entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-9199-11"
socCode = "11-9199.11"
title = "Brownfield Redevelopment Specialists and Site Managers"
summary = "Plan and direct cleanup and redevelopment of contaminated properties for reuse. Does not include properties sufficiently contaminated to qualify as Superfund sites."
aliases = ["Brownfield Program Director", "Brownfield Redevelopment Coordinator", "Brownfields Practice Leader", "Environmental Program Manager", "Brownfield Program Manager", "Brownfields Program Coordinator", "Brownfields Program Manager", "Environmental Practice Leader", "Environmental Quality Division Manager", "Environmental Quality Specialist", "Brownfield Redevelopment Site Manager", "Brownfield Redevelopment Specialist"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 77.27

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 9.09

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 9.09

[[preparation.educationDistribution]]
label = "Post-Master's Certificate"
percentage = 4.55

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 136550
meanWage = 149890
pct10Wage = 68860
pct25Wage = 100010
pct75Wage = 179190
pct90Wage = 227590
employment = 630980
areaTitle = "U.S."

[industries]
count = 64

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 94490
medianWage = 164060
lq = 2.14

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 50980
medianWage = 163830
lq = 4.43

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 46390
medianWage = 160640
lq = 0.89

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 44890
medianWage = 162780
lq = 1.76

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38680
medianWage = 167740
lq = 3.25

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 32840
medianWage = 102450
lq = 0.59

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 32500
medianWage = 109990
lq = 0.88

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 31360
medianWage = 108810
lq = 0.33

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 25860
medianWage = 137780
lq = 1.05

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 19840
medianWage = 110040
lq = 0.6

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 19110
medianWage = 111320
lq = 1.05

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 13510
medianWage = 95720
lq = 0.21

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 370
lq = 9.11

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1510
lq = 6.07

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 50980
lq = 4.43

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 7200
lq = 3.92

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 190
lq = 3.33

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38680
lq = 3.25

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 410
lq = 2.7

[[industries.concentrated]]
naics = "813930"
slug = "813930"
title = "Labor Unions and Similar Labor Organizations"
level = "National industry"
employment = 1150
lq = 2.65

[aiOutlook]
teleworkable = true
usageTasks = []

[aiOutlook.index]
value = 66
percentile = 66
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 72
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 76
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 49
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.25
percentile = 37
band = "Moderate"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.046511627906976744
beta = 0.46511627906976744
gamma = 0.8837209302325582

[aiOutlook.bls]
growthPercent = 4.5
growthPercentile = 70
direction = "About average"
annualOpeningsThousands = 106.7
annualOpeningsPercentile = 95
employment2024Thousands = 1333.7
employment2034Thousands = 1393.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.9646872
percentile = 72
band = "High"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.8837209302325582
percentile = 76
band = "High"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.145778869882199
percentile = 49
band = "Moderate"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[counts]
tasks = 23
skills = 43
capabilities = 120
tools = 30
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "78ec26f40d097c75"

[[tasks]]
text = "Identify environmental contamination sources."
type = "Core"
iwa = "4.A.1.a.1.j"

[[tasks]]
text = "Coordinate on-site activities for environmental cleanup or remediation projects to ensure compliance with environmental laws, standards, regulations, or other requirements."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Identify and apply for project funding."
type = "Core"
iwa = "4.A.3.b.6.g"

[[tasks]]
text = "Plan or implement brownfield redevelopment projects to ensure safety, quality, and compliance with applicable standards or requirements."
type = "Core"
iwa = "4.A.2.b.1.i"

[[tasks]]
text = "Estimate costs for environmental cleanup and remediation of land redevelopment projects."
type = "Core"
iwa = "4.A.1.b.3.b"

[[tasks]]
text = "Conduct quantitative risk assessments for human health, environmental, or other risks."
type = "Core"
iwa = "4.A.2.a.4.c"

[[tasks]]
text = "Design or implement plans for surface or ground water remediation."
type = "Core"
iwa = "4.A.2.b.1.i"

[[tasks]]
text = "Design or implement measures to improve the water, air, and soil quality of military test sites, abandoned mine land, or other contaminated sites."
type = "Core"
iwa = "4.A.2.b.1.i"

[[tasks]]
text = "Review or evaluate environmental remediation project proposals."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Prepare reports or presentations to communicate brownfield redevelopment needs, status, or progress."
type = "Core"
iwa = "4.A.3.b.6.o"

[[tasks]]
text = "Inspect sites to assess environmental damage or monitor cleanup progress."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Maintain records of decisions, actions, and progress related to environmental redevelopment projects."
type = "Core"
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Evaluate environmental or sustainability projects."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Train employees on environmental awareness, conservation, or safety topics."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Advise others on legal or regulatory compliance matters."
iwa = "4.A.4.b.6.h"

