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International Standard Classification of Occupations
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The International Standard Classification of Occupations (ISCO) is a system developed by the International Labour Organization (ILO) to classify and organize occupations into a structured hierarchy. It serves to facilitate international communication about occupations by providing a framework for statisticians to make internationally comparable occupational data available.
The ILO describes the purpose of the ISCO as:[1]
seek[ing] to facilitate international communication about occupations by providing statisticians with a framework to make internationally comparable occupational data available, and by allowing international occupational data to be produced in a form that can be useful for research as well as for specific decision-making and action-oriented activities.
According to the ILO, a job is defined as "a set of tasks and duties performed, or meant to be performed, by one person, including for an employer or in self-employment." Occupation refers to the kind of work performed in a job, and the concept of occupation is defined as "a set of jobs whose main tasks and duties are characterized by a high degree of similarity." A person may be associated with an occupation through the main job currently held, a second job, a future job, or a job previously held. Skill, in this context, is the ability to carry out the tasks and duties of a job.[2]
The latest version, ISCO-08, was adopted in 2008 and includes four classification levels: major groups, sub-major groups, minor groups, and unit groups. It is widely used for comparative labor market studies, policy development, and international reporting, including within the European Union, the United Nations, and other global institutions.
History and development
[edit]The origins of ISCO trace back to the mid-20th century when the need for a global occupational classification system became evident at the First International Conference of Labour Statisticians (ICLS) in 1923.[3] The first complete version, ISCO-58, was adopted in 1957 by the Ninth ICLS and published in 1958, providing a systematic method for grouping occupations to support labor market analysis and facilitate international comparisons. Subsequent revisions, including ISCO-68, ISCO-88, and ISCO-08, refined the classification criteria to reflect changing labor market structures, technological advancements, and evolving job roles. Notably, ISCO-88 marked a major departure from the earlier versions by organizing similar occupations into increasingly larger groups based on skill level and specialization.[4]
ISCO has since been widely adopted by national governments and international organizations to align workforce data with global labor market trends. ISCO has been continuously adapted to ensure its relevance amid shifts in employment patterns, technological progress, and the emergence of new economic sectors. Moreover, its role in international labor statistics enables cross-country comparisons, aiding in policy formulation and economic planning.[5][4]
The ISCO-08 revision was developed through consultations with national governments, labor organizations, and international experts to ensure relevance and adaptability. Key issues addressed in the ISCO-08 revision included the impact of information and communications technology on the labor market's occupational structure, the need for better representation of health organizations, and the lack of detail in ISCO-88 for clerical and service-related occupations, which are predominantly held by women.[4] Looking ahead, future iterations of ISCO are expected to incorporate new occupational categories reflecting automation, digital transformation, and emerging industries.
The adaptation of ISCO-08 for national use is a critical process to ensure its applicability across diverse labor markets. Countries often modify ISCO-08 to align with national occupational classifications while maintaining international comparability. For instance, the European Union, through the European Skills, Competences, Qualifications and Occupations (ESCO) framework, has built upon ISCO-08 by incorporating more detailed competencies and qualifications for cross-border labor mobility.[6] This adaptation process involves mapping national job structures to ISCO categories, refining classifications to reflect local labor market conditions, and ensuring consistency in data reporting for global labor statistics.[4] Of note, Donald Treiman developed the Standard International Occupational Prestige Scale using the ISCO.[7]
The ISCO-08 structure
[edit]ISCO-08 organizes occupations into a four-level hierarchical system:
- Major Groups (10 broad occupational categories)
- Sub-Major Groups (43 broader occupational categories within the major groups)
- Minor Groups (130 more specific job groupings)
- Unit Groups (436 detailed occupational categories)
The ISCO-08 divides jobs into 10 major groups:[8]
- Managers
- Professionals
- Technicians and associate professionals
- Clerical support workers
- Service and sales workers
- Skilled agricultural, forestry and fishery workers
- Craft related trades workers
- Plant and machine operators, and assemblers
- Elementary occupations
- Armed forces occupations
Major group 1
[edit]Managers
- 11 Chief executives, senior officials and legislators
- 111 Legislators and senior officials
- 112 Managing directors and chief executives
- 12 Administrative and commercial managers
- 121 Business services and administration managers
- 122 Sales, marketing and development managers
- 13 Production and specialized services managers
- 131 Production managers in agriculture, forestry and fisheries
- 132 Manufacturing, mining, construction, and distribution managers
- 133 Information and communications technology service managers
- 134 Professional services managers
- 14 Hospitality, retail and other services managers
- 141 Hotel and restaurant managers
- 142 Retail and wholesale trade managers
- 143 Other services managers
Major group 2
[edit]Professionals
- 21 Science and engineering professionals
- 211 Physical and earth science professionals
- 212 Mathematicians, actuaries and statisticians
- 213 Life science professionals
- 214 Engineering professionals (excluding electrotechnology)
- 215 Electrotechnology engineers
- 216 Architects, planners, surveyors and designers
- 22 Health professionals
- 221 Medical doctors
- 222 Nursing and midwifery professionals
- 223 Traditional and complementary medicine professionals
- 224 Paramedical practitioners
- 225 Veterinarians
- 226 Other health professionals
- 227 Medical Assistant professionals
- 23 Teaching professionals
- 231 University and higher education teachers
- 232 Vocational education teachers
- 233 Secondary education teachers
- 234 Primary school and early childhood teachers
- 235 Other teaching professionals
- 24 Business and administration professionals
- 241 Finance professionals
- 242 Administration professionals
- 243 Sales, marketing and public relations professionals
- 25 Information and communications technology professionals
- 251 Software and applications developers and analysts
- 252 Database and network professionals
- 26 Legal, social and cultural professionals
- 261 Legal professionals
- 262 Librarians, archivists and curators
- 263 Social and religious professionals
- 264 Authors, journalists and linguists
- 265 Creative and performing artists
Major group 3
[edit]Technicians and associate professionals
- 31 Science and engineering associate professionals
