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How a sustainability specialist can use AI, task by task

O*NET 13-1199.05: Sustainability SpecialistsMedian pay $83,050/year (BLS, May 2025)14 tasksJob Zone 4: Considerable preparation

Address organizational sustainability issues, such as waste stream management, green building practices, and green procurement plans.

Your job title Type your own title and every prompt on this page updates to match. Also called: Campus Energy Coordinator, Energy and Sustainability Strategic Advisor, Sustainability Advisor, Sustainability Champion, Sustainability Consultant, Sustainability Coordinator, Sustainability Specialist, Sustainable Design Champion, Sustainable Design Consultant, Sustainable Design Coordinator.

Where AI fits in this job

AI-ready 25%AI-assist 75%Stays human 0%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 4 AI-ready, 10 AI-assist and 0 human-led tasks out of 14. This measures where AI can help, not whether the job will disappear.

Information & paperwork

Thinking & planning

People & communication

Leading & teaching

Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

Provide technical or administrative support for sustainability programs or issues.Explain it clearly · Weekly
Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.Crunch the numbers · Weekly
Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.Plan & schedule · Monthly

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

None of this job's listed tasks fall in this group.

Skills to build & where you could move ↓

AI can draft these 4

AI produces a usable first pass. You review it, fix it and own it.

Create or maintain plans or other documents related to sustainability projects.

Weekly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to create or maintain plans or other documents related to sustainability projects.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Process: [logistics, reverse logistics, carbon reduction]
Goals: [targets]

Document a procedure with steps and metrics. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Sustainable process documentation

Step 1Pick a real example: the next time you create or maintain plans or other documents (this week).

Step 2Fill in [Process] and [Goals] with the real details, then run the prompt.

Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.0/5 · core task · O*NET work activity: Develop sustainable business strategies or practices.. Also involves: Prepare financial documents..

Develop reports or presentations to communicate the effectiveness of sustainability initiatives.

Monthly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to develop reports or presentations to communicate the effectiveness of sustainability initiatives.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Operation: [production, claims, systems]
Data: [paste figures]

Draft a report with highlights, issues and actions. Show calculations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Operations report

Step 1Pick a real example: the next time you develop reports or presentations.

Step 2Fill in [Operation] and [Data] with the real details, then run the prompt.

Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.0/5 · core task · O*NET work activity: Prepare operational reports..

Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.

Monthly

AI generates ideas and first drafts to choose from.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 37% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI is a brainstorming partner and first-draft machine for copy, concepts and variations. Your taste and judgment pick the winner.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.

Context: We use Adobe Photoshop and Adobe Creative Cloud software; the work draws on building and construction, law and government and communications and media.
Purpose: [poster, newsletter, website section, ad]
Key message and audience: [describe]

Draft copy and a layout outline, plus 3 headline options. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Marketing materials

Step 1Pick a real example: the next time you create marketing or outreach media.

Step 2Fill in [Purpose] and [Key message and audience] with the real details, then run the prompt.

Step 3Choose a headline and edit the copy in your voice.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 3.4/5 · core task · O*NET work activity: Create marketing materials..

Write grant applications, rebate applications, or project proposals to secure funding for sustainability projects.

A few times a year

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to write grant applications, rebate applications, or project proposals to secure funding for sustainability projects.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Purpose: [funding, estimate]
Materials: [paste]

Draft the proposal package. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Proposal documents

Step 1Pick a real example: the next time you write grant applications, rebate applications and project proposals.

Step 2Fill in [Purpose] and [Materials] with the real details, then run the prompt.

Step 3Check every fact, name and number against your source before it goes anywhere. Recompute every total yourself.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 3.2/5 · core task · O*NET work activity: Prepare proposal documents..

AI can help you prep these 10

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Provide technical or administrative support for sustainability programs or issues.

Weekly

AI helps you prepare clearer wording and likely questions.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 25% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to provide technical or administrative support for sustainability programs or issues.

Context: The work draws on building and construction, law and government and communications and media.
Issue: [market, operations, policy]
Audience: [groups, dealers]

Write advice with reasons. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Business advice

Step 1Pick a real example: the next time you provide technical or administrative support (this week).

Step 2Fill in [Issue] and [Audience] with the real details, then run the prompt.

Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.0/5 · core task · O*NET work activity: Advise others on business or operational matters..

Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.

Weekly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.

Context: We use Tableau and Microsoft Power BI; the work draws on building and construction, law and government and communications and media.
Indicators: [quality, sustainability, business metrics]
Data: [paste recent values]

Summarize trends, flag metrics off target, and suggest a simple dashboard layout. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Indicator dashboard

Step 1Pick a real example: the next time you monitor or track sustainability indicators (this week).

