Refuse sorters
In the ILO's assessment few of the job's tasks can be done by generative AI, or the scores are too spread out to reach gradient 1 — generative AI does not meaningfully take over the core of the work.
Exposure is not job loss: it shows how much of the work generative AI could do today. Whether that turns into transformation, productivity gains or cuts depends on employers, regulation — and on you.
0 = today’s generative AI cannot perform any of the job’s tasks, 100 = it could do all of them fully. The pale band is the spread across tasks.
Work out your own score ↓What can you do?
🤖 Written with AIThis text was written by artificial intelligence from the data points shown; it is built on verified figures but may contain mistakes.· 13/10/2026How is it made?
Exposure score 18/100 indicates limited AI impact. Demand remains positive: the broader group is projected to grow 11.4% by 2035, alongside substantial replacement demand.
What changes
- Digital tools may support pricing and selling reusable materials.
- AI could assist identifying items suitable for repair or reuse.
- Vision systems may help classify recyclable materials by type.
What stays human
- Safe physical collection across varied and hazardous environments.
- Hands-on handling, sorting and placement of irregular waste.
- Contextual judgment about contamination, damage and reuse potential.
What to learn
- Learn digital resale platforms and basic recyclable-material pricing.
- Build expertise in hazardous-waste recognition and safe handling.
- Develop repairability assessment and material-identification skills.
Task by task
The ILO scored every task of the occupation separately, as the average of two AI models (GPT-4o and Gemini). The pale band is the range between the two models' scores, the dot the ILO's final score (for a few tasks expert review placed it outside the band).
- Selling recyclable or reusable materials.41
- Identifying and setting aside items of furniture, equipment, machinery or components that are suitable for repair or re-use16
- Sorting cardboard, paper, glass, plastic, aluminium or other recyclable materials by type15
- Placing recyclable items and materials in designated compartments and containers for storage or transportation15
- Searching through refuse and collecting items for recycling from dump sites, domestic, commercial and industrial premises or from public places such as streets14
- Transporting recyclable items by hand or using non-motorized vehicles9
How much does it affect you?
Every job is different: mark which of these tasks you do and how much, and we'll compute your own, time-weighted score.
For each task: I don't do it · sometimes · most of my job.
- Selling recyclable or reusable materials.(41)
- Identifying and setting aside items of furniture, equipment, machinery or components that are suitable for repair or re-use(16)
- Sorting cardboard, paper, glass, plastic, aluminium or other recyclable materials by type(15)
- Placing recyclable items and materials in designated compartments and containers for storage or transportation(15)
- Searching through refuse and collecting items for recycling from dump sites, domestic, commercial and industrial premises or from public places such as streets(14)
- Transporting recyclable items by hand or using non-motorized vehicles(9)
You are exactly at the occupation average. (The occupation's score: 18.)
About 0% of your working time goes to highly exposed tasks (score ≥ 50).
- • Selling recyclable or reusable materials.
- • Identifying and setting aside items of furniture, equipment, machinery or components that are suitable for repair or re-use
- • Transporting recyclable items by hand or using non-motorized vehicles
- • Searching through refuse and collecting items for recycling from dump sites, domestic, commercial and industrial premises or from public places such as streets
An estimate from the ILO task scores. Everything is computed in your browser — nothing is sent or stored.
How many people work in this occupational group?
Share of the Refuse workers and other elementary workers group in total employment, by country (Eurostat, ISCO 2-digit — 4-digit breakdowns are not public by country).
Table view
| Country | Refuse workers and other elementary workers |
|---|---|
| Estonia | 2.7% · 19 thousand · 2025 |
| Bulgaria | 2.5% · 73 thousand · 2025 |
| Latvia | 2.1% · 19 thousand · 2025 |
| Italy | 2.1% · 505 thousand · 2025 |
| Lithuania | 1.8% · 27 thousand · 2025 |
| Malta | 1.8% · 6 thousand · 2025 |
| Slovenia | 1.7% · 17 thousand · 2025 |
| Denmark | 1.5% · 45 thousand · 2025 |
| Romania | 1.4% · 110 thousand · 2025 |
| Portugal | 1.3% · 67 thousand · 2025 |
| Greece | 1.2% · 50 thousand · 2025 |
| Hungary | 1.1% · 51 thousand · 2025 |
| United Kingdom | 1.0% · 334 thousand · 2025 |
| Ireland | 1.0% · 27 thousand · 2025 |
| Slovakia | 0.9% · 23 thousand · 2025 |
| Cyprus | 0.9% · 4 thousand · 2025 |
| Spain | 0.8% · 184 thousand · 2025 |
| Belgium | 0.8% · 40 thousand · 2025 |
| France | 0.7% · 207 thousand · 2025 |
| Croatia | 0.6% · 11 thousand · 2025 |
| Czechia | 0.6% · 32 thousand · 2025 |
| Poland | 0.5% · 93 thousand · 2025 |
| Germany | 0.5% · 229 thousand · 2025 |
| Iceland | 0.5% · 1 thousand · 2025 |
| Austria | 0.5% · 21 thousand · 2025 |
| Finland | 0.4% · 11 thousand · 2025 |
| Norway | 0.4% · 12 thousand · 2025 |
| Sweden | 0.4% · 22 thousand · 2025 |
| Netherlands | 0.3% · 34 thousand · 2025 |
| Switzerland | 0.3% · 13 thousand · 2025 |
What do they earn?
Mean gross monthly earnings in the major occupational group (Elementary occupations). Eurostat's earnings survey only publishes pay by occupation at 1 digit, so this is the job's broader group. Enterprises with 10+ employees, 2022.
By country, at purchasing power parity (PPS/month), so countries with different price levels can be compared.
- Switzerland3,328
- Denmark2,741
- Iceland2,731
- Norway2,674
- Belgium2,613
- Ireland2,273
- Luxembourg2,269
- Sweden2,059
- Austria1,998
- Finland1,979
- Germany1,973
- Italy1,928
- France1,870
- EU271,835
- Netherlands1,710
- Spain1,658
- Slovenia1,626
- Malta1,498
- Poland1,413
- Greece1,378
- Lithuania1,349
- Cyprus1,331
- Romania1,288
- Croatia1,241
- Czechia1,218
- Estonia1,181
- Slovakia1,165
- Latvia1,119
- Portugal1,102
- Hungary1,057
- Bulgaria844
Source: Eurostat Structure of Earnings Survey (earn_ses22_21), every four years. The United Kingdom is not covered by the survey.
Outlook to 2035
Employment in the Refuse workers and other elementary workers group according to Cedefop's 2026 forecast.
thousand · Cedefop Skills Forecast 2026 · 2026–2035: projection
Replacement demand is the jobs left by people retiring or changing careers — even a shrinking occupation can have many openings.
Related occupations
Sources: ILO WP140 (2025) · Eurostat lfsa_egai2d · Cedefop Skills Forecast 2026 · WEF Future of Jobs 2025 · ESCO. The exposure score measures how much of an occupation's tasks generative AI could perform — not whether the job disappears. For information only, not career advice. How do we calculate this?