How an industrial ecologist can use AI, task by task

I work as an industrial ecologist. Part of my job is to identify environmental impacts caused by products, systems, or projects.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to identify or develop strategies or methods to minimize the environmental impact of industrial production processes.

Context: We use Atlassian JIRA and SAP software; the work draws on engineering and technology, chemistry and physics.
Activity: [farming, production]
Impacts: [soil, environment]

Propose methods to reduce impact. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as an industrial ecologist. Part of my job is to analyze changes designed to improve the environmental performance of complex systems and avoid unintended negative consequences.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to identify sustainable alternatives to industrial or waste-management practices.

Context: We use SAS and The MathWorks MATLAB; the work draws on engineering and technology, chemistry and physics.
Practice: [current process]
Goals: [emissions, waste, compliance]

Compare sustainable alternatives with pros, cons and costs. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

I work as an industrial ecologist. Part of my job is to monitor the environmental impact of development activities, pollution, or land degradation.

Context: We use SAS and The MathWorks MATLAB; the work draws on engineering and technology, chemistry and physics.
Activity: [operation or development]
What could be affected: [land, wildlife, water]

Design a monitoring plan: indicators, methods, frequency, thresholds for action, and how to report. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to perform analyses to determine how human behavior can affect, and be affected by, changes in the environment.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to redesign linear, or open-loop, systems into cyclical, or closed-loop, systems so that waste products become inputs for new processes, modeling natural ecosystems.

Context: We use Atlassian JIRA and SAP software; the work draws on engineering and technology, chemistry and physics.
Activity: [farming, production]
Impacts: [soil, environment]

Propose methods to reduce impact. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as an industrial ecologist. Part of my job is to conduct environmental sustainability assessments, using material flow analysis (MFA) or substance flow analysis (SFA) techniques.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Initiative: [green space, restoration, conservation project]
What to measure: [biodiversity, water, carbon, use]

Suggest indicators, measurement methods, baseline data to find, and studies of similar initiatives. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to recommend methods to protect the environment or minimize environmental damage from industrial production practices.

Context: We use Microsoft Visual Studio; the work draws on engineering and technology, chemistry and physics.
Issue: [wildlife, management systems]
Audience: [agencies, landowners]

Explain recommendations and their basis. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

I work as an industrial ecologist. Part of my job is to translate the theories of industrial ecology into eco-industrial practices.

Context: We use Atlassian JIRA and SAP software; the work draws on engineering and technology, chemistry and physics.
Problem: [pollution, soil, climate]
Knowledge area: [agronomy, meteorology, ecology]

Propose evidence-based solutions with references to verify. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as an industrial ecologist. Part of my job is to build and maintain databases of information about energy alternatives, pollutants, natural environments, industrial processes, and other information related to ecological change.

Context: We use Microsoft Visual Studio and Python; the work draws on engineering and technology, chemistry and physics.
Data: [experiments, models, observations]
Uses: [queries, analysis, sharing]

Design a schema with tables, keys and metadata, and write creation scripts and example queries. Propose the approach first, then the code with comments and tests, and point out security risks.

I work as an industrial ecologist. Part of my job is to examine societal issues and their relationship with both technical systems and the environment.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Issue: [describe]
Why I need it: [policy, program, decision]

Give me key facts, competing views, data sources to verify, and research questions worth pursuing. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to identify or compare the component parts or relationships between the parts of industrial, social, and natural systems.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to plan or conduct field research on topics such as industrial production, industrial ecology, population ecology, and environmental production or sustainability.

Context: We use Atlassian JIRA and SAP software; the work draws on engineering and technology, chemistry and physics.
Site and question: [describe]
Methods: [surveys, sampling]

Draft the study plan. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as an industrial ecologist. Part of my job is to review industrial practices, such as the methods and materials used in construction or production, to identify potential liabilities and environmental hazards.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to develop alternative energy investment scenarios to compare economic and environmental costs and benefits.

Context: We use Atlassian JIRA and SAP software; the work draws on engineering and technology, chemistry and physics.
Resource or project: [range, environment, facility]
Objectives: [protect, improve, comply]

Draft standards or a project plan with specifications and metrics. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as an industrial ecologist. Part of my job is to evaluate the effectiveness of industrial ecology programs, using statistical analysis and applications.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to perform environmentally extended input-output (EE I-O) analyses.