- 311 Physical and engineering science technicians
- 312 Mining, manufacturing and construction supervisors
- 313 Process control technicians
- 314 Life science technicians and related associate professionals
- 315 Ship and aircraft controllers and technicians
- 32 Health associate professionals
- 321 Medical and pharmaceutical technicians
- 322 Nursing and midwifery associate professionals
- 323 Traditional and complementary medicine associate professionals
- 324 Veterinary technicians and assistants
- 325 Other health associate professionals
- 33 Business and administration associate professionals
- 331 Financial and mathematical associate professionals
- 332 Sales and purchasing agents and brokers
- 333 Business services agents
- 334 Administrative and specialized secretaries
- 335 Regulatory government associate professionals
- 34 Legal, social, cultural and related associate professionals
- 341 Legal, social and religious associate professionals
- 342 Sports and fitness workers
- 343 Artistic, cultural and culinary associate professionals
- 35 Information and communications technicians
- 351 Information and communications technology operations and user support technicians
- 352 Telecommunications and broadcasting technicians
Major group 4
[edit]Clerical support workers
- 41 General and keyboard clerks
- 411 General office clerks
- 412 Secretaries (general)
- 413 Keyboard operators
- 42 Customer services clerks
- 421 Tellers, money collectors and related clerks
- 422 Client information workers
- 43 Numerical and material recording clerks
- 431 Numerical clerks
- 432 Material-recording and transport clerks
- 44 Other clerical support workers
- 441 Other clerical support workers
Major group 5
[edit]Service and sales workers
- 51 Personal service workers
- 511 Travel attendants, conductors and guides
- 512 Cooks
- 513 Waiters and bartenders
- 514 Hairdressers, beauticians and related workers
- 515 Building and housekeeping supervisors
- 516 Other personal services workers
- 52 Sales workers
- 521 Street and market salespersons
- 522 Shop salespersons
- 523 Cashiers and ticket clerks
- 524 Other sales workers
- 53 Personal care workers
- 531 Child care workers and teachers' aides
- 532 Personal care workers in health services
- 54 Protective services workers
- 541 Protective services workers
Major group 6
[edit]Skilled agricultural, forestry and fishery workers
- 61 Market-oriented skilled agricultural workers
- 611 Market gardeners and crop growers
- 612 Animal producers
- 613 Mixed crop and animal producers
- 62 Market-oriented skilled forestry, fishery and hunting workers
- 621 Forestry and related workers
- 622 Fishery workers, hunters and trappers
- 63 Subsistence farmers, fishers, hunters and gatherers
- 631 Subsistence crop farmers
- 632 Subsistence livestock farmers
- 633 Subsistence mixed crop and livestock farmers
- 634 Subsistence fishers, hunters, trappers and gatherers
Major group 7
[edit]Craft and related trades workers
- 71 Building and related trades workers, excluding electricians
- 711 Building frame and related trades workers
- 712 Building finishers and related trades workers
- 713 Painters, building structure cleaners and related trades workers
- 72 Metal, machinery and related trades workers
- 721 Sheet and structural metal workers, moulders and welders, and related workers
- 722 Blacksmiths, toolmakers and related trades workers
- 723 Machinery mechanics and repairers
- 73 Handicraft and printing workers
- 731 Handicraft workers
- 732 Printing trades workers
- 74 Electrical and electronic trades workers
- 741 Electrical equipment installers and repairers
- 742 Electronics and telecommunications installers and repairers
- 75 Food processing, wood working, garment and other craft and related trades workers
- 751 Food processing and related trades workers
- 752 Wood treaters, cabinet-makers and related trades workers
- 753 Garment and related trades workers
- 754 Other craft and related workers
Major group 8
[edit]Plant and machine operators and assemblers
- 81 Stationary plant and machine operators
- 811 Mining and mineral processing plant operators
- 812 Metal processing and finishing plant operators
- 813 Chemical and photographic products plant and machine operators
- 814 Rubber, plastic and paper products machine operators
- 815 Textile, fur and leather products machine operators
- 816 Food and related products machine operators
- 817 Wood processing and papermaking plant operators
- 818 Other stationary plant and machine operators
- 82 Assemblers
- 821 Assemblers
- 83 Drivers and mobile plant operators
- 831 Locomotive engine drivers and related workers
- 832 Car, van and motorcycle drivers
- 833 Heavy truck and bus drivers
- 834 Mobile plant operators
- 835 Ships' deck crews and related workers
Major group 9
[edit]Elementary occupations
- 91 Cleaners and helpers
- 911 Domestic, hotel and office cleaners and helpers
- 912 Vehicle, window, laundry and other hand cleaning workers
- 92 Agricultural, forestry and fishery labourers
- 921 Agricultural, forestry and fishery labourers
- 93 Labourers in mining, construction, manufacturing and transport
- 931 Mining and construction labourers
- 932 Manufacturing labourers
- 933 Transport and storage labourers
- 94 Food preparation assistants
- 941 Food preparation assistants
- 95 Street and related sales and service workers
- 951 Street and related service workers
- 952 Street vendors (excluding food)
- 96 Refuse workers and other elementary workers
- 961 Refuse workers
- 962 Other elementary workers
Major group 10
[edit]Armed forces occupations
- 101 Commissioned armed forces officers
- 1011 Commissioned armed forces officers
- 102 Non-commissioned armed forces officers
- 1021 Non-commissioned armed forces officers
- 103 Armed forces occupations, other ranks
- 1031 Armed forces occupations, other ranks
Methodology
[edit]Collection and coding of occupational data
[edit]The process of assigning occupational responses to ISCO-08 categories is known as coding, which follows specific guidelines to ensure consistency and accuracy. For precise classification, the following core information is required:
- Job title or occupation name, and
- Main takes or duties performed.
Additional information can enhance coding accuracy, such as:
- The economic activity of the employer or establishment, and
- Whether the activity is primarily for market production or subsistence.
While details about the industry of employment may be useful, they are generally not sufficient for occupational coding on their own. In cases where subsistence farming or fishing plays a major role in a country’s economy, additional data may be collected to distinguish between market-oriented work and own-consumption production. Notably, formal qualifications or skill levels of workers are not always relevant for occupational classification, as individuals often hold qualifications higher or lower than those required for their job. Relying on such information could introduce biases when analyzing the relationship between occupation and education.[4]
Types of occupational questions
[edit]Occupational information is typically collected through national censuses and household surveys using three types of questions:
- Pre-coded (tick box) questions – Respondents select their job from a list of predefined options (not generally recommended due to limited accuracy).
- Single write-in question – Individuals describe their occupation in their own words.
- Two or more write-in questions – These include a job title question followed by a description of main tasks performed, ensuring greater detail and classification accuracy.
