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Industrial Ecologists

SOC 19-2041.03Job Zone 5 · Extensive Preparationv.26.05

Context coveredThis framework covers industrial ecology practice from entry-level research support through executive scientific leadership, spanning environmental impact assessment, material and substance flow analysis, closed-loop system design, sustainability reporting, and multi-stakeholder policy engagement across manufacturing, government, and consulting environments.

Sources:O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.SkillsCrosswalkSkillsCrosswalk — O*NET enrichment + adjacency index. Opens in new tab.
Emerging
Entry / Apprentice
  1. Environmental impacts of industrial products and systems — identify and document under faculty or senior scientist guidance using established classification frameworks.
  2. Material flow analysis techniques — apply foundational MFA methods to defined system boundaries under direct supervision in a laboratory or academic research setting.
  3. Peer-reviewed research literature in industrial ecology, chemistry, and public policy — review and summarize to support team knowledge management activities.
  4. Technical environmental data — collect, organize, and enter into database management systems following established protocols on research projects.
  5. Linear open-loop industrial process diagrams — interpret and annotate to flag waste stream outputs under the direction of a project lead.
  6. Environmental sustainability concepts — apply introductory systems thinking frameworks to case studies in academic or entry-level consulting environments.
  7. Basic analytical or scientific software tools — operate to run pre-configured models and generate preliminary outputs under supervision.
  8. Waste management practices and sustainable alternatives — research and compile structured literature reviews supporting senior analysts on client projects.
  9. Draft sections of technical reports and environmental impact summaries — prepare in accordance with organizational templates for review by senior staff.
  10. Complex environmental systems — observe and describe component interactions using deductive reasoning under guidance in multi-disciplinary project teams.
Developing
Mid-level / Established
  1. Environmental impacts caused by products, manufacturing systems, or infrastructure projects — assess independently using established impact assessment methodologies in consulting or government agency settings.
  2. Substance flow analysis — execute end-to-end SFA studies for defined industrial sectors, interpreting results and flagging data uncertainties with limited oversight.
  3. Strategies to minimize environmental impact of industrial production — identify and evaluate feasibility using comparative life-cycle frameworks on client-facing assignments.
  4. Research literature spanning physical science, technology, economics, and policy — critically synthesize across disciplines to inform project recommendations with reduced supervisory review.
  5. CAD and process modeling software — use to redesign industrial flowcharts that convert linear waste streams into candidate closed-loop configurations.
  6. Environmental performance improvements in industrial systems — analyze proposed changes for unintended negative consequences using systems analysis methods in mid-scale projects.
  7. Technical and environmental impact reports — draft and revise to professional publication standards for industry, regulatory, and public stakeholder audiences.
  8. Environmental sustainability assessments — coordinate data collection across internal and external teams, ensuring methodological consistency across project phases.
  9. Analytical or scientific software platforms — configure and run scenario analyses, comparing industrial ecology indicators across alternative production pathways.
  10. Oral and written findings from environmental studies — communicate to mixed audiences of engineers, policymakers, and community representatives with appropriate technical calibration.
Proficient
Senior / Expert IC
  1. Full-scope environmental impact identification for complex multi-product industrial systems — conduct autonomously, integrating physical, chemical, and socioeconomic dimensions across entire value chains.
  2. Material flow and substance flow analysis frameworks — design and execute for novel industrial sectors, resolving methodological ambiguities and validating models against empirical data.
  3. Cyclical closed-loop industrial systems — architect from first principles, transforming open-loop production networks so waste outputs function as inputs, modeling documented natural ecosystem analogies.
  4. Non-routine unintended consequences in proposed system-change scenarios — diagnose and quantify using advanced systems evaluation and inductive reasoning across complex socio-technical environments.
  5. Sustainable alternatives to entrenched industrial and waste-management practices — develop, evaluate trade-offs, and recommend implementation pathways grounded in current scientific and regulatory evidence.
  6. Cross-disciplinary knowledge in industrial ecology, engineering, biology, and policy — integrate continuously through active learning to keep analytical models current with emerging science and technology.
  7. Comprehensive environmental sustainability assessments — lead from scope definition through final deliverable, applying MFA and SFA with full methodological transparency for regulatory or investment-grade submissions.
  8. Advanced analytical and scientific software environments — customize modeling architectures, validate assumptions, and troubleshoot anomalous outputs on high-stakes industrial transformation projects.
  9. Peer-reviewed articles and authoritative technical reports — produce independently, communicating original findings on industrial ecology topics to scientific, industry, and government audiences.
  10. Multi-stakeholder environmental performance improvement programs — manage technical scope, resolve conflicting data interpretations, and ensure scientifically defensible conclusions across organizational boundaries.
Advanced
Lead / Principal / Executive
  1. Organization-wide industrial ecology strategy — define and champion, setting research priorities and embedding circular-economy principles across enterprise-level product and process portfolios.
  2. Novel methodological frameworks for environmental sustainability assessment — develop and publish, advancing disciplinary standards adopted by peer institutions, regulatory bodies, and international organizations.
  3. Cross-sector closed-loop industrial symbiosis networks — design at regional or national scale, negotiating material exchange agreements and aligning stakeholder incentives to achieve systemic waste elimination.
  4. Junior and mid-career industrial ecologists — mentor and develop, designing training curricula, supervising graduate-level research, and building organizational capability in MFA, SFA, and systems modeling.
  5. High-consequence environmental impact evaluation for transformative infrastructure or technology investments — lead, providing authoritative scientific judgment that informs executive and governmental decision-making.
  6. Strategic research agendas bridging industrial ecology, public policy, and emerging technology — author and present to legislative bodies, international commissions, and C-suite leadership to shape regulatory and investment direction.
  7. Enterprise-scale deployment of analytical and scientific software platforms — govern, setting data standards, approving model architectures, and ensuring computational outputs meet organizational and regulatory quality thresholds.
  8. Complex organizational or societal trade-offs between economic productivity and environmental performance — arbitrate using advanced systems analysis, providing defensible recommendations under conditions of scientific uncertainty.
  9. Multi-institutional research consortia on industrial sustainability — lead, securing competitive funding, coordinating cross-disciplinary teams, and translating scientific outcomes into scalable industrial and policy applications.
  10. Organizational learning systems for industrial ecology practice — architect, institutionalizing active learning mechanisms that ensure teams continuously integrate advances in chemistry, biology, engineering, and environmental policy.

