Gini Loh System Tools

AI Automation Index

Will AI Replace Recycling Coordinators?

Task-level automation exposure for Recycling Coordinators: 23 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

47% weighted task index

23 of 23 tasks scored

Median Salary

$62,840 / year

BLS OEWS, May 2025 — 53-1040 group row

Employment Level

Very High

633,400 people hold this job — size, not growth

Projection

Not projected

BLS's 2025–35 matrix has no equivalent code for this occupation — mostly military branches, which it does not project.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 47%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 8%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 61%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 11%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 10/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

23 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 39%

9 tasks

Medium exposure (≥ 35%) 22%

6 tasks

Low exposure (below 35%) 40%

8 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#17888 · Core · 22% automatable

Oversee recycling pick-up or drop-off programs to ensure compliance with community ordinances.

physical manipulation — Material handling direction is on-floor supervision

Direct material handling or moving activities.
#17907 · Core · 82% automatable

Maintain logs of recycling materials received or shipped to processing companies.

text generation — Log delivery details into structured records

Record details of deliveries or shipments.
#17889 · Core · 22% automatable

Supervise recycling technicians, community service workers, or other recycling operations employees or volunteers.

physical manipulation — Material handling direction is on-floor supervision

Direct material handling or moving activities.
#17910 · Core · 80% automatable

Review customer requests for service to determine service needs and deploy appropriate resources to provide service.

information retrieval — Review customer records and summarize

Review customer information.
#17909 · Core · 30% automatable

Provide training to recycling technicians or community service workers on topics such as safety, solid waste processing, or general recycling operations.

interpersonal — Hands-on transport equipment training is physical and human

Train transportation or material moving personnel.
#17905 · Core · 55% automatable

Identify or investigate new opportunities for materials to be collected and recycled.

decision support — Program design aided; community rollout is human

Plan implementation or promotion of recycling programs.
#17890 · Supplemental · 25% automatable

Assign truck drivers or recycling technicians to routes.

situated mobility — Transport direction needs real-time operational control

Direct passenger or freight transport activities.
#17893 · Supplemental · 60% automatable

Create or manage recycling operations budgets.

decision support — Operational planning drafted; execution accountability human

Plan work operations.
#17908 · Supplemental · 82% automatable

Prepare bills of lading, statements of shipping records, or customer receipts related to recycling or hazardous material services.

text generation — Log delivery details into structured records

Record details of deliveries or shipments.
#17906 · Supplemental · 22% automatable

Inspect physical condition of recycling or hazardous waste facility for compliance with safety, quality, and service standards.

visual inspection — On-site standards inspection needs physical presence

Inspect facilities to ensure compliance with safety, quality, or service standards.
#17899 · Supplemental · 35% automatable

Negotiate contracts with waste management or other firms.

interpersonal — Logistics contract negotiation needs mandate

Negotiate contracts for transportation, distribution, or logistics services.
#17892 · Supplemental · 25% automatable

Coordinate shipments of recycling materials with shipping brokers or processing companies.

situated mobility — Transport direction needs real-time operational control

Direct passenger or freight transport activities.
#17901 · Supplemental · 18% automatable

Operate recycling processing equipment, such as sorters, balers, crushers, and granulators to sort and process materials.

physical manipulation — Physical operation of packing/material processing machinery

Operate packing or other material processing equipment.
#17900 · Supplemental · 5% automatable

Operate fork lifts, skid loaders, or trucks to move or store recyclable materials.

physical manipulation — Hands-on vehicle and equipment operation

Operate vehicles or material-moving equipment.
#17904 · Supplemental · 72% automatable

Schedule movement of recycling materials into and out of storage areas.

decision support — Algorithmic scheduling with human oversight of constraints

Schedule operational activities.
#17902 · Supplemental · 55% automatable

Oversee campaigns to promote recycling or waste reduction programs in communities or private companies.

decision support — Program design aided; community rollout is human

Plan implementation or promotion of recycling programs.
#17891 · Supplemental · 72% automatable

Coordinate recycling collection schedules to optimize service and efficiency.

decision support — Algorithmic scheduling with human oversight of constraints

Schedule operational activities.
#17895 · Supplemental · 59% automatable

Develop community or corporate recycling plans and goals to minimize waste and conform to resource constraints.

text generation — Program plans drafted; stakeholder buy-in human

Develop program goals or plans. Plan implementation or promotion of recycling programs.
#17903 · Supplemental · 55% automatable

Prepare grant applications to fund recycling programs or program enhancements.

decision support — Program design aided; community rollout is human

Plan implementation or promotion of recycling programs.
#17897 · Supplemental · 35% automatable

Investigate violations of solid waste or recycling ordinances.

decision support — AI aids analysis, investigation is human-led

Investigate crimes committed within organizations.
#17896 · Supplemental · 62% automatable

Implement grant-funded projects, monitoring and reporting progress in accordance with sponsoring agency requirements.

text generation — Program plans drafted; stakeholder buy-in human

Develop program goals or plans.
#17898 · Supplemental · 62% automatable

Make presentations to educate the public on how to recycle or on the environmental advantages of recycling.

information retrieval — AI explains policies; human handles live questions

Explain regulations, policies, or procedures.
#17894 · Supplemental · 62% automatable

Design community solid and hazardous waste management programs.

text generation — Program plans drafted; stakeholder buy-in human

Develop program goals or plans.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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