[[activities]]
name = "Prepare operational progress or status reports."
iwa = "4.A.3.b.6.o"

[[activities]]
name = "Negotiate contracts for environmental remediation, green energy, or renewable resources."
iwa = "4.A.4.a.7.b"

[[activities]]
name = "Prepare forms or applications."
iwa = "4.A.3.b.6.m"

[[activities]]
name = "Maintain operational records for green energy processes or other environmentally-sustainable activities."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Inspect condition or functioning of facilities or equipment."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Implement organizational process or policy changes."
iwa = "4.A.2.b.1.i"

[[activities]]
name = "Manage environmental sustainability projects."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Identify environmental concerns."
iwa = "4.A.1.a.1.j"

[[activities]]
name = "Estimate green project costs."
iwa = "4.A.1.b.3.b"

[[activities]]
name = "Develop environmental remediation or protection plans."
iwa = "4.A.2.b.2.g"

[[activities]]
name = "Plan environmental research."
iwa = "4.A.2.b.2.s"

[[activities]]
name = "Dispose of hazardous materials."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Coordinate operational activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Analyze risks to minimize losses or damages."
iwa = "4.A.2.a.4.c"

[[activities]]
name = "Analyze data to determine project feasibility."
iwa = "4.A.2.a.1.j"

[[activities]]
name = "Prepare proposals or grant applications to obtain project funding."
iwa = "4.A.3.b.6.g"

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 4.12

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4.12

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.05

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.88

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.75

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.64

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.64

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.62

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.59

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.48

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.38

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.14

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.14

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Management of Financial Resources"
family = "transferable_skill"
value = 3.12

[[skills]]
name = "Complex Problem Solving"
type = "Common Skill"

[[skills]]
name = "English Language"
type = "Common Skill"

[[skills]]
name = "Reading Comprehension"
type = "Common Skill"

[[skills]]
name = "Inductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Deductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Critical Thinking"
type = "Common Skill"

[[skills]]
name = "Writing"
type = "Common Skill"

[[skills]]
name = "Information Ordering"
type = "Specialized Skill"

[[skills]]
name = "Active Listening"
type = "Common Skill"

[[skills]]
name = "Speech Recognition"
type = "Specialized Skill"

[[skills]]
name = "Mathematics"
type = "Common Skill"

[[skills]]
name = "Negotiation"
type = "Common Skill"

[[skills]]
name = "Microsoft Excel"
type = "Common Skill"

[[skills]]
name = "Time Management"
type = "Common Skill"

[[skills]]
name = "Systems Analysis"
type = "Specialized Skill"

[[skills]]
name = "Chemistry"
type = "Specialized Skill"

[[skills]]
name = "Social Perceptiveness"
type = "Common Skill"

[[skills]]
name = "Active Learning"
type = "Common Skill"

[[skills]]
name = "Biology"
type = "Specialized Skill"

[[skills]]
name = "Visualization"
type = "Specialized Skill"

[[skills]]
name = "PostgreSQL"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Word"
type = "Common Skill"

[[skills]]
name = "Microsoft SharePoint"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Project"
type = "Specialized Skill"

[[skills]]
name = "Microsoft PowerPoint"
type = "Common Skill"

[[skills]]
name = "Microsoft Outlook"
type = "Common Skill"

[[skills]]
name = "Microsoft Access"
type = "Specialized Skill"

[[skills]]
name = "Linux"
type = "Specialized Skill"

[[skills]]
name = "Learning Strategies"
type = "Specialized Skill"

[[skills]]
name = "Instructing"
type = "Specialized Skill"

[[skills]]
name = "Geography"
type = "Specialized Skill"

[[skills]]
name = "Physics"
type = "Specialized Skill"

[[skills]]
name = "Oracle Hyperion"
type = "Specialized Skill"

[[skills]]
name = "Depth Perception"
type = "Common Skill"

[[skills]]
name = "Finger Dexterity"
type = "Common Skill"

[[skills]]
name = "Telecommunications"
type = "Specialized Skill"

[[skills]]
name = "Psychology"
type = "Specialized Skill"

[[skills]]
name = "Foreign Language"
type = "Common Skill"

[[skills]]
name = "Equipment Selection"
type = "Specialized Skill"

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = true

[[tools]]
example = "ESRI ArcGIS software"
category = "Geographic information system"
hot = true
inDemand = false

