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List of Figures


Figure 2.1. Labour market structure

Figure 2.2. Composition of informal economy

Figure 2.3. Labour market equilibrium under perfect competition

Figure 2.4. Labour market segmentation

Figure 3.1. Labour structure in Colombia

Figure 3.2. Participation, employment, unemployment, and informality rate trends, 2001-2018

Figure 4.1. IP traffic by source, 2016-2021

Figure 5.1. Job advertisement comparison between job portals

Figure 6.1. Steps for extracting more value from job vacancy information

Figure 6.2. Word cloud: Frequency analysis

Figure 6.3. Word association: Frequency analysis

Figure 6.4. Summary of steps carried out to obtain the Colombian vacancy database

Figure 7.1. Distribution of job placements by departments, 2016-2018

Figure 7.2 Ratio of job placements to EAP by departments, 2016-2017

Figure 7.3. Job placements by minimum educational requirements

Figure 7.4. Word cloud: Most frequent job titles by job portals

Figure 7.5. Distribution of job placements by major occupational ISCO-08 groups

Figure 7.6. Job placements by experience requirements

Figure 7.7. Trends of the labour demand by major occupational ISCO-08 groups

Figure 7.8. Trends of the most demanded occupations at a four-digit level

Figure 7.9. Occupations at a four-digit level with a positive trend

Figure 7.10. Occupations at a four-digit level with a negative trend

Figure 7.11. Wage density

Figure 7.12. Jobs by type of contract

Figure 7.13. Duration density (monthly)

Figure 8.1. Education and wages (Colombian pesos)

Figure 8.2. Occupations and wages (Colombian pesos)

Figure 8.3. Years of experience and wages

Figure 8.4. Job placements and employment distribution by occupational groups (ISCO-08)

Figure 8.5. Wage distributions

Figure 8.6. Time series: Total employment and job placements, 2016-2018

Figure 8.7. Time series: Total unemployment and job placements, 2016-2018

Figure 8.8. Time series: New hires and job placements, 2016-2018

Figure 9.1. Occupational distribution of the Colombian workforce by skill level

Figure 9.2. Unemployment and informality rates and duration of unemployment by skill level

Figure 9.3. Average wages of formal and informal workers by skill level

Figure 9.4. Labour market composition of Colombian workers by skill level, 2010-2018

Figure 9.5. Employment growth by skill level, 2011-2018

Figure 9.6. Evolution of the unemployment rate by skill level, 2015-2018

Figure 9.7. Evolution of the informality rate by skill level, 2010-2018

Figure 9.8. Beveridge curve by (major) occupational groups

Figure 9.9. Percentage change in unemployed individuals by sought occupation

Figure 9.10. Percentage change in formal employment by occupation

Figure 9.11. Percentage change in new hires by occupation

Figure 9.12. Percentage change in hours worked for formal employees by occupation

Figure 9.13. Percentage change in job placements by occupation

Figure 9.14. Percentage change in mean real hourly wage for formal employees by occupation

Figure 9.15. Occupational hourly pay premia

Figure 9.16. Occupational pay premia within job placements

Figure 9.17. Number of occupations according to the percentage of indicators that suggest skill shortages

Figure A.1. Job portal comparison

Figure A.2. Job advertisement comparison within the same job portal

Figure A.3. Code comparison between job portals

Figure A.4. HTML code structure

Figure C.1. Fuzzy merge: The classification of companies

Figure E.1. SVM classification with job titles

A Web-Based Approach to Measure Skill Mismatches and Skills Profiles for a Developing Country:

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