Context: We use Economic Input-Output Life Cycle Assessment EIO-LCA and SAS; the work draws on engineering and technology, chemistry and physics.
Data: [paste meteorological, emissions, monitoring data]
Question: [what to predict or explain]

Analyze trends and give code or formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

I work as an industrial ecologist. Part of my job is to create complex and dynamic mathematical models of population, community, or ecological systems.

Context: We use SAS and The MathWorks MATLAB; the work draws on engineering and technology, chemistry and physics.
System: [climate, habitat]
Data: [GIS, observations]

Outline a model and code. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

I work as an industrial ecologist. Part of my job is to plan or conduct studies of the ecological implications of historic or projected changes in industrial processes or development.

Context: We use Atlassian JIRA and SAP software; the work draws on engineering and technology, chemistry and physics.
Site and question: [describe]
Methods: [surveys, sampling]

Draft the study plan. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as an industrial ecologist. Part of my job is to apply new or existing research about natural ecosystems to understand economic and industrial systems in the context of the environment.

Context: We use Atlassian JIRA and SAP software; the work draws on engineering and technology, chemistry and physics.
Problem: [pollution, soil, climate]
Knowledge area: [agronomy, meteorology, ecology]

Propose evidence-based solutions with references to verify. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as an industrial ecologist. Part of my job is to research sources of pollution to determine environmental impact or to develop methods of pollution abatement or control.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to forecast future status or condition of ecosystems, based on changing industrial practices or environmental conditions.

Context: We use SAS and The MathWorks MATLAB; the work draws on engineering and technology, chemistry and physics.
System: [climate, habitat]
Data: [GIS, observations]

Outline a model and code. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

I work as an industrial ecologist. Part of my job is to investigate the impact of changed land management or land use practices on ecosystems.

Context: We use SAS and The MathWorks MATLAB; the work draws on engineering and technology, chemistry and physics.
Policy or practice: [regulation, land-use change]
Area: [ecosystems, region]

Summarize likely environmental impacts, evidence for each, and data to collect. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to promote use of environmental management systems (EMS) to reduce waste or to improve environmentally sound use of natural resources.

Context: We use Salesforce software; the work draws on engineering and technology, chemistry and physics.
Initiative: [describe]
Audience: [groups, government]

Draft a pitch and responses to objections. Keep claims honest, list likely objections with responses, and role-play the other side so I can practice.

I work as an industrial ecologist. Part of my job is to provide industrial managers with technical materials on environmental issues, regulatory guidelines, or compliance actions.

Context: We use Adobe Acrobat and Microsoft SharePoint.
Matter: [order, decree, guidance]
Technical facts: [paste]

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

I work as an industrial ecologist. Part of my job is to research environmental effects of land and water use to determine methods of improving environmental conditions or increasing outputs, such as crop yields.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to conduct applied research on the effects of industrial processes on the protection, restoration, inventory, monitoring, or reintroduction of species to the natural environment.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to develop or test protocols to monitor ecosystem components and ecological processes.

Context: We use Atlassian JIRA and SAP software; the work draws on engineering and technology, chemistry and physics.
Resource or project: [range, environment, facility]
Objectives: [protect, improve, comply]

Draft standards or a project plan with specifications and metrics. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as an industrial ecologist. Part of my job is to investigate accidents affecting the environment to assess ecological impact.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Activity and area: [land use, industry, development]
Species or resources of concern: [list]

Outline likely effects, study design, sampling methods, and literature to review. Give sources I can check and say clearly when you're unsure.

I work as an industrial ecologist. Part of my job is to conduct scientific protection, mitigation, or restoration projects to prevent resource damage, maintain the integrity of critical habitats, and minimize the impact of human activities.

Context: We use SAP software and Microsoft Dynamics; the work draws on engineering and technology, chemistry and physics.
Site: [habitat, soil, wetland]
Problems and goals: [degradation, target condition]

Draft a restoration plan with actions, timeline, species or treatments, monitoring and costs. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

I work as an industrial ecologist. Part of my job is to investigate the adaptability of various animal and plant species to changed environmental conditions.

Context: We use Wolfram Research Mathematica and SAS; the work draws on engineering and technology, chemistry and physics.
Ecosystem and process: [describe]
Resources: [sites, instruments, time]

Suggest hypotheses, sampling design, measurements, and literature. Give sources I can check and say clearly when you're unsure.