entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-3031-03"
socCode = "11-3031.03"
title = "Investment Fund Managers"
summary = "Plan, direct, or coordinate investment strategy or operations for a large pool of liquid assets supplied by institutional investors or individual investors."
aliases = ["Fixed Income Portfolio Manager", "Fixed Income Vice President (Fixed Income VP)", "Investment Analysis Vice President (Investment Analysis VP)", "Portfolio Manager", "Annual Fund Manager", "Asset Management Manager", "Asset Management Project Manager", "Asset Manager", "Digital Asset Manager", "Financial Planning Director", "Financial Planning Manager", "Financial Planning and Analysis Finance Manager"]
emergingTasks = []

[preparation]
jobZone = "5"
jobZoneName = "Job Zone Five: Extensive Preparation Needed"
education = "Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree)."
experience = "Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience. For example, surgeons must complete four years of college and an additional five to seven years of specialized medical training to be able to do their job."
svpRange = "(8.0 and above)"

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 63.33

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 32.66

[[preparation.educationDistribution]]
label = "Post-Master's Certificate"
percentage = 2.01

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 2.01

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

[market]
medianWage = 161700
meanWage = 180470
pct10Wage = 86490
pct25Wage = 118360
pct75Wage = 214210
employment = 818620
areaTitle = "U.S."

[industries]
count = 63

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 255610
medianWage = 164940
lq = 7.73

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 115660
medianWage = 171580
lq = 2.02

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 93210
medianWage = 169340
lq = 6.25

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 47180
medianWage = 160660
lq = 0.7

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 35120
medianWage = 156940
lq = 1.1

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 33910
medianWage = 136680
lq = 0.28

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 30560
medianWage = 155870
lq = 0.64

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 30460
medianWage = 131860
lq = 0.42

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 23260
medianWage = 187400
lq = 1.51

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 21450
medianWage = 166490
lq = 1.71

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 19110
medianWage = 139680
lq = 0.44

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 19020
medianWage = 137390
lq = 0.23

[[industries.concentrated]]
naics = "221118"
slug = "221118"
title = "Other Electric Power Generation"
level = "National industry"
employment = 250
lq = 13.49

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 255610
lq = 7.73

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 93210
lq = 6.25

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 280
lq = 3.78

[[industries.concentrated]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 14900
lq = 2.83

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 6550
lq = 2.75

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 110
lq = 2.09

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 115660
lq = 2.02

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

[aiOutlook.index]
value = 81
percentile = 85
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 98
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 95
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 50
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.069
percentile = 25
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
beta = 0.5
gamma = 1

[aiOutlook.bls]
growthPercent = 14.8
growthPercentile = 97
direction = "Growing fast"
annualOpeningsThousands = 74.6
annualOpeningsPercentile = 93
employment2024Thousands = 868.6
employment2034Thousands = 997.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.446232
percentile = 98
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 = 1
percentile = 95
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 = 0.1488033543322555
percentile = 50
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 = "Present investment information, such as product risks, fees, or fund performance statistics."
usagePercent = 0.04632121244489727
importance = 4.23

[[aiOutlook.usageTasks]]
task = "Perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation."
usagePercent = 0.028963596251576566
importance = 4.38

[[aiOutlook.usageTasks]]
task = "Develop or direct development of offering documents or marketing materials."
usagePercent = 0.008422038626344958
importance = 3.57

[[aiOutlook.usageTasks]]
task = "Develop or implement fund investment policies or strategies."
usagePercent = 0.007086837380704904
importance = 4.47

[[aiOutlook.usageTasks]]
task = "Develop, implement, or monitor security valuation policies."
usagePercent = 0.006162467287569483
importance = 4.22

[[aiOutlook.usageTasks]]
task = "Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential."
usagePercent = 0.004