

Methodology 2

Applications and findings 5

Conclusions 11

References 12

Appendix 14

Tables 5

Table 1. The ILO green dictionary: terms, definitions and sources by sustainability domain 5

Figures 7

Figure 1. Skill profiles for green vs non-green vacancies in ISCO occupational group 1, by country 7

Figure 2. Skill profiles for green vs non-green vacancies in ISCO occupational group 9, by country 8

Figure 3. Posted wage ratios for green vs non-green vacancies in ISCO occupational groups 1, 7 and 9, Uruguay, South Africa, and the Russian Federation 9

Figure 4. Prevalence of non-wage job attributes for green vs non-green vacancies in ISCO occupational group 1, by country 10

Figure 5. Prevalence of non-wage job attributes for green vs non-green vacancies in ISCO occupational group 9, by country 11

Boxes 3

Box 1. Data sources 3

Appendix Tables 14

Table A.1. The ILO green dictionary: selected keywords and expressions by sustainability domain 14

Table A.2. Top 5 of the vacancy postings considered dark green, South Africa 15