Step 2Fill in [Indicators] and [Data] with the real details, then run the prompt.

Step 3Build the dashboard layout in your spreadsheet.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.2/5 · core task · O*NET work activity: Monitor business indicators..

Develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.

Monthly

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to develop sustainability project goals, objectives, initiatives, or strategies in collaboration with other sustainability professionals.

Context: I mainly work with clients and managers; we use Microsoft Project and SAP software.
Goal: [what a good outcome looks like]
People and resources: [who and what is available]
Constraints: [deadlines, budget, rules, hours]

Draft a plan to develop sustainability project goals, objectives and initiatives as a table with steps, owner, timing and what could go wrong. Then list the 3 decisions I need to make before this plan works.

10-minute exercise: Plan: sustainability project goals, objectives and initiatives

Step 1Pick the next real time you need to develop sustainability project goals, objectives and initiatives.

Step 2Fill in [Goal], [People and resources] and [Constraints] with the real details and run it.

Step 3Cross out anything that won't work on the ground, then put the plan into Microsoft Project or SAP software. Ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.4/5 · core task · O*NET work activity: Develop sustainable business strategies or practices..

Collect information about waste stream management or green building practices to inform decision makers.

Monthly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to collect information about waste stream management or green building practices to inform decision makers.

Context: We use Online database search and retrieval software and Life cycle assessment LCA software; the work draws on building and construction, law and government and communications and media.
Topic: [regulation, product impact, sustainable practice]
Why it matters to us: [decision or compliance need]

Give me a brief: current rules or standards, key facts, options, and sources to verify. Note what may have changed recently.

10-minute exercise: Environmental issues brief

Step 1Pick a real example: the next time you collect information about waste stream management or green building.

Step 2Fill in [Topic] and [Why it matters to us] with the real details, then run the prompt.

Step 3Confirm the rules against the agency's current site.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.0/5 · core task · O*NET work activity: Research issues related to the environment or sustainable business practices..

Assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance.

Monthly

AI gets you up to speed; confirm findings with records or people.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 62% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to assess or propose sustainability initiatives, considering factors such as cost effectiveness, technical feasibility, and acceptance.

Context: We use Online database search and retrieval software and Life cycle assessment LCA software; the work draws on building and construction, law and government and communications and media.
Option: [product, project, service]
Costs and benefits: [paste numbers]

Compare cost per benefit, payback and risks, with formulas and assumptions listed. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Cost-effectiveness check

Step 1Pick a real example: the next time you assess or propose sustainability initiatives.

Step 2Fill in [Option] and [Costs and benefits] with the real details, then run the prompt.

Step 3Recompute the key figure in a spreadsheet.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 4.1/5 · core task · O*NET work activity: Assess the cost effectiveness of products, projects, or services.. Also involves: Develop sustainable business strategies or practices..

Research or review regulatory, technical, or market issues related to sustainability.

Monthly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to research or review regulatory, technical, or market issues related to sustainability.

Context: We use Online database search and retrieval software and Life cycle assessment LCA software; the work draws on building and construction, law and government and communications and media.
Topic: [regulation, product impact, sustainable practice]
Why it matters to us: [decision or compliance need]

Give me a brief: current rules or standards, key facts, options, and sources to verify. Note what may have changed recently.

10-minute exercise: Environmental issues brief

Step 1Pick a real example: the next time you research or review regulatory and technical.

Step 2Fill in [Topic] and [Why it matters to us] with the real details, then run the prompt.

Step 3Confirm the rules against the agency's current site. Confirm the rules against the current official source.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 3.7/5 · core task · O*NET work activity: Research issues related to the environment or sustainable business practices..

Review and revise sustainability proposals or policies.

Monthly

AI drafts the structure and wording; the specifics and sign-off are yours.

Show prompt & steps

AI can draft the structure and standard wording. The specifics, the judgment calls and the sign-off are yours.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to review and revise sustainability proposals or policies.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Topic: [procurement, bids, spill prevention]
Requirements: [regulations, internal rules]

Draft guidelines with clear rules, examples and exceptions. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Guidelines draft

Step 1Pick a real example: the next time you review and revise sustainability proposals or policies.

Step 2Fill in [Topic] and [Requirements] with the real details, then run the prompt.

Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.0/5 · core task · O*NET work activity: Establish organizational guidelines or policies..

Identify or investigate violations of natural resources, waste management, recycling, or other environmental policies.

Monthly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to identify or investigate violations of natural resources, waste management, recycling, or other environmental policies.

Context: We use Online database search and retrieval software and Life cycle assessment LCA software; the work draws on building and construction, law and government and communications and media.
The matter: [claim, complaint or dispute, no names]
What I have so far: [documents, statements, facts]

Organize what I have into a timeline, list facts established vs disputed, identify gaps in evidence, and suggest next investigative steps. Point out legal issues I should confirm.