AI-at-Work Competency Framework

Sources:Anthropic Economic IndexAnthropic Economic Index — release_2026_03_24. Opens in new tab.Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab.WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab.
Subscriber feature

Authoritative source data identified for 998 occupations

How a worker at each mastery level uses, directs, and evaluates AI tools in this occupation. Each statement cites its evidence inline; click a citation chip to verify the source.

Emerging
  1. Environmental literature triage — uses an AI assistant to retrieve and summarize published studies on industrial impacts and sustainability standards, accelerating initial evidence gathering before applying professional judgment to assess relevance Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
Developing
  1. Material flow data structuring — directs an AI tool to organize and pre-process input/output inventory data for material flow analysis (MFA) or substance flow analysis (SFA) tasks, then validates outputs against mass-balance principles before interpretation WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
Proficient
  1. Systems impact screening — delegates first-pass identification of environmental impact pathways in complex industrial systems to an AI assistant, then critically evaluates the results against domain knowledge to catch unintended consequences the model may overlook Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  2. Sustainability strategy synthesis — instructs an AI tool to aggregate and compare documented sustainable alternatives to industrial or waste-management practices across multiple sectors, then exercises expert judgment to select and adapt strategies to site-specific constraints WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
Advanced
  1. Integrated assessment orchestration — coordinates AI-assisted analysis across the full industrial ecology workflow—literature review, MFA/SFA data processing, impact identification, and strategy evaluation—while retaining authorship of interpretive conclusions and stakeholder-facing recommendations Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab. WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab..
  2. Unintended-consequence auditing — designs structured AI-assisted scenario analyses to stress-test proposed system changes for second-order environmental effects, establishing verification protocols that ensure the AI's outputs meet rigorous scientific and regulatory standards Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab..
Evidence pack
SAFI positioning
Top skill: Reading Comprehension
Score: 45.5 / 100
Quadrant: Q2_ai_augmented
precision: exact
WEF cluster
Data Science and Analysis
data_science_and_analysis
Sources:Jadhav & Danve, 2026Skill Automation Feasibility Index — Jadhav & Danve, 2026 (arXiv:2604.06906). Opens in new tab.WEF Skills TaxonomyWEF Skills Taxonomy 2021 — Building a Common Language for Skills at Work. Opens in new tab.

