AI dataset: finding the ESCO occupation of a job title

60 dialogues with ESCO occupations in context: the model gives the occupation and its code, asks for a detail or declines.

Preview

First 20 of 60 rows.

Identifier

contextetech--assistant-esco-occupation

File

assistant-esco-occupation.jsonl

Format

JSON Lines (application/jsonl)

Size

54,007 bytes (52.7 KB)

Encoding

UTF-8

Estimated tokens

≈ 14,721

Commercial use

Allowed

Personal data

None

Published on

October 13, 2026 at 10:37 AM

Updated on

October 16, 2026 at 11:19 PM

Storage

in database

Estimated cost

Input per pass

≈ 12,182

Output (expected answers)

≈ 2,538

Input + expected answers. Providers' public standard prices (Mistral AI, DeepSeek, OpenAI, Anthropic) converted from USD to euros at the ECB rate, checked on October 13, 2026. Batch: Batch API (OpenAI, Anthropic, Mistral) or off-peak hours (DeepSeek). Estimate: 1 token ≈ 3.6 characters.

Fine-tuning (LoRA on a rented GPU)

Tokens per training epoch

≈ 14,720

For 3 epochs

≈ 44,160

A small dataset trains in a few minutes: 1 hour billed at minimum. APIs publish no usable training price (OpenAI is closing fine-tuning to new customers, Mistral quotes on request): the estimate uses GPU rental, prices excluding VAT as of October 13, 2026.

