entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-9121-02"
socCode = "11-9121.02"
title = "Water Resource Specialists"
summary = "Design or implement programs and strategies related to water resource issues such as supply, quality, and regulatory compliance issues."
aliases = ["Water Resources Planner", "Community Resource Consultant", "Environmental Resource Specialist", "Hydrotechnical Specialist", "Hydrotechnician", "Power Supply Engineer", "Resource Specialist", "Water Quality Specialist", "Water Resource Agent", "Water Resource Consultant", "Water Resource Engineering Specialist", "Water Resource 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 = 50

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 50

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

[market]
medianWage = 161180
meanWage = 173500
pct10Wage = 79830
pct25Wage = 114110
pct75Wage = 214820
employment = 100870
areaTitle = "U.S."

[industries]
count = 23

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 49690
medianWage = 180800
lq = 7.05

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 8090
medianWage = 176600
lq = 0.97

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 6670
medianWage = 101730
lq = 0.44

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 5200
medianWage = 84360
lq = 0.58

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 4340
medianWage = 178300
lq = 2.36

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3930
medianWage = 207590
lq = 1

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2310
medianWage = 117350
lq = 20.72

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1200
medianWage = 120890
lq = 0.41

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 900
medianWage = 139840
lq = 0.15

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 880
medianWage = 150160
lq = 1.16

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 720
medianWage = 128700
lq = 18.1

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 500
medianWage = 160940
lq = 0.12

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2310
lq = 20.72

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 720
lq = 18.1

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 49690
lq = 7.05

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 4340
lq = 2.36

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 880
lq = 1.16

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3930
lq = 1

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 290
lq = 0.99

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 8090
lq = 0.97

[aiOutlook]
teleworkable = true
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 70
percentile = 70
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 89
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 86
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 34
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.018
percentile = 13
band = "Low"
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 = 0.04878048780487805
beta = 0.5
gamma = 0.951219512195122

[aiOutlook.bls]
growthPercent = 3.7
growthPercentile = 61
direction = "About average"
annualOpeningsThousands = 8.5
annualOpeningsPercentile = 59
employment2024Thousands = 104.3
employment2034Thousands = 108.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.327906
percentile = 89
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 = 0.951219512195122
percentile = 86
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 = 0.11243881723160944
percentile = 34
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.usageTasks]]
task = "Conduct, or oversee the conduct of, chemical, physical, and biological water quality monitoring or sampling to ensure compliance with water quality standards."
usagePercent = 0.004724558253803269
importance = 3.35

[[aiOutlook.usageTasks]]
task = "Provide technical expertise to assist communities in the development or implementation of storm water monitoring or other water programs."
usagePercent = 0.004416434889424795
importance = 3.52

[[aiOutlook.usageTasks]]
task = "Present water resource proposals to government, public interest groups, or community groups."
usagePercent = 0.0016433246100185286
importance = 3.68

[[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"

[aiPlaybook]
trustedTaskCount = 1
taskCount = 3
totalSample = 73
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 43.24
workUsePercent = 56.76
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 43.24

[[aiPlaybook.useCase]]
label = "work"
percent = 56.76

[[aiPlaybook.delegatedTasks]]
task = "Conduct, or oversee the conduct of, chemical, physical, and biological water quality monitoring or sampling to ensure compliance with water quality standards."
usagePercent = 0.0037004625578197278
collaboration = "directive"
autonomyMedian = 3
sampleCount = 37

[[aiPlaybook.boundaryTasks]]
task = "Conduct, or oversee the conduct of, chemical, physical, and biological water quality monitoring or sampling to ensure compliance with water quality standards."
humanNeededPercent = 89.1891891891892
sampleCount = 37

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: conduct, or oversee the conduct of, chemical, physical, and biological water quality monitoring or sampling to ensure compliance with water quality standards. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 21
skills = 39
capabilities = 120
tools = 34
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "65717bfac22d93fd"

[[tasks]]
text = "Perform hydrologic, hydraulic, or water quality modeling."
type = "Core"
iwa = "4.A.1.b.2.b"

[[tasks]]
text = "Analyze storm water systems to identify opportunities for water resource improvements."
type = "Core"
iwa = "4.A.1.b.1.b"

[[tasks]]
text = "Conduct, or oversee the conduct of, investigations on matters such as water storage, wastewater discharge, pollutants, permits, or other compliance and regulatory issues."
type = "Core"
iwa = "4.A.1.b.2.b"

[[tasks]]
text = "Develop strategies for watershed operations to meet water supply and conservation goals or to ensure regulatory compliance with clean water laws or regulations."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Review or evaluate designs for water detention facilities, storm drains, flood control facilities, or other hydraulic structures."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Conduct technical studies for water resources on topics such as pollutants and water treatment options."
type = "Core"
iwa = "4.A.1.b.2.b"

[[tasks]]
text = "Present water resource proposals to government, public interest groups, or community groups."
type = "Core"
iwa = "4.A.3.b.6.g"

[[tasks]]
text = "Develop plans to protect watershed health or rehabilitate watersheds."
type = "Core"
iwa = "4.A.2.b.2.g"

[[tasks]]
text = "Write proposals, project reports, informational brochures, or other documents on wastewater purification, water supply and demand, or other water resource subjects."
type = "Core"
iwa = "4.A.3.b.6.g"

[[tasks]]
text = "Conduct cost-benefit studies for watershed improvement projects or water management alternatives."
type = "Core"
iwa = "4.A.2.a.1.j"

[[tasks]]
text = "Provide technical expertise to assist communities in the development or implementation of storm water monitoring or other water programs."
type = "Core"
iwa = "4.A.4.b.6.c"