In establishment surveys and administrative data collection, job descriptions or duty statements may be coded directly into ISCO-08 categories using official classification indexes.[4]
Pre-coded and open-ended questions
[edit]Pre-coded questions offer quick and cost-effective processing but have limitations. They do not always align with real-world job terminology and often lack the detail needed for effective classification. Although they take up significant space on survey forms, they can be improved through careful refinement of response categories, particularly for high-priority groups.
Open-ended responses provide more detailed and accurate data, allowing for the assignment of a 4-digit ISCO-08 code. However, they require significant effort to process, as responses must be manually coded using occupational title indexes. Despite the cost, this method remains the most reliable way to obtain precise statistical and administrative data. Common open-ended questions include:
- What is the main occupation of this person in the workplace?
- What kind of work does this person do?
While these questions can yield useful responses, they may also generate vague answers like "manager", "consultant", or "farm work", which are difficult to code reliably. When such responses occur, they should be coded to the highest supported level rather than forced into arbitrary categories. For example, "teacher" may be coded as "2300: Teaching Professionals Not Further Defined." Similarly, if only "medical doctor" is provided, it may be classified as "2210: Medical Doctors Not Further Defined."[4]
Assigning classification codes to survey responses
[edit]Assigning classification codes to open-ended survey responses is a complex process, requiring analysis of job titles, tasks, industry, and workplacengesas. To ensure accuracy, three key documents are needed: coding instructions, a coding index, and query resolution procedures. The coding index, available in various formats, helps match responses to ISCO-08 codes, as natural job descriptions often differ from formal classification names. While national coding indexes should reflect local language use, the ISCO-08 Index of Occupational Titles provides a valuable starting point.[4]
ISCO-08 skill model
[edit]ISCO-08 classifies skills into two key dimensions:
- Skill level – The complexity and range of tasks required to perform an occupation, usually linked to educational qualifications or vocational training.
- Skill specialization – The field of knowledge required, the necessary tools and machinery used, and the specific nature of the work performed.
The ISCO-08 skill levels correspond to the International Standard Classification of Education (ISCED-97) groups as follows:
- Skill Level 1: Corresponds to primary education (ISCED-97 Level 1) and lower secondary education (ISCED-97 Level 2).
- Skill Level 2: Corresponds to upper secondary education (ISCED-97 Level 3) and post-secondary non-tertiary education (ISCED-97 Level 4).
- Skill Level 3: Corresponds to the first stage of tertiary education (ISCED-97 Level 5B), which includes vocational education and training.
- Skill Level 4: Corresponds to the first and second stages of tertiary education (ISCED-97 Levels 5A and 6), which includes university degrees and advanced research qualifications.
Skill level is typically assigned at the ISCO Major Group level, except for Major Group 1: Managers and Major Group 0: Armed Forces Occupations, where it is primarily applied at the second hierarchical level (Sub Major Group level). Within each major group, organizing occupations into sub-major, minor, and unit groups is mainly based on skill specialization.[2]
Comparison with other classification systems
[edit]ISCO is one of several major occupational classification systems used worldwide. Other prominent systems include the U.S. Standard Occupational Classification (SOC), the European Skills, Competences, Qualifications and Occupations (ESCO), and national classification systems used in various countries.
- U.S. Standard Occupational Classification (SOC): Developed by the U.S. Bureau of Labor Statistics, the SOC system categorizes occupations based on work performed and required skills. Unlike ISCO, which is designed for international comparisons, SOC is tailored for national employment analysis and policy-making in the U.S.[9]
- European Skills, Competences, Qualifications and Occupations (ESCO): Managed by the European Commission, ESCO provides a more detailed classification system incorporating skills and qualifications. ESCO is linked to ISCO but includes a greater focus on skills mapping, making it particularly useful for workforce development and mobility within the EU.[10]
- National Occupational Classification (NOC): Used in Canada, NOC aligns with ISCO but reflects country-specific labor market trends, industry demands, and workforce regulations.[11]
- Occupational Information Network (O*NET): O*NET is a U.S.-specific system developed by the Department of Labor, offering detailed information on a wide range of occupations, including skills, knowledge, and abilities.[12] The Institute for Structural Research created a "crosswalk" from O*NET to ISCO-88 and ISCO-08 coding (O*NET has official crosswalks to SOC and ESCO).[13][14] Regarding skill models, both systems aim to capture the skills required for various occupations. However, O*NET provides a much more granular and comprehensive analysis of skills, including detailed ratings of their importance and level, while ISCO-08 focuses more on broader occupational categories.
Criticisms and limitations
[edit]ISCO is widely used for categorizing jobs across different sectors and countries. However, it has been subject to various criticisms and limitations. One major criticism is the challenge of cross-national comparability. Studies indicate that occupational titles coded under ISCO-08 often vary significantly between countries, raising concerns about the consistency and reliability of classifications. A study found that only 64% of job titles retained the same ISCO-08 4-digit code across multiple countries, highlighting inconsistencies in occupational classification.[15]
Evolving occupational characteristics have also posed challenges to ISCO, which relies on task similarity, duties, and required skills. Factors such as working conditions (including hours, schedules, and remote work) and the work environment (encompassing safety, health considerations, and workplace interpersonal networks) significantly influence occupational categorization.[16][17][18]
Moreover, the ISCO framework, which consists of at least ten major occupational groups, is often difficult to apply in small-scale workforce studies or in reporting partial workforce data. As a result, professionals frequently use modified classification systems tailored to specific contexts, such as distinctions between manual and non-manual labor, white- and blue-collar jobs, office-based and outdoor work, or knowledge-based and physical labor.[19][20][21][22]
The ISCO has been criticized for its broad categorization, which can group together jobs with significant differences in tasks, skills, and working conditions. For instance, the ISCO-88 version was noted to have excessive detail in some areas, such as plant and machinery operators, while providing inadequate detail in others, like service-related occupations and those prevalent in the informal sector. Additionally, there was a wide variation in the size of some sub-major and minor groups.[4]
See also
[edit]- HISCO
- International Standard Industrial Classification – United Nations industry classification system
- International Statistical Classification of Diseases and Related Health Problems – International standard diagnostic tool
- International Standard Classification of Education – Education levels
- National Occupational Classification – Canadian classification of occupations (of Canada)
- Standard Occupational Classification System – United States government system (of the United States)
- Job title inflation – Phenomenon of increasingly grandiose job titles in organisations
References
[edit]- ^ "International Standard Classification of Occupations (ISCO)". ILOSTAT. Retrieved 13 February 2025.