10-minute exercise: Organize an investigation

Step 1Pick a real example: the next time you identify or investigate violations of natural resources and waste management.

Step 2Fill in [The matter] and [What I have so far].

Step 3Use the gap list to pick your next step, and confirm every legal point with a real source.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.7/5 · core task · O*NET work activity: Investigate legal issues..

Identify or create new sustainability indicators.

A few times a year

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to identify or create new sustainability indicators.

Context: We use Online database search and retrieval software and Life cycle assessment LCA software; the work draws on building and construction, law and government and communications and media.
Topic: [regulation, product impact, sustainable practice]
Why it matters to us: [decision or compliance need]

Give me a brief: current rules or standards, key facts, options, and sources to verify. Note what may have changed recently.

10-minute exercise: Environmental issues brief

Step 1Pick a real example: the next time you identify or create new sustainability indicators.

Step 2Fill in [Topic] and [Why it matters to us] with the real details, then run the prompt.

Step 3Confirm the rules against the agency's current site.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.6/5 · core task · O*NET work activity: Research issues related to the environment or sustainable business practices..

Identify or procure needed resources to implement sustainability programs or projects.

A few times a year

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to identify or procure needed resources to implement sustainability programs or projects.

Context: We use SAP software and Inventory management systems.
Products: [farm products, merchandise]
Requirements: [quality, quantity]

Organize a purchase plan. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Purchasing products

Step 1Pick a real example: the next time you identify or procure needed resources.

Step 2Fill in [Products] and [Requirements] with the real details, then run the prompt.

Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 3.4/5 · core task · O*NET work activity: Purchase products or services.. Also involves: Obtain information about goods or services..

These stay human 0

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: every day · Contact with others: contact with others most of the time

None of this job's tasks are here.

Get the full prompt pack for Sustainability Specialists

Every task, prompt and 10-minute exercise on this page in one PDF, formatted to print or keep on your desktop. Free.

Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

Critical Thinkingimportance 3.9/5
Used in: Getting Information
Reading Comprehensionimportance 4.0/5
Used in: Getting Information
Active Listeningimportance 3.9/5
Used in: Getting Information
Monitoringimportance 3.5/5
Used in: Providing Consultation and Advice to Others

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Chief Sustainability Officers20% human-led · Needs more preparation · $213,990/yr · usually master's degree
Skills to build: Management of Personnel Resources, Time Management, Systems Analysis
Wind Energy Development Managers23% human-led · Same preparation · $141,900/yr · usually bachelor's degree
Skills to build: Management of Material Resources, Management of Financial Resources, Negotiation
Landscape Architects15% human-led · Same preparation · $79,870/yr · usually bachelor's degree
Skills to build: Operations Analysis, Time Management, Mathematics
Environmental Engineers24% human-led · Same preparation · $107,110/yr · usually bachelor's degree
Skills to build: Science, Mathematics, Time Management

New tasks appearing in this job

O*NET has started tracking 1 new or updated task here: 0 AI-ready, 1 AI-assist, 0 stays human. They have no worker ratings yet, so they aren't counted in the bar above.

Deliver sustainability training to employees.

New in O*NET

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as a sustainability specialist. Part of my job is to deliver sustainability training to employees.

Context: The work draws on building and construction, law and government and communications and media.
Learners: [my team: how experienced, how many]
Time available: [e.g. 30 minutes]
Goal: [what they should be able to do afterward]

Create a short session to deliver sustainability training: an outline with timings, 3 realistic practice scenarios from my work as a sustainability specialist, a 5-question check for understanding with answers, and a common-mistakes list.

10-minute exercise: 30-minute session: sustainability training

Step 1Pick the next real session where you deliver sustainability training. Leave out names and identifying details.

Step 2Fill in [Learners], [Time available] and [Goal] with the real group and run it.

Step 3Swap one AI scenario for a real story from your own work, then run the 5-question check with your learners.

Check that every procedure in the material matches your workplace's actual standards.

New O*NET task (08/2020). O*NET hasn't linked it to work activities yet, so it was labelled by hand.

Getting into this job

Bachelor's degree is most common (52% of workers)

Certificate or some college 4%
Bachelor's 57%
Graduate degree 39%

On-the-job training: 3–6 months
Related experience: 2–4 years
Professional certification: important (3.2/5)

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Adobe AcrobatAdobe Creative Cloud softwareAdobe IllustratorAdobe InDesignAdobe PhotoshopAutodesk AutoCADAutodesk AutoCAD Civil 3DAutodesk RevitBentley MicroStationExtensible markup language XMLGoogle AnalyticsJavaScript