[[tasks]]
text = "Compile and maintain documentation on the health of a body of water."
type = "Core"
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Supervise workers performing environmentally sustainable activities."
iwa = "4.A.4.b.4.a"

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

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

[[activities]]
name = "Test green technologies or processes."
iwa = "4.A.1.b.2.b"

[[activities]]
name = "Compile operational data."
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Maintain operational records."
iwa = "4.A.3.b.6.h"

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

[[activities]]
name = "Present sustainable products or services information to the public."
iwa = "4.A.4.a.3.b"

[[activities]]
name = "Develop sustainable organizational policies or practices."
iwa = "4.A.2.b.2.q"

[[activities]]
name = "Advise others on green energy or related technologies."
iwa = "4.A.4.b.6.c"

[[activities]]
name = "Identify opportunities for green initiatives."
iwa = "4.A.1.b.1.b"

[[activities]]
name = "Monitor resources."
iwa = "4.A.4.c.3.g"

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

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

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

[[activities]]
name = "Develop procedures to evaluate organizational activities."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Evaluate green operations or programs for compliance with standards or regulations."
iwa = "4.A.2.a.3.b"

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

[[activities]]
name = "Monitor organizational compliance with regulations."
iwa = "4.A.1.a.2.k"

[[activities]]
name = "Evaluate quality of materials or products."
iwa = "4.A.2.a.1.e"

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.62

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.18

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_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 = "Design"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.88

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.86

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

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

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.41

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.38

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 3.36

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.27

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.25

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

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.25

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.25

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.25

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.25

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.23

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Mapping Software"
type = "Specialized Skill"

[[skills]]
name = "HEC-RAS"
type = "Specialized Skill"

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

[[skills]]
name = "Database Software"
type = "Specialized Skill"

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

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

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

[[skills]]
name = "Presentation Software"
type = "Specialized Skill"

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

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

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

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

[[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 = "Autodesk AutoCAD"
category = "Computer aided design CAD 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 Word"
category = "Word processing software"
hot = true
inDemand = false

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

[[tools]]
example = "Geographic information system GIS systems"
category = "Geographic information system"
hot = false
inDemand = true

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

[[tools]]
example = "DHI MIKE URBAN"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "ESRI ArcGIS Spatial Analyst"
category = "Geographic information system"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "ESRI ArcView 3D Analyst"
category = "Geographic information system"
hot = false
inDemand = false

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

[[tools]]
example = "Geographic information system GIS software"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Global positioning system GPS software"
category = "Mobile location based services software"
hot = false
inDemand = false

[[tools]]
example = "Google Earth Pro"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "HEC-HMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "HEC-RAS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Laboratory information management system LIMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Mapping software"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "MWH Soft H2ONET MSX"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "MWH Soft InfoSWMM"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "TIBCO Spotfire S+"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Wallingford Software InfoSewer"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Wallingford Software InfoWater"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Wallingford Software InfoWorks CS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Wallingford Software InfoWorks WS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Water flow modeling software"
category = "Analytical or scientific 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 = 4.8

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.65

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.57

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.47

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.14

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.14

[[workContext]]
name = "Spend Time Sitting"
value = 4.09

[[workContext]]
name = "Contact With Others"
value = 4.05

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.95

[[workContext]]
name = "Written Letters and Memos"
value = 3.8

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.62

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.59

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.59

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.57

[[workContext]]
name = "Frequency of Decision Making"
value = 3.52

[[workContext]]
name = "Time Pressure"
value = 3.5

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

[[workContext]]
name = "Level of Competition"
value = 3.26

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.9

[[workContext]]
name = "Conflict Situations"
value = 2.86

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.81

[[workContext]]
name = "Public Speaking"
value = 2.68

[[workContext]]
name = "Physical Proximity"
value = 2.62

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.55

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.47

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.35

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.23

[[workContext]]
name = "Consequence of Error"
value = 2.19

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.14

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

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.1

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.05

[[workContext]]
name = "Degree of Automation"
value = 2.05

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.9

[[workContext]]
name = "Exposed to Contaminants"
value = 1.86

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.86

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 1.76

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.73

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.73

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.8

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.45

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.17

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.53

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.58

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 1.78

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

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

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

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

[[relatedRoles]]
socCode = "19-2043.00"
slug = "role-19-2043-00"
title = "Hydrologists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "11-9199.11"
slug = "role-11-9199-11"
title = "Brownfield Redevelopment Specialists and Site Managers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-1031.02"
slug = "role-19-1031-02"
title = "Range Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9121.00"
slug = "role-11-9121-00"
title = "Natural Sciences Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4044.00"
slug = "role-19-4044-00"
title = "Hydrologic Technicians"
tier = "Supplemental"

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

[[careerClusters]]
cluster = "Advanced Manufacturing"
slug = "advanced-manufacturing"

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

[[careerClusters]]
cluster = "Healthcare & Human Services"
slug = "healthcare-human-services"

[[careerClusters]]
cluster = "Supply Chain & Transportation"
slug = "supply-chain-transportation"

[[studyPrograms]]
title = "Biological and Biomedical Sciences"
slug = "biological-and-biomedical-sciences"

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

[[studyPrograms]]
title = "Engineering"
slug = "engineering"

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

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

[[studyPrograms]]
title = "Mathematics and Statistics"
slug = "mathematics-and-statistics"

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

[[studyPrograms]]
title = "Philosophy and Religious Studies"
slug = "philosophy-and-religious-studies"

[[studyPrograms]]
title = "Physical Sciences"
slug = "physical-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.018
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.327906
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.313015
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.241343
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