Pathsmith Durable Skills Framework

Sources:Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Subscriber feature

Ten durable-skill domains mapped to four proficiency/role levels for each occupation. Each statement is aligned to the Pathsmith taxonomy, derived from trusted grounding data and mapped to occupation-specific O*NET tasks and skills.

1Communication11 statements
Emerging
  1. Environmental impact summary — drafts basic descriptions of industrial system inputs and outputs for internal review audiences Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Technical vocabulary — applies standard industrial ecology terminology in written reports and team discussions with guidance Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Stakeholder translation — converts material flow analysis findings into accessible language for non-technical government or industry audiences Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Research synthesis writing — compiles literature reviews on industrial ecology topics into structured summaries with clear attribution and logical flow Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Oral presentation — presents sustainability assessment results to cross-functional project teams using data visualization tools and structured narratives Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Environmental impact reporting — prepares comprehensive technical reports documenting life cycle assessment or substance flow analysis findings for regulatory and industry audiences Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cross-sector briefing — communicates closed-loop system redesign proposals to audiences spanning engineering, policy, and public stakeholders with tailored framing for each group Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Active listening in field consultation — elicits operational details from facility managers and process engineers to accurately characterize material and energy flows Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Public policy communication — authors white papers and public-facing reports translating complex industrial ecology research into actionable policy recommendations for government bodies Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Strategic narrative leadership — shapes organizational messaging around environmental performance improvement initiatives, aligning technical findings with corporate sustainability commitments Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Peer knowledge dissemination — presents original industrial ecology research at professional conferences and in peer-reviewed publications, advancing field-wide discourse Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
2Leadership10 statements
Emerging
  1. Project task ownership — takes responsibility for discrete components of environmental sustainability assessments under senior ecologist supervision Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Initiative in literature review — proactively identifies emerging topics in industrial ecology research literature and flags relevant findings to project teams Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Assessment team coordination — organizes data collection workflows across interdisciplinary team members during material flow analysis projects Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Recommendation advocacy — champions evidence-based sustainable alternatives to waste management practices in internal project review meetings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Project direction — leads end-to-end environmental impact identification studies, coordinating chemistry, engineering, and policy specialists toward integrated deliverables Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Stakeholder engagement leadership — drives consensus among industry, government, and community stakeholders on environmental performance improvement strategies Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Mentorship of junior analysts — guides early-career industrial ecologists through MFA and SFA methodologies and critical interpretation of system outputs Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Organizational sustainability strategy — leads enterprise-level redesign of linear production systems into closed-loop models, directing multidisciplinary teams through complex transformation initiatives Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Field influence — shapes research agendas and methodological standards within the industrial ecology profession through advisory roles, editorial work, or interagency collaboration Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Cross-industry coalition building — establishes partnerships across competing industrial sectors to develop shared circular economy infrastructure and waste-to-input exchange networks Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
3Metacognition9 statements
Emerging
  1. Learning gap identification — recognizes limitations in personal understanding of chemistry or engineering principles affecting environmental impact assessments and seeks targeted resources Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Task monitoring — tracks own progress through structured phases of environmental data collection and adjusts pace to meet project milestones Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Analytical strategy reflection — evaluates choice of MFA versus SFA methodology for a given system boundary and articulates rationale for the selection Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Knowledge updating — monitors personal comprehension of evolving regulatory frameworks and physical science developments through deliberate literature review habits Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Assumption auditing — systematically examines own analytical assumptions embedded in life cycle boundary definitions and documents uncertainty for peer review Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cognitive load management — structures complex systems analysis tasks into sequential sub-problems to maintain analytical accuracy across large-scale industrial ecology projects Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Feedback integration — revises environmental impact models and interpretive frameworks based on critical review from peers, clients, and subject matter experts Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Epistemic humility in novel systems — explicitly maps the boundaries of current industrial ecology knowledge when analyzing emerging technologies and communicates uncertainty to decision-makers Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Metacognitive mentorship — coaches junior ecologists to recognize and articulate their own analytical blind spots during systems redesign projects, building reflective practice across teams Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
4Critical Thinking11 statements
Emerging