[[tools]]
example = "Linux"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerShell"
category = "Development environment software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SQL Server Reporting Services SSRS"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Oracle Database"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "PostgreSQL"
category = "Object oriented data base management software"
hot = true
inDemand = false

[[tools]]
example = "Python"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "Salesforce software"
category = "Customer relationship management CRM software"
hot = true
inDemand = false

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = false

[[tools]]
example = "Business software applications"
category = "Office suite software"
hot = false
inDemand = true

[[tools]]
example = "Calendar management software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[tools]]
example = "ESRI ArcMap"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "ESRI ArcView"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Maptek Vulcan"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "MineSight"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "Oracle Hyperion"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "SAP Business Objects"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Social media sites"
category = "Web page creation and editing software"
hot = false
inDemand = false

[[tools]]
example = "Structure query language SQL"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Tanium software"
category = "Enterprise system management software"
hot = false
inDemand = false

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.91

[[workContext]]
name = "Telephone Conversations"
value = 4.59

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.35

[[workContext]]
name = "Contact With Others"
value = 4.32

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.09

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.09

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.95

[[workContext]]
name = "Written Letters and Memos"
value = 3.91

[[workContext]]
name = "Spend Time Sitting"
value = 3.86

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.77

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.73

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.73

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.68

[[workContext]]
name = "Time Pressure"
value = 3.64

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.41

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.32

[[workContext]]
name = "Frequency of Decision Making"
value = 3.32

[[workContext]]
name = "Level of Competition"
value = 3.32

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3

[[workContext]]
name = "Exposed to Contaminants"
value = 2.77

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.76

[[workContext]]
name = "Physical Proximity"
value = 2.68

[[workContext]]
name = "Conflict Situations"
value = 2.59

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.5

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.45

[[workContext]]
name = "Public Speaking"
value = 2.32

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.32

[[workContext]]
name = "Consequence of Error"
value = 2.23

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.14

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.14

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.14

[[workContext]]
name = "Spend Time Standing"
value = 2.14

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.05

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.95

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.91

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.73

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.69

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.54

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.49

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.31

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.03

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.46

[[relatedRoles]]
socCode = "19-2041.02"
slug = "role-19-2041-02"
title = "Environmental Restoration Planners"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2081.00"
slug = "role-17-2081-00"
title = "Environmental Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-2041.00"
slug = "role-19-2041-00"
title = "Environmental Scientists and Specialists, Including Health"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-1031.00"
slug = "role-19-1031-00"
title = "Conservation Scientists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-4042.00"
slug = "role-19-4042-00"
title = "Environmental Science and Protection Technicians, Including Health"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2051.02"
slug = "role-17-2051-02"
title = "Water/Wastewater Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9121.02"
slug = "role-11-9121-02"
title = "Water Resource Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-2041.03"
slug = "role-19-2041-03"
title = "Industrial Ecologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1041.01"
slug = "role-13-1041-01"
title = "Environmental Compliance Inspectors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3025.00"
slug = "role-17-3025-00"
title = "Environmental Engineering Technologists and Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2051.00"
slug = "role-17-2051-00"
title = "Civil Engineers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "11-1011.03"
slug = "role-11-1011-03"
title = "Chief Sustainability Officers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Arts, Entertainment, & Design"
slug = "arts-entertainment-design"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

[[studyPrograms]]
title = "Business, Management, Marketing, and Related Support Services"
slug = "business-management-marketing-and-related-support-services"

[[studyPrograms]]
title = "Communication, Journalism, and Related Programs"
slug = "communication-journalism-and-related-programs"

[[studyPrograms]]
title = "Computer and Information Sciences and Support Services"
slug = "computer-and-information-sciences-and-support-services"

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[studyPrograms]]
title = "History"
slug = "history"

[[studyPrograms]]
title = "Homeland Security, Law Enforcement, Firefighting and Related Protective Services"
slug = "homeland-security-law-enforcement-firefighting-and-related-protective-services"

[[studyPrograms]]
title = "Library Science"
slug = "library-science"

[[studyPrograms]]
title = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"

[[studyPrograms]]
title = "Natural Resources and Conservation"
slug = "natural-resources-and-conservation"

[[studyPrograms]]
title = "Psychology"
slug = "psychology"

[[studyPrograms]]
title = "Public Administration and Social Service Professions"
slug = "public-administration-and-social-service-professions"

[[studyPrograms]]
title = "Social Sciences"
slug = "social-sciences"

[[studyPrograms]]
title = "Theology and Religious Vocations"
slug = "theology-and-religious-vocations"

[[studyPrograms]]
title = "Visual and Performing Arts"
slug = "visual-and-performing-arts"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.25
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.9646872
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9635357
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.9099647
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