- ^ a b "ISCO-08". isco-ilo.netlify.app. Retrieved 13 February 2025.
- ^ "International Standard Classification of Occupations (ISCO)". ILOSTAT. Retrieved 25 February 2025.
- ^ a b c d e f g h i International Labour Office, ed. (2012). Structure, group definitions and correspondence tables. International standard classification of occupations. Geneva: International Labour Office. ISBN 978-92-2-125952-7.
- ^ "International Standard Classification of Occupations (ISCO)". ILOSTAT. Retrieved 13 February 2025.
- ^ "International Standard Classification of Occupations (ISCO)". esco.ec.europa.eu. Retrieved 18 February 2025.
- ^ Treiman, Donald J. (1977). Occupational prestige in comparative perspective. Quantitative studies in social relations. New York: Academic Press. ISBN 978-0-12-698750-8.
- ^ International Labour Organization. Resolution Concerning Updating the International Standard Classification of Occupations. Adopted at the Tripartite Meeting of Experts on Labour Statistics, 6 December 2007.
- ^ "SOC home". Bureau of Labor Statistics. Retrieved 13 February 2025.
- ^ "European Skills/Competences, Qualifications and Occupations (ESCO) - European Commission". employment-social-affairs.ec.europa.eu. Retrieved 13 February 2025.
- ^ Employment and Social Development Canada. "National Occupational Classification - Canada.ca". noc.esdc.gc.ca. Archived from the original on 27 January 2025. Retrieved 13 February 2025.
- ^ "O*NET". DOL. Retrieved 26 February 2025.
- ^ Hardy, Wojciech; Keister, Roma; Lewandowski, Piotr (2018). "Educational upgrading, structural change and the task composition of jobs in Europe". Economics of Transition. 26 (2): 201–231. doi:10.1111/ecot.12145. ISSN 1468-0351.
- ^ "Crosswalk Files at O*NET Resource Center". www.onetcenter.org. Retrieved 26 February 2025.
- ^ Tijdens, K.G.; Kaandorp, C.S. (2018). "Validating occupational coding indexes for use in multi-country surveys". Survey Insights: Methods from the Field. doi:10.13094/SMIF-2018-00007.
- ^ Kilbourne, Barbara; England, Paula; Beron, Kurt (1 June 1994). "Effects of Individual, Occupational, and Industrial Characteristics on Earnings: Intersections of Race and Gender*". Social Forces. 72 (4): 1149–1176. doi:10.1093/sf/72.4.1149. ISSN 0037-7732.
- ^ De Rijk, A.; Nijhuis, F.; Alexanderson, K. (1 June 2009). "Gender Differences in Work Modifications and Changed Job Characteristics During the Return-To-Work Process: A Prospective Cohort Study". Journal of Occupational Rehabilitation. 19 (2): 185–193. doi:10.1007/s10926-009-9168-1. ISSN 1573-3688.
- ^ Goldberg, Marcel; Chastang, Jean François; Leclerc, Annette; Zins, Marie; Bonenfant, Sébastien; Bugel, Isabelle; Kaniewski, Nadine; Schmaus, Annie; Niedhammer, Isabelle; Piciotti, Michèle; Chevalier, Anne; Godard, Catherine; Imbernon, Ellen (15 August 2001). "Socioeconomic, Demographic, Occupational, and Health Factors Associated with Participation in a Long-term Epidemiologic Survey: A Prospective Study of the French GAZEL Cohort and Its Target Population". American Journal of Epidemiology. 154 (4): 373–384. doi:10.1093/aje/154.4.373. ISSN 0002-9262.
- ^ Neal, Arthur G.; Rettig, Salomon (1963). "Dimensions of Alienation Among Manual and Non-Manual Workers". American Sociological Review. 28 (4): 599–608. doi:10.2307/2090075. ISSN 0003-1224.
- ^ Locke, Edwin A. (August 1973). "Satisfiers and dissatisfiers among white-collar and blue-collar employees". Journal of Applied Psychology. 58 (1): 67–76. doi:10.1037/h0035418. ISSN 1939-1854.
- ^ Vågerö, D.; Ringbäck, G.; Kiviranta, H. (April 1986). "Melanoma and other tumors of the skin among office, other indoor and outdoor workers in Sweden 1961-1979". British Journal of Cancer. 53 (4): 507–512. doi:10.1038/bjc.1986.80. ISSN 1532-1827. PMC 2001433. PMID 3707844.
- ^ Dul, Jan; Ceylan, Canan; Jaspers, Ferdinand (2011). "Knowledge workers' creativity and the role of the physical work environment". Human Resource Management. 50 (6): 715–734. doi:10.1002/hrm.20454. hdl:1765/22530. ISSN 1099-050X.