  1. Evidence evaluation — assesses credibility and relevance of environmental data sources used in introductory sustainability assessments Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Causal reasoning — identifies direct relationships between industrial process inputs and downstream environmental impacts using structured analytical frameworks Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Assumption identification — surfaces implicit system boundary assumptions in MFA studies and evaluates their effect on assessment conclusions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Unintended consequence analysis — examines proposed process modifications for secondary environmental effects before recommending implementation Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Multi-criteria evaluation — compares sustainable waste management alternatives across environmental, economic, and technical criteria to form evidence-based recommendations O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Systems consequence mapping — analyzes closed-loop redesign proposals to trace cascading material and energy effects across interconnected industrial subsystems Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Judgment under uncertainty — renders defensible environmental impact determinations when data are incomplete, documenting analytical confidence levels explicitly Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Cross-disciplinary synthesis — integrates findings from chemistry, physics, engineering, and public policy literature to form holistic assessments of industrial ecological performance Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Systemic risk identification — constructs novel analytical frameworks that detect emergent environmental risks arising from complex industrial symbiosis networks not captured by standard assessment methods Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Paradigm critique — critically evaluates prevailing industrial ecology methodologies for structural limitations and proposes refined approaches grounded in empirical evidence Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Policy inference — derives specific regulatory and market-based intervention recommendations from quantitative substance flow data, bridging technical analysis and governance decision-making Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
5Collaboration9 statements
Emerging
  1. Interdisciplinary data sharing — contributes environmental measurement data to shared project repositories and participates constructively in team review sessions Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Perspective solicitation — invites input from engineers and chemists on process parameters affecting environmental impact calculations during joint project scoping Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Cross-functional team participation — collaborates with process engineers and environmental compliance specialists to characterize industrial material flows accurately Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Conflict navigation — reconciles differing interpretations of environmental impact data between technical and policy team members using evidence-based facilitation Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Industry-government collaboration — works jointly with regulatory agency staff and facility operators to design environmental performance improvement strategies acceptable to all parties Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Research consortium contribution — coordinates data collection and methodology alignment across multiple organizations participating in regional industrial symbiosis assessments Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Diverse perspective integration — synthesizes ecological, economic, and social inputs from multidisciplinary stakeholders into unified environmental sustainability recommendations Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Symbiosis network facilitation — orchestrates collaboration among competing industrial actors to establish material and energy exchange agreements that convert one firm's waste into another's production input Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Interagency partnership architecture — designs formal collaboration structures between industry associations, research institutions, and government agencies to advance circular economy implementation at regional scale Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
6Character9 statements
Emerging
  1. Data integrity — records environmental measurement data accurately and flags discrepancies rather than adjusting figures to match expected outcomes Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Professional commitment — meets project deadlines for sustainability assessment components and communicates proactively when obstacles arise Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Ethical impact reporting — presents environmental impact findings without minimizing adverse results to satisfy client or organizational preferences Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Accountability in analysis — acknowledges methodological limitations in MFA or SFA outputs when presenting findings to internal and external stakeholders Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Scientific integrity under pressure — maintains objective environmental impact conclusions when organizational or commercial interests conflict with empirical findings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Transparent uncertainty communication — discloses data gaps and confidence intervals in environmental impact reports rather than projecting false precision to decision-makers Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Equitable stakeholder treatment — applies consistent analytical rigor and ethical standards when assessing environmental impacts affecting both powerful industrial clients and vulnerable communities Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Ethical standard setting — establishes professional norms for conflict-of-interest management and data transparency within industrial ecology research teams and professional associations Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Environmental justice advocacy — integrates equity considerations into industrial ecology assessments, ensuring disproportionate community burdens are documented and surfaced to policymakers Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
7Creativity9 statements
Emerging
  1. Alternative solution generation — brainstorms multiple candidate sustainable alternatives to a single industrial waste management practice before converging on a recommendation Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Analogical reasoning — draws parallels between natural ecosystem nutrient cycles and industrial material flows to generate novel closed-loop system concepts Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Process reimagination — proposes non-incremental redesigns of linear production systems by treating all waste streams as candidate inputs for adjacent industrial processes Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Cross-sector waste pairing — identifies creative material exchange opportunities between industries not previously considered as symbiotic partners Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Closed-loop system design — engineers cyclical industrial process architectures that eliminate net waste outputs by redirecting all material streams into productive use within the system Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Novel assessment methodology — adapts existing MFA or SFA frameworks to analyze emerging technology systems for which no established assessment protocol exists Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Visualization innovation — develops original data representations of complex material and energy flows that make industrial ecology findings accessible to non-specialist audiences Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Industrial symbiosis architecture — conceives and designs multi-actor industrial ecosystems that generate systemic environmental benefits exceeding the sum of individual firm improvements Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Methodological invention — creates new analytical tools or computational models for quantifying environmental impacts of complex sociotechnical systems not adequately addressed by existing methods Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
