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Industrial Ecologists vs Brownfield Redevelopment Specialists and Site Managers

Side-by-side · O*NET · BLS · AI-exposure research · Anthropic Economic Index

A factual, source-backed comparison of Industrial Ecologists and Brownfield Redevelopment Specialists and Site Managers on the dimensions both occupations carry. Every figure is a position within an independent published dataset — not a verdict on which job is better, safer, or more “future-proof.”

Industrial Ecologists Brownfield Redevelopment Specialists and Site Managers
Median pay · BLS OEWS
$80,060
$136,550
Employment · BLS OEWS
84,930
630,980
AI exposure (percentile) · task overlap, not automation
60th pct
49th pct

At a glance

Dimension Industrial Ecologists Brownfield Redevelopment Specialists and Site Managers
Median pay $80,060 $136,550
Employment 84,930 630,980
Employment outlook (2024–34) · BLS projection About average (+4.4%) About average (+4.5%)
Annual openings · BLS projection 8,500 106,700
Typical education · O*NET Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree). Most of these occupations require a four-year bachelor's degree, but some do not.
AI exposure · published exposure studies Moderate · 60th pct Moderate · 49th pct
Global GenAI gradient · ILO ISCO-08 · via crosswalk 74th pct · 38% of tasks 68th pct · 37% of tasks
Observed AI use · Anthropic Economic Index Augmentation-leaning (49.1%) —
Mostly remote-capable · Dingel–Neiman Yes Yes

Pay and employment are BLS OEWS estimates; outlook and openings are BLS 2024–2034 projections; AI exposure and observed-use figures come from separate research and reflect exposure and usage, not predictions that either job will disappear. Compare like with like.

Skills

Shared: Mathematics, Reading Comprehension, Deductive Reasoning, Inductive Reasoning, Engineering and Technology, Active Listening, Writing, Speaking, Written Expression, Critical Thinking, Oral Expression, Problem Sensitivity, Complex Problem Solving, Judgment and Decision Making, Systems Analysis, Oral Comprehension, Written Comprehension, Information Ordering, Near Vision, Speech Clarity, Active Learning, Mathematical Reasoning, Speech Recognition, Chemistry, Category Flexibility, Mathematics, Systems Evaluation, Fluency of Ideas, English Language, Biology, Monitoring, Social Perceptiveness.

Specific to Industrial Ecologists

  • Science
  • Originality
  • Computers and Electronics
  • Physics
  • Flexibility of Closure
  • Production and Processing
  • Design
  • Learning Strategies

Specific to Brownfield Redevelopment Specialists and Site Managers

  • Coordination
  • Customer and Personal Service
  • Law and Government
  • Administration and Management
  • Negotiation
  • Time Management
  • Persuasion
  • Management of Financial Resources

Knowledge, skills & abilities O*NET rates as important for each occupation. “Shared” are common to both; the columns list what is distinctive to each (top by the order O*NET surfaces).

Tools & technology

Shared: Spreadsheet software , Document management software , Project management software , Computer aided design CAD software , Object or component oriented development software , Geographic information system , Operating system software , Data base user interface and query software , Office suite software , Presentation software , Development environment software , Customer relationship management CRM software , Enterprise resource planning ERP software , Analytical or scientific software , Electronic mail software .

Specific to Industrial Ecologists

Specific to Brownfield Redevelopment Specialists and Site Managers

Full profiles

This page is a summary. See the complete source-backed profile for Industrial Ecologists or Brownfield Redevelopment Specialists and Site Managers — tasks, the full skill graph, tools, work context, preparation, wages by percentile, industries, AI exposure and the AI work map.

More comparisons

Related occupations you can place side by side on the same sourced scale.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

Data compiled June 2, 2026. Figures are estimates, not advice.

Cite this page
Plain

Singulariki. "Industrial Ecologists vs Brownfield Redevelopment Specialists and Site Managers." Singulariki: a source-backed encyclopedia of work. Built from O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026. https://singulariki.com/compare/industrial-ecologists-vs-brownfield-redevelopment-specialists-and-site-managers

APA

Singulariki. (2026). Industrial Ecologists vs Brownfield Redevelopment Specialists and Site Managers. Singulariki: a source-backed encyclopedia of work. Retrieved June 7, 2026, from https://singulariki.com/compare/industrial-ecologists-vs-brownfield-redevelopment-specialists-and-site-managers

BibTeX 
@misc{singulariki-industrial-ecologists-vs-brownfield-redevelopment-specialists-and-site-managers,
  title  = {Industrial Ecologists vs Brownfield Redevelopment Specialists and Site Managers},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130; AI Occupational Exposure (AIOE) Felten, Raj & Seamans; ILO / Gmyrek et al. GenAI exposure gradient 2025; IBS O*NET-SOC ↔ ISCO-08 occupation crosswalk 2022; Frey & Osborne (2013) frey-osborne-automation; Dingel & Neiman (2020) dingel-neiman-workathome. Accessed June 7, 2026},
  url    = {https://singulariki.com/compare/industrial-ecologists-vs-brownfield-redevelopment-specialists-and-site-managers}
}

Citations name the underlying public dataset releases — they reflect what this page is built from, not just the URL.