Further reading
[edit]External links
[edit]International Standard Classification of Occupations
View on GrokipediaHistorical Development
Origins and Initial Creation
The International Labour Organization (ILO) first recognized the need for an international occupational classification system at its inaugural International Conference of Labour Statisticians (ICLS) in 1923, amid growing demands for comparable labour statistics across nations, though no concrete grouping or structure was established at that stage.[1][3] A foundational step occurred during the Seventh ICLS in 1949, when delegates adopted nine major occupational groups as the core of what would become ISCO, with explicit principles prioritizing classification by the nature of work duties and tasks over factors such as industry affiliation, economic sector, or employment status in order to ensure cross-national applicability.[1][3] Building on this, the ILO issued the International Classification of Occupations for Migration and Employment Placement (ICOMEP) in 1952, which operationalized the 1949 major groups by cataloging 1,727 occupations derived from national data across 13 countries, thereby testing and refining the framework for practical use in migration and placement contexts.[1][3] Further refinement followed at the Eighth ICLS in 1954, where a provisional list of minor groups was endorsed and distributed to member states for review and comment, incorporating feedback to address variations in national occupational terminologies and structures.[1] The culmination of these efforts produced ISCO-58, the first comprehensive edition, adopted unanimously by the Ninth ICLS in 1957 after tripartite consultations involving governments, employers, and workers; it expanded to 10 major groups, 73 minor groups, 201 unit groups, and 1,345 detailed occupations, each assigned unique alphanumeric codes alongside standardized definitions to promote uniformity.[1][3] Officially published by the ILO in 1958, ISCO-58 was designed explicitly to enable the international reporting, comparison, and exchange of occupational data, addressing longstanding inconsistencies in global labour statistics while serving as a model for national classifications.[1]Key Revisions from ISCO-58 to ISCO-88
The International Standard Classification of Occupations (ISCO) underwent significant revisions between its initial 1958 edition and the 1988 version to accommodate evolving labor markets, technological advancements, and the need for greater international comparability in occupational statistics. ISCO-58, adopted by the Ninth International Conference of Labour Statisticians (ICLS) in 1957, established a foundational structure with 10 major groups, 73 minor groups, 201 unit groups, and 1,345 detailed occupations, emphasizing descriptive categorization without explicit skill-based criteria.[1] The intermediate ISCO-68 revision, adopted by the Eleventh ICLS in 1966, reduced major groups to 8, expanded to 83 minor groups and 284 unit groups with 1,506 occupational categories, and incorporated task definitions alongside a conversion table from ISCO-58 to facilitate data continuity.[1] ISCO-88, adopted by the Fourteenth ICLS in 1987 and approved by the International Labour Organization (ILO) Governing Body in 1988, marked a structural and conceptual shift by reintroducing 10 major groups while adding a new intermediate level of 28 sub-major groups, alongside 116 minor groups and 390 unit groups, resulting in a less granular classification than ISCO-58 to prioritize broader applicability across diverse economies.[1][4] A primary innovation was the explicit incorporation of two hierarchical criteria: skill level, defined across four levels aligned with International Standard Classification of Education (ISCED) categories (e.g., Level 1 for basic education tasks, Level 4 for advanced professional roles), and skill specialization, based on the type of work performed, tools used, and outputs produced, which systematically grouped similar jobs into progressively larger aggregates unlike the more ad hoc groupings in ISCO-58 and ISCO-68.[4] Further revisions reorganized managerial occupations into a consolidated Major Group 1, reversing their prior dispersion across categories in earlier editions, and introduced a dedicated Major Group 0 for armed forces personnel to address their unique status.[4] These changes responded to empirical shifts, including increased female labor participation, emergence of service-oriented and technology-driven roles, and the limitations of prior versions in handling developing-country contexts, with 96 unit groups from ISCO-68 split into 174 in ISCO-88 to reflect refined distinctions.[4] Overall, ISCO-88 enhanced flexibility for national adaptations while maintaining compatibility links to predecessors, though its reduced detail aimed to mitigate over-specification issues observed in ISCO-58's 1,345 occupations.[1][4]Development and Implementation of ISCO-08
The development of ISCO-08 began following a mandate from the 17th International Conference of Labour Statisticians (ICLS) in 2003, which exceptionally authorized an update to ISCO-88 to address emerging occupational structures driven by technological and economic changes.[5] The International Labour Organization (ILO) Secretariat conducted a comprehensive review of ISCO-88's structure, definitions, and content, drawing on responses to questionnaires sent to member states in 2004 and 2006, results from ILO surveys of national occupational classifications, and input from consultants and the ILO's Working Group on ISCO.[5] [6] This process involved tripartite consultations with governments, employers' organizations, and workers' representatives to ensure the classification reflected global labor market realities while maintaining compatibility with prior versions through correspondence tables.[1] ISCO-08 was formally adopted on December 13, 2007, via a resolution at the Tripartite Meeting of Experts on Labour Statistics in Geneva, which refined the proposed updates based on expert deliberations.[5] The resolution was subsequently endorsed by the 18th ICLS in November 2008, confirming its status as the international standard.[1] The ILO published the core structure and major group definitions in 2008 (ISCO-08 Volume 1), with detailed unit group descriptions released in 2012 (Volume 2) to support granular coding.[5] Key structural adjustments included expanding the number of unit groups from 292 in ISCO-88 to 436 in ISCO-08, reorganizing sub-major groups for better alignment with skill-based task specialization, and introducing provisions for armed forces occupations as a separate major group.[5] [6] Implementation of ISCO-08 was targeted for the 2010 round of population censuses and labor force surveys, with the ILO providing concordance tables to map ISCO-88 codes to ISCO-08 equivalents, facilitating data comparability during transitions.[1] National statistical offices were encouraged to develop or revise domestic classifications compatible with ISCO-08, often through pilot testing and coder training programs; for instance, by 2015, over 100 countries had reported partial or full adoption in official statistics.[7] The ILO supported rollout via tools like the ISCO-08 search engine and guidelines for coding occupations from job titles and tasks, emphasizing empirical validation against national data to minimize misclassification rates, which studies estimated could exceed 10% without structured training.[1] Challenges included adapting to informal economies in developing nations and integrating emerging occupations like software developers, addressed through ongoing ILO updates and regional workshops.[5] By the 2020 census round, ISCO-08 had become the dominant framework for cross-national occupational data, underpinning datasets in systems like ILOSTAT.[1]Structure of ISCO-08
Hierarchical Classification Framework