8Growth Mindset9 statements
Emerging
  1. Literature engagement — reads current industrial ecology and physical science publications to expand technical knowledge beyond initial training Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Feedback receptivity — incorporates supervisor critique of environmental impact analysis methodology without defensiveness and applies corrections to subsequent work Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Skill stretch — voluntarily pursues competence in adjacent technical domains such as life cycle assessment software or geographic information systems to strengthen environmental analysis capability Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Setback reframing — treats failed closed-loop system redesign proposals as diagnostic data that refines understanding of industrial system constraints Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Applying
  1. Continuous methodology updating — integrates new MFA and SFA techniques from peer-reviewed literature into active project workflows, retiring outdated analytical approaches Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Challenge seeking — pursues complex industrial ecology assignments involving novel material systems or regulatory contexts as deliberate opportunities for capability development Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Peer critique utilization — actively solicits technical review of environmental impact reports from domain experts and uses resulting feedback to improve both the current document and future analytical practice Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Exceeding
  1. Field learning leadership — establishes structured knowledge-sharing mechanisms such as journal clubs or methodology workshops that institutionalize continuous learning across industrial ecology teams Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Paradigm openness — engages critically and constructively with challenges to established industrial ecology frameworks, updating own conceptual models when new evidence warrants Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
9Mindfulness9 statements
Emerging
  1. Attention management — maintains focused analytical concentration during lengthy environmental data review tasks by using structured work intervals and deliberate breaks Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Emotional awareness — recognizes personal reactions to contentious environmental impact findings and separates emotional response from analytical judgment before reporting Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Developing
  1. Intentional system scoping — pauses before defining MFA study boundaries to deliberately consider whether scope choices will capture all material environmental consequences Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Stakeholder presence — gives full attention to facility operators and community representatives during site consultations, avoiding premature analytical conclusions that block new information Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Cognitive debiasing — applies deliberate mental checks before finalizing environmental impact assessments to detect confirmation bias in data selection and interpretation Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Regulated engagement in conflict — maintains composed, evidence-focused communication during high-stakes stakeholder disputes over environmental performance findings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  3. Purposeful literature review — approaches research synthesis with structured attention to knowledge gaps rather than confirmatory reading of familiar sources Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Systemic attentiveness — sustains broad situational awareness across interconnected industrial, ecological, and policy dimensions of long-duration sustainability projects, detecting weak signals of emergent environmental risk Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Mindful leadership modeling — demonstrates and teaches regulated attention and emotional management practices to industrial ecology teams navigating politically charged environmental assessment contexts Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
10Fortitude9 statements
Emerging
  1. Persistence through complexity — continues systematic material flow data collection through iterative dead ends without abandoning the analytical effort Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Uncertainty tolerance — proceeds with structured environmental impact analysis despite incomplete industrial process data, documenting assumptions rather than halting progress Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Developing
  1. Sustained engagement — maintains analytical rigor through extended multi-month environmental sustainability assessment projects without degradation in output quality Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Resistance to pressure — upholds scientifically grounded environmental impact conclusions when clients or supervisors express preference for more favorable findings Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Applying
  1. Long-arc project resilience — sustains productive effort through multi-year industrial symbiosis development initiatives that encounter repeated technical, regulatory, and stakeholder obstacles Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
  2. Adversarial context navigation — advances environmental impact identification work in organizational environments resistant to sustainability change, adapting tactics without abandoning scientific integrity Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  3. Courage in adverse reporting — delivers unfavorable environmental performance findings to powerful industrial or government clients without softening conclusions to protect relationships Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
Exceeding
  1. Systemic change perseverance — drives fundamental redesign of entrenched linear industrial systems over long time horizons, maintaining strategic commitment through repeated setbacks and stakeholder opposition Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab. O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
  2. Resilience mentorship — develops fortitude in junior industrial ecologists by normalizing the long iterative cycles of systems analysis and celebrating persistence as a professional competency Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.
Sources:Pathsmith Durable SkillsPathsmith Durable Skills Framework — America Succeeds + CompTIA. Opens in new tab.O*NET v30.2O*NET Resource Center — Occupational Information Network, v30.2 (Sept 2025). Opens in new tab.
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Source anchors that ground each statement