assistant-esco-occupation.jsonl

{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 9312.1.5 – road sign installer\n- 2413.1.2 – investment analyst\n- 3115.1.15 – pneumatic engineering technician\n- 3341.5 – data entry supervisor\n- 3324.4.27 – wholesale merchant in perfume and cosmetics\n- 2431.12 – membership manager\n\nJob title: “What is the average salary of a web developer?”"}, {"role": "assistant", "content": "This information is not in the ESCO classification, which describes occupations and their skills but gives no salaries, contracts or training lengths: I cannot answer from this source.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 2144.1.2.1 – agricultural equipment design engineer\n- 2144.1.4 – container equipment design engineer\n- 2320.1.4 – auxiliary nursing and midwifery vocational teacher\n- 2144.1.5 – engine designer\n- 7112 – Bricklayers and related workers\n- 2144.1.9 – industrial tool design engineer\n\nJob title: “agricultural systems specialist”"}, {"role": "assistant", "content": "ESCO occupation 2144.1.2.1: agricultural equipment design engineer.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 4212.2 – bookmaker\n- 5132.1.2 – cocktail bartender\n- 4212 – Bookmakers, croupiers and related gaming workers\n- 4212.6 – lottery operator\n- 9411 – Fast food preparers\n- 4212.8 – race track operator\n\nJob title: “advanced tote operator”"}, {"role": "assistant", "content": "ESCO occupation 4212.8: race track operator.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 8156.1 – automated cutting machine operator\n- 5169.1 – club host/club hostess\n- 9612 – Refuse sorters\n- 9520 – Street vendors (excluding food)\n- 3324.4.21 – wholesale merchant in machine tools\n- 2165 – Cartographers and surveyors\n\nJob title: “street hawker”"}, {"role": "assistant", "content": "No occupation in the list matches this job title: I cannot give its ESCO code without the right line of the classification.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 3433.2 – big data archive librarian\n- 3433.1 – art handler\n- 3433.3 – taxidermist\n- 3433 – Gallery, museum and library technicians\n- 341 – Legal, social and religious associate professionals\n- 1213.3 – procurement department manager\n\nJob title: “computer tape librarian”"}, {"role": "assistant", "content": "ESCO occupation 3433.2: big data archive librarian.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 7322.10 – textile printer\n- 3112.1.6 – fire inspector\n- 7322.5 – offset printer\n- 7322.3 – gravure press operator\n- 2132.3 – aquaculture recirculation manager\n- 7322.2 – flexographic press operator\n\nJob title: “roller printer”"}, {"role": "assistant", "content": "ESCO occupation 7322.10: textile printer.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 6112.3 – hop farmer\n- 2651.8 – printmaker\n- 1342.1 – clinical informatics manager\n- 1342.2 – healthcare institution manager\n- 6223.2 – fisheries master\n- 1342 – Health services managers\n\nJob title: “clinical informatics supervisor”"}, {"role": "assistant", "content": "ESCO occupation 1342.1: clinical informatics manager.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 3332.2.1 – venue director\n- 3123.1.7 – crane crew supervisor\n- 3123.1.17 – plumbing supervisor\n- 3123.1.11 – electrical supervisor\n- 8171.3 – froth flotation deinking operator\n- 3123.1.15 – paperhanger supervisor\n\nJob title: “foreman electrician”"}, {"role": "assistant", "content": "ESCO occupation 3123.1.11: electrical supervisor.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 4212 – Bookmakers, croupiers and related gaming workers\n- 4212.5 – gaming dealer\n- 9211.2 – vineyard worker\n- 4212.4.1 – casino pit boss\n- 9334 – Shelf fillers\n- 4212.1 – bingo caller\n\nJob title: “advanced tote operator”"}, {"role": "assistant", "content": "No occupation in the list matches this job title: I cannot give its ESCO code without the right line of the classification.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 7312.6 – stringed musical instrument maker\n- 2310.1.30 – performing arts theatre instructor\n- 7312.3.2 – organ builder\n- 7312 – Musical instrument makers and tuners\n- 0210.4 – warfare specialist\n- 7312.3.3 – piano maker\n\nJob title: “keyboard musical instrument builder”"}, {"role": "assistant", "content": "No occupation in the list matches this job title: I cannot give its ESCO code without the right line of the classification.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 2310.1.24 – mathematics lecturer\n- 2141.9 – packaging production manager\n- 2141 – Industrial and production engineers\n- 2141.4 – industrial engineer\n- 7223.12 – metal planer operator\n- 2141.11 – textile technologist\n\nJob title: “textile engineer”"}, {"role": "assistant", "content": "ESCO occupation 2141.11: textile technologist.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 1349.18 – museum director\n- 3119.5 – food technician\n- 1349.8 – commercial art gallery manager\n- 1349.1 – airside safety manager\n- 3119.12 – photonics engineering technician\n- 1349.23 – translation agency manager\n\nJob title: “gallery manager”"}, {"role": "assistant", "content": "ESCO occupation 1349.8: commercial art gallery manager.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 7543.8 – product grader\n- 7543.10.1 – cigar inspector\n- 3435.12 – mask maker\n- 1321.2.1.1 – chemical production manager\n- 7543.6 – printed circuit board test technician\n- 7543.3 – battery test technician\n\nJob title: “battery diagnostic testing technician”"}, {"role": "assistant", "content": "ESCO occupation 7543.3: battery test technician.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 2634.2.2 – educational psychologist\n- 2114.1.9 – palaeontologist\n- 7531.5 – tailor\n- 2114.1.1 – environmental geologist\n- 2114.1.8 – oceanographer\n- 2114.1 – geologist\n\nJob title: “field geologist”"}, {"role": "assistant", "content": "ESCO occupation 2114.1: geologist.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 2163.1 – industrial designer\n- 2163.1.1 – automotive designer\n- 3331.2.1.10 – import export specialist in electrical household appliances\n- 2163.1.3 – fashion designer\n- 9212.1 – catcher\n- 2163.4 – textile product developer\n\nJob title: “truck designer”"}, {"role": "assistant", "content": "ESCO occupation 2163.1.1: automotive designer.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 1321.1 – green coffee coordinator\n- 1321.2.1.2 – clothing operations manager\n- 2432.8 – public affairs consultant\n- 1221.3.3 – promotion manager\n- 1321.3 – textile operations manager\n- 1321.2.1.5 – leather finishing operations manager\n\nJob title: “finishing manager”"}, {"role": "assistant", "content": "ESCO occupation 1321.2.1.5: leather finishing operations manager.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 2359.3 – admissions coordinator\n- 2359.13 – public speaking coach\n- 2359.11 – learning mentor\n- 5411.1.2 – marine firefighter\n- 2351.3 – education inspector\n- 2359.14 – tutor\n\nJob title: “university admissions coordinator”"}, {"role": "assistant", "content": "ESCO occupation 2359.3: admissions coordinator.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 2164 – Town and traffic planners\n- 8212.2.1 – control panel assembler\n- 2634.1 – polygraph examiner\n- 2634.2.3 – health psychologist\n- 2634 – Psychologists\n- 2634.2 – psychologist\n\nJob title: “specialist healthcare psychologist”"}, {"role": "assistant", "content": "ESCO occupation 2634.2.3: health psychologist.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 3423.2.2 – personal trainer\n- 3423.2 – fitness instructor\n- 7133.3 – chimney sweep\n- 3423.1.2 – outdoor animator\n- 3423.2.4 – sport therapist\n- 8160.4 – blanching operator\n\nJob title: “sport and exercise therapist”"}, {"role": "assistant", "content": "ESCO occupation 3423.2.4: sport therapist.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 2412.6.2 – investment fund management assistant\n- 7311 – Precision-instrument makers and repairers\n- 7311.4 – precision instrument assembler\n- 5322.1 – home care aide\n- 7311.6 – watch and clock repairer\n- 7311.3 – optical instrument repairer\n\nJob title: “watch and clock repairman”"}, {"role": "assistant", "content": "ESCO occupation 7311.6: watch and clock repairer.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 3353 – Government social benefits officials\n- 2422.1 – civil service administrative officer\n- 3353.2.1 – pensions administrator\n- 7543.8.3 – pulp grader\n- 2269.8 – radiographer\n- 3353.2 – social security officer\n\nJob title: “government administrative officer”"}, {"role": "assistant", "content": "Several ESCO occupations match “government administrative officer”: 3353.2 – social security officer; 2422.1 – civil service administrative officer. Which one best describes the job?\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 3257.4.1 – hazardous materials inspector\n- 6121.4 – pig breeder\n- 3257.5.1 – healthcare inspector\n- 3257.1 – environmental health inspector\n- 2519.7.4 – ICT system tester\n- 3257.7 – health and safety inspector\n\nJob title: “wage inspector”"}, {"role": "assistant", "content": "ESCO occupation 3257.7: health and safety inspector.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. Answer only from the ESCO occupations given in the message. If several occupations remain possible, ask which one fits the job. If none fits, say so without suggesting an occupation from memory. End by citing the source."}, {"role": "user", "content": "Occupations from the ESCO classification:\n- 3331.2.1.8 – import export specialist in computers, peripheral equipment and software\n- 7533.4 – made-up textile articles manufacturer\n- 3435.7 – dresser\n- 3435.2 – assistant video and motion picture director\n- 3435.18 – prop master/prop mistress\n- 3435.4 – automated fly bar operator\n\nJob title: “stage automation operator”"}, {"role": "assistant", "content": "ESCO occupation 3435.4: automated fly bar operator.\n\nSource: European ESCO classification v1.2 (European Commission
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