The International Standard Classification of Occupations 2008 (ISCO-08) employs a four-level hierarchical structure designed to categorize all jobs worldwide based on the tasks performed and the skills required, facilitating international comparability in labor statistics.[1] This framework organizes occupations into progressively finer categories, starting with broad aggregations and descending to detailed groupings that reflect specific job characteristics. The structure was developed by the International Labour Organization (ILO) to update and refine earlier versions, ensuring coverage of emerging occupations while maintaining consistency with prior classifications where feasible.[8] At the highest level, ISCO-08 divides occupations into 10 major groups, which primarily distinguish between broad skill levels—ranging from elementary occupations requiring minimal skills to those demanding extensive theoretical and creative knowledge—and initial aspects of task specialization, such as managerial, professional, or manual work.[1] Each major group is further subdivided into sub-major groups (totaling 43 across the classification), which refine the categorization by focusing on more specific skill specializations within the broader domain, such as distinguishing between different types of professional roles or craft trades.[8] These sub-major groups then branch into minor groups (130 in total), which provide additional granularity by grouping occupations with closely related task profiles and skill requirements, enabling targeted analysis in areas like vocational training or employment surveys.[9] The most detailed tier consists of 436 unit groups, representing the finest level of disaggregation where individual occupations are defined by homogeneous sets of tasks, tools, and skill levels, often encompassing multiple job titles that share core functions.[10] Within each major group, the progression from sub-major to unit groups is arranged primarily according to dimensions of skill specialization, including the complexity of tasks, the methods of work organization, and the equipment or materials used, rather than solely by industry or sector.[1] This task-based approach ensures the hierarchy's flexibility for cross-national data aggregation, with coding conventions using a four-digit alphanumeric system: one digit for major groups, two for sub-major, three for minor, and four for unit groups.[11] The overall design supports both detailed occupational analysis and higher-level summaries, such as computing employment shares by skill level for policy formulation.[12]Major Groups: Definitions and Composition
The major groups of ISCO-08 form the top tier of its hierarchical structure, encompassing 10 categories that aggregate all jobs worldwide based on similarities in tasks, duties, skill requirements, and specialization. These groups are delineated by the complexity and range of tasks (e.g., planning versus routine execution), the tools and equipment used (e.g., hand tools versus advanced machinery), and the autonomy exercised in performing work, with direct ties to four empirically defined skill levels reflecting education, training duration, and experience. Eight of the 10 major groups align exclusively with one skill level, facilitating cross-national comparability in labor statistics; the exceptions are Major Group 1 (Managers), which spans skill levels 3 and 4, and Major Group 10 (Armed Forces Occupations), which spans levels 1 through 4 based on rank and duties. Overall, the 10 major groups consolidate into 43 sub-major groups, 130 minor groups, and 436 unit groups, enabling detailed classification while maintaining broad analytical utility.[1][5][8] The following table outlines the 10 major groups, including their codes, titles, core definitions, primary composition elements, and associated skill levels:| Code | Title | Definition | Composition | Skill Level(s) |
|---|---|---|---|---|
| 1 | Managers | Occupations involving planning, directing, coordinating, and evaluating organizational activities, policies, and resources, often requiring high-level decision-making and leadership. | Comprises sub-major groups such as chief executives (11), production and specialized services managers (12-14), and administrative managers (15); includes 13 minor groups and approximately 31 unit groups focused on managerial tasks across sectors. | 4 (primarily); 3 (some sub-groups, e.g., production managers)[5] |
| 2 | Professionals | Jobs demanding advanced theoretical knowledge acquired through prolonged tertiary education, applied in fields like science, engineering, health, teaching, law, and arts via complex problem-solving and judgment. | Encompasses sub-major groups including science and engineering professionals (21), health professionals (22), teaching professionals (23), business professionals (24), and legal, social and cultural professionals (26); aggregates 27 minor groups and about 92 unit groups emphasizing intellectual tasks. According to ISCO-08, teaching professionals (sub-major group 23) include university and higher education teachers (professors, lecturers); vocational education teachers; secondary education teachers; primary and pre-primary education teachers; and other teaching professionals (special education teachers). According to ISCO-08, knowledge-intensive health professionals (sub-major group 22) include doctors (internal medicine, surgery, specialists); nursing and midwifery professionals (advanced nurses, midwives); traditional and complementary medicine practitioners; paramedical practitioners (optometrists, physiotherapists); veterinarians; and other health professionals (dentists, pharmacists). Knowledge-intensive legal, social, and cultural professionals (sub-major group 26) include legal professionals (lawyers, judges, prosecutors); librarians, archivists, curators; social, religious, and related professionals (sociologists, psychologists, social workers); authors, journalists, linguists (professional writers, editors, translators); and creative and performing artists (advanced designers, directors, musicians limited to highly intellectual creation).[1][13] | 4[5] |
| 3 | Technicians and associate professionals | Technical and related occupations requiring practical knowledge and skills from post-secondary technical or vocational programs, supporting professionals through applied tasks in science, engineering, health, and services. | Includes sub-major groups like science and engineering associate professionals (31) and health associate professionals (32); features 20 minor groups and roughly 84 unit groups centered on supportive technical duties. | 3[5][14] |
| 4 | Clerical support workers | Routine administrative roles involving recording, organizing, storing, computing, and retrieving information using clerical tools or electronic equipment. | Covers sub-major groups such as general and keyboard clerks (41-42); consists of 8 minor groups and about 29 unit groups focused on office support functions. | 2[5] |
| 5 | Service and sales workers | Personal service provision (e.g., care, protection) and sales of goods/services directly to clients, often involving customer interaction and basic sales techniques. | Incorporates sub-major groups like personal care workers (51) and sales workers (52-53); includes 13 minor groups and approximately 40 unit groups emphasizing interpersonal and commercial tasks. | 2[5] |
| 6 | Skilled agricultural, forestry and fishery workers | Manual skilled work in crop/plant growing, animal breeding, forestry operations, and fish capture/processing, utilizing hand tools, machinery, or biological/chemical agents. | Features sub-major groups such as market-oriented skilled agricultural workers (61) and forestry workers (62); comprises 9 minor groups and about 18 unit groups tied to primary production sectors. | 3[5][8] |
| 7 | Craft and related trades workers | Occupations extracting raw materials, making, building, repairing, or maintaining products/structures via manual dexterity and hand/power tools in trades like construction, metalworking, and food processing. | Encompasses sub-major groups including building and related trades (71) and metal, machinery, and related trades (72); aggregates 14 minor groups and roughly 66 unit groups based on craft-specific skills. | 2[5] |
| 8 | Plant and machine operators, and assemblers | Operating/monitoring industrial equipment, machinery, or vehicles, and assembling products from components in manufacturing or transport settings. | Includes sub-major groups like stationary plant operators (81), assemblers (82), and drivers (83); consists of 14 minor groups and about 40 unit groups focused on machine-based production. | 2[5] |
| 9 | Elementary occupations | Simple, routine physical or manual tasks with minimal skill requirements, such as cleaning, laboring, or basic material handling, often using basic hand tools. | Covers sub-major groups like cleaners and helpers (91) and laborers (93); features 11 minor groups and approximately 33 unit groups involving low-complexity work. | 1[5] |