Related titles
Aquatic Ecologist · Eco-Industrial Development Consultant · Ecological Professional · Ecologist · Environmental Business Development Associate · Environmental Consultant · Environmental Protection Activist · Environmental Protection Agency Counselor · Environmental Protection Specialist · Forest Ecologist · Industrial Ecologist · Industrial Green Systems Designer
RAPIDS apprenticeships
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O*NET skills
Reading ComprehensionActive ListeningWritingSpeakingCritical ThinkingComplex Problem SolvingJudgment and Decision MakingSystems AnalysisScienceActive LearningSystems EvaluationMathematicsMonitoringSocial PerceptivenessLearning StrategiesPersuasionInstructingTime ManagementManagement of Personnel ResourcesCoordination
Knowledge domains
MathematicsEngineering and TechnologyChemistryComputers and ElectronicsPhysicsEnglish LanguageProduction and ProcessingDesignBiology
Abilities
Deductive ReasoningInductive ReasoningWritten ExpressionProblem SensitivityOral ExpressionOral ComprehensionNear VisionWritten ComprehensionInformation OrderingSpeech Clarity
Work styles
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Technology
Document management softwareGraphics or photo imaging softwareData base management system softwareProject management softwareComputer aided design CAD softwareObject or component oriented development softwareProgram testing softwareAnalytical or scientific softwareElectronic mail softwareEnterprise resource planning ERP software
Tasks · seed anchors for statements
  1. Identify environmental impacts caused by products, systems, or projects.
  2. Identify or develop strategies or methods to minimize the environmental impact of industrial production processes.
  3. Analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences.
  4. Conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.
  5. Identify sustainable alternatives to industrial or waste-management practices.
  6. Review research literature to maintain knowledge on topics related to industrial ecology, such as physical science, technology, economy, and public policy.
  7. Redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.
  8. Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.
CIP education codes
03.010303.010426.100426.100526.100630.320130.330130.410130.440140.050951.2202

Sources: O*NET v30.2 (CC BY 4.0), SkillsCrosswalk.com, LER.me, Anthropic Economic Index, SAFI (Jadhav & Danve, 2026), WEF Skills Taxonomy 2021, Pathsmith Durable Skills Framework. © 2026 EBSCOed.