103 lines
3.7 KiB
Markdown
103 lines
3.7 KiB
Markdown
# Market evidence report — university-teaching-assistant
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Source: **34 real job ads** (JSearch API, countries: us 20, gb 14), extracted into the MSSQL evidence store; as of 2026-07-20.
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This report contains extracted, aggregated facts only — no ad text is
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reproduced (copyright / platform terms).
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## Seniority distribution
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| Seniority | Ads | Share |
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|---|---|---|
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| junior | 19 | 56 % |
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| n/a | 12 | 35 % |
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| mid | 3 | 9 % |
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## Tools — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | Canvas | 5 | 15 % |
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| 2 | Moodle | 3 | 9 % |
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## Hard skills — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | grading | 9 | 26 % |
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| 2 | teaching | 7 | 21 % |
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| 3 | student supervision | 5 | 15 % |
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| 4 | assessment | 4 | 12 % |
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| 5 | course administration | 4 | 12 % |
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| 6 | student support | 4 | 12 % |
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| 7 | assignment grading | 3 | 9 % |
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| 8 | data analysis | 3 | 9 % |
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| 9 | engineering principles | 3 | 9 % |
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| 10 | lecture preparation | 3 | 9 % |
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## Methods — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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## Responsibilities — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | feedback provision | 4 | 12 % |
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| 2 | office hour management | 4 | 12 % |
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| 3 | assessment process participation | 3 | 9 % |
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| 4 | assignment grading | 3 | 9 % |
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| 5 | learning material development | 3 | 9 % |
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| 6 | record maintenance | 3 | 9 % |
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| 7 | student assistance | 3 | 9 % |
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| 8 | teaching delivery | 3 | 9 % |
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## Regional breakdown
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> **Corpus note:** 34 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
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### US (us)
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**Insufficient evidence** — 20 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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### UK (gb)
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**Insufficient evidence** — 14 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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### EU/DACH (de, at, ch, nl)
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**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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## Job title variants in the market
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| Title | Ads |
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|---|---|
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| Teaching Assistant | 4 |
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| Graduate Teaching Assistant - School of Law | 2 |
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| Graduate Teaching Assistant (Student) | 2 |
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| WAU Student - Teaching Assistants - Biology & Chemistry Department | 2 |
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| Graduate Teaching Assistant – Urban Studies & Social Policy | 1 |
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| Graduate Teaching Assistant / Teaching Fellow Law | 1 |
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| Graduate Teaching Asst (Work-Study) | 1 |
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| Lab Teaching Assistant - Part-Time | 1 |
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| Part-Time Research & Teaching Assistant | 1 |
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| Part-Time Summer Civics Institute Residential Teaching Assistant | 1 |
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| Part-Time Teaching Assistant, Summer BIO-102 | 1 |
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| Post Graduate Teaching Assistant | 1 |
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| Postgraduate Teaching Assistant | 1 |
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| Postgraduate Teaching Assistants (Part-time,, Fixed term, Multiple positions) | 1 |
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| Remote Teaching Assistant & Grader, Biomedical Engineering | 1 |
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| Remote Teaching Assistant for EEI: Online Engineering Innovation | 1 |
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| Remote Teaching Assistant, Sustainable Energy Engineering | 1 |
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| Student Math Teaching Assistant | 1 |
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| Summer Civics Institute Residential Teaching Assistant (Student) | 1 |
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| Teaching Assistant - English Department | 1 |
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| Teaching Assistant - Mellon College of Science - Mathematical Sciences | 1 |
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| Teaching Assistant - SEE | 1 |
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| Teaching Assistant - SEE - In Person (Sustainable Energy Engineering) | 1 |
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| Teaching Assistant (temporary)- Department of Microbiology and Immunology | 1 |
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| Teaching Assistant for (Student) | 1 |
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Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
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