| 10 | Armed forces occupations | Military-specific roles under armed forces discipline, including commissioned officers, non-commissioned officers, and other ranks performing combat, security, or support duties. | Comprises sub-major groups for commissioned (10-1), non-commissioned (10-2), and other ranks (10-3); includes 3 minor groups and 3 unit groups spanning hierarchical military functions. | 1–4 (varying by rank and role)[5][14] |
Integration of Skill Levels and Task Specializations
ISCO-08 classifies occupations hierarchically by integrating skill levels—defined as the complexity and range of tasks and duties undertaken, typically corresponding to levels of formal education and training—with skill specializations, which encompass the field of knowledge applied, tools and equipment used, materials worked upon, and goods or services produced.[2] Skill levels range from 1 (elementary tasks requiring at most primary education, such as basic manual labor) to 4 (complex problem-solving and decision-making needing tertiary education, like professional research or management).[2] This integration ensures that occupations within the same group share not only comparable skill requirements but also similarities in task performance, facilitating homogeneous groupings for statistical analysis.[5] In the classification framework, major groups (one-digit codes) are primarily delineated by skill level, with eight of the ten groups aligning to a single level—for instance, Major Group 2 (professionals) at skill level 4 and Major Group 9 (elementary occupations) at level 1—while skill specialization refines distinctions at sub-major (two-digit), minor (three-digit), and unit (four-digit) levels.[2] Task specializations determine intra-level groupings by focusing on the substantive duties performed; for example, within skill level 3, craft workers like carpenters (unit group 7115, specializing in wood materials and construction tools) are separated from blacksmiths (unit group 7125, focusing on metal forging).[2] This dual criterion prioritizes job content over national variations in qualifications, as tasks and duties serve as the empirical anchor for assignment, ensuring international comparability.[5] The integration accommodates exceptions, such as managers (Major Group 1) spanning skill levels 3 and 4 based on task complexity in policy formulation or organizational oversight, and allows for polyhierarchical flexibility where occupations share specializations across levels, like health professionals (skill level 4, sub-major group 22) versus associate health professionals (level 3, sub-major group 32), differentiated by duties such as advanced diagnosis versus routine care delivery.[2] Empirical assessment of tasks—e.g., operating complex machinery for level 2 or conducting technical tests for level 3—guides coding, with skill specialization ensuring that fields like information technology or agriculture form coherent sub-groups regardless of minor national adaptations.[5] This approach, adopted by the International Labour Organization in 2008 following the 19th International Conference of Labour Statisticians, supports labor market analysis by linking observable job tasks to measurable skill profiles.[1]Application Methodology
Collecting and Coding Occupational Data
Collecting occupational data for ISCO-08 classification begins with survey or census instruments designed to capture the essential elements of a job, defined as the set of tasks and duties performed by one person.[1] Data collection typically employs open-ended questions to elicit detailed responses on job titles and main tasks, such as the ILO's model labor force survey question: "What kind of work does (the person) do?" followed by probes for specific duties and industry context to distinguish ambiguous titles like "consultant."[2] Pre-coded questions may supplement this in contexts with established national lists, but open-ended formats are preferred to accommodate diverse job descriptions and ensure compatibility with ISCO-08's task-based grouping.[2] Interviewers receive training to record responses verbatim, avoiding vague qualifiers (e.g., "senior" or gender-specific terms unless task-relevant) and seeking clarification on activities to enable precise coding.[2] Coding assigns ISCO-08 codes by matching reported tasks to the classification's hierarchical structure, prioritizing the unit group (4-digit) level where information suffices, with less detailed codes (e.g., using trailing zeros) for incomplete descriptions.[1] The process relies on a national coding index that links local occupational titles to ISCO-08 categories, developed through adaptation of the international index, incorporation of national terminology, translation, and validation against survey data or expert input.[2] Steps include: (1) initial matching via keyword search or structured lookup; (2) resolution of ambiguities using task descriptions and industry details; (3) application of decision rules to ignore irrelevant modifiers; and (4) residual coding for uncategorizable cases.[2] Automated tools or assisted coding software may support large-scale operations, but manual review ensures accuracy for complex cases.[2] Quality assurance integrates throughout, with pilot testing of questions, coder training using examples, sample recoding for consistency checks, and iterative index updates based on error analysis from real data.[2] Implementation planning spans at least 12 months, aligning with survey cycles and involving stakeholder consultation to reflect national labor market realities while maintaining international comparability.[2] This methodology supports reliable occupational statistics for labor market analysis, emphasizing empirical task similarity over formal titles.[1]Survey Response Handling and Code Assignment
In labour force surveys and similar data collections utilizing ISCO-08, respondents provide occupational information primarily through open-ended questions eliciting job titles and descriptions of main tasks and duties, often in separate fields to capture sufficient detail for accurate classification.[2] The International Labour Organization recommends phrasing such as "What kind of work does [name] do?" to focus on job content rather than qualifications or employment status, with interviewers trained to probe vague responses (e.g., specifying tasks beyond generic titles like "civil servant").[2] [15] Pre-collection testing of questions ensures responses align with national contexts and ISCO-08 categories, minimizing ambiguity and enabling coding to the four-digit unit group level where possible.[2] Handling survey responses begins with data cleaning, including correction of misspellings (e.g., interpreting "Duck fixer" as "duct fixer") and standardization of terms, followed by verification against supplementary variables like sector or employment status to contextualize titles.[2] [15] Responses are then processed via manual, semi-automated, or fully automated methods; for instance, tools like CASCOT International apply dictionaries and rules to auto-code 35-45% of cases to ISCO-08, flagging low-confidence matches (e.g., scores below a threshold) for manual review.[15] Prioritization favors task descriptions over titles alone for vague or composite terms (e.g., "director-general"), with precedence rules applied to cross-category jobs or apprenticeships to classify based on predominant duties.[2] Code assignment relies on the ISCO-08 coding index, which maps thousands of occupational titles to unit groups via keyword searches or natural-language matching, cross-referenced with group definitions from Volume 1 to confirm skill levels and task alignments.[16] [2] Coders, trained on standardized instructions, assign codes starting from the most detailed feasible level, using residual categories (e.g., "Managers, not further defined" as 1000) or trailing zeros for insufficient detail, while excluding irrelevant qualifiers like "senior" unless tasks warrant a higher skill level.[2] [16] National adaptations extend the index with local titles, often adding a fifth digit for granularity, and correspondence tables link to legacy systems like ISCO-88.[2] Ambiguities or "uncodes" trigger query resolution procedures, where supervisors or experts consult the full index, task details, or stakeholder validation to resolve disputes, avoiding classification by qualifications (e.g., education) which may distort international comparability.[2] [15] Quality control incorporates double-coding samples, inter-coder reliability metrics (e.g., Cohen's kappa), and periodic recoding of outputs to detect errors, with indexes updated dynamically from unresolved queries and emerging occupations identified in ongoing surveys.[2] [15] This process ensures high fidelity to ISCO-08's task-based framework, supporting reliable aggregation for global labour statistics.[1]Pre-Coded versus Open-Ended Question Strategies
In occupational data collection for surveys and censuses aligned with ISCO-08, two primary question strategies are employed: pre-coded (closed-ended) questions, where respondents select from predefined occupational categories or lists, and open-ended questions, where respondents provide free-text descriptions of their job titles and tasks. Pre-coded approaches typically draw from aggregated ISCO-08 major or sub-major groups to create manageable selection options, reducing respondent burden and enabling real-time or automated coding during data capture. However, the International Labour Organization (ILO) generally discourages their use due to inherent limitations in capturing the nuanced tasks and skill levels central to ISCO-08's task-based classification, which can result in misclassification rates exceeding 20% in complex labor markets.[2] Open-ended strategies, by contrast, elicit detailed verbal responses—such as job titles, main duties, and tools used—allowing for subsequent manual or computer-assisted coding to ISCO-08's four-digit unit groups via national coding indexes that map local terminology to the international structure. This method supports the ILO's model questionnaire, which prompts for "What kind of work does [name] do in [his/her] main job?" followed by fields for occupation title and primary tasks, ensuring responses distinguish between similar roles like managerial versus operative functions in Major Group 1. Advantages include higher fidelity to ISCO-08's emphasis on predominant tasks and skill specialization, with pilot tests showing improved codability when probes clarify vague answers like "manager" by specifying supervised personnel or decision-making scope.[2][17] Yet, open-ended responses introduce challenges, including inconsistent detail (e.g., 10-15% vague or insufficient in household surveys), necessitating expert coders and quality controls like dual-coding verification to achieve inter-coder reliability above 90%.[18] Empirical comparisons reveal trade-offs in accuracy and efficiency: pre-coded lists, while facilitating faster processing and lower non-response rates (under 5% versus 8-10% for open-ended), often aggregate ISCO-08's 436 unit groups into broader categories, forfeiting granularity for roles in emerging sectors like digital services, where task evolution outpaces list updates. Open-ended coding, though resource-intensive—requiring indexes with thousands of entries reflecting national dialects and informal jobs—enables retrospective adjustments and better international comparability, as evidenced by labor force surveys in over 100 countries mapping responses to ISCO-08 for cross-border analysis. The ILO advises hybrid approaches in resource-constrained settings, such as initial open-ended capture with pre-coded verification prompts, but prioritizes open-ended for maximal alignment with ISCO-08's causal focus on job tasks over titles alone.[2][19][15]ISCO-08 Skill Model
Defining Skill Levels Empirically
In ISCO-08, skill levels are defined primarily through empirical evaluation of the complexity and range of tasks and duties inherent to an occupation, prioritizing observable job requirements over formal qualifications alone. This approach operationalizes skill as the ability to perform specific work functions, assessed via analysis of job descriptions, labor surveys, and occupational data to capture real-world demands such as problem-solving, autonomy, and use of tools or methods.[20][1] Formal education and training serve as secondary indicators, mapped to International Standard Classification of Education (ISCED) levels, but only insofar as they align with task proficiency; discrepancies arise when national education systems vary, underscoring the task-centric criterion to ensure cross-country applicability.[21] The four skill levels (1 through 4) form a hierarchical scale, with each level corresponding to progressively demanding task profiles derived from aggregated occupational evidence. Level assignment occurs at the major group level in the classification, where expert review of unit group tasks confirms uniformity within groups, drawing on empirical inputs like national coding tests and international comparability studies conducted during ISCO-08's development from 2000 to 2008.[20] This method avoids over-reliance on self-reported education, which can inflate or deflate perceived skills due to access disparities, instead grounding definitions in verifiable duties to promote causal accuracy in linking skills to productivity outcomes.[21]| Skill Level | Task Complexity and Range | Typical Education/Training Indicators | Example Responsibilities |
|---|---|---|---|
| 1 | Simple, routine physical/manual or clerical tasks with limited judgment; basic operation of equipment under direct supervision.[20] | Primary education (ISCED Level 1) or less; minimal on-the-job training (days to months).[21] | None; close oversight required, e.g., cleaners or laborers.[20] |
| 2 | Diverse practical tasks requiring competence, some autonomy, and operation of machinery; moderate judgment in routine contexts.[20] | Secondary education (ISCED Levels 2-3); vocational training or experience under 2 years.[21] | Limited, e.g., clerical support or craft trades like bus drivers.[20] |
| 3 | Varied technical tasks with independent decision-making, problem-solving, and specialized knowledge application.[20] | Post-secondary or short-cycle tertiary (ISCED Levels 4-5); 2-5 years experience or long-term training.[21] | Moderate, e.g., supervising staff or ensuring safety in technician roles.[20] |
| 4 | Highly complex tasks involving advanced analysis, creativity, and strategic judgment; broad knowledge integration.[20] | Advanced tertiary (ISCED Levels 6-8); 5+ years experience or postgraduate specialization.[21] | Significant, e.g., enterprise management or professional expertise like engineering.[20] |
Linking Skills to Education, Training, and Job Tasks
In the ISCO-08 skill model, skill levels are defined as a function of the complexity and range of tasks and duties performed in an occupation, with education and training serving as key empirical indicators of the required proficiency to execute those tasks competently.[1] This approach prioritizes observable job requirements over individual qualifications held, ensuring classification reflects the inherent demands of the work rather than credentials alone.[22] Formal education levels are mapped to the International Standard Classification of Education (ISCED-97), while training encompasses formal vocational programs, on-the-job instruction, and practical experience, typically measured in duration and depth to match task complexity.[1][22] The four skill levels provide a hierarchical framework for this linkage:- Skill Level 1 involves simple and routine physical or manual tasks performed under close supervision, requiring minimal judgment or autonomy, such as basic cleaning or material handling; it typically demands primary education (ISCED-97 Level 1) or lower secondary (Level 2), supplemented by short-term on-the-job training lasting weeks and little to no prior experience.[22]
- Skill Level 2 encompasses diverse tasks needing practical skills, some independence, and routine problem-solving, like operating equipment or basic record-keeping; it aligns with secondary education (ISCED-97 Levels 2-3), vocational training of 1-2 years, and 1-3 years of experience.[22]
- Skill Level 3 requires complex technical tasks with significant judgment and specialized knowledge, such as skilled trades or technical supervision; it corresponds to post-secondary non-tertiary education (ISCED-97 Level 4) or short-cycle tertiary (Level 5), plus specialized training and 3-5 years of experience.[22]
- Skill Level 4 demands advanced analysis, creativity, and strategic decision-making in unpredictable settings, like research or high-level management; it necessitates tertiary education (ISCED-97 Level 5A or higher, e.g., university degrees), extensive specialized training, and over 5 years of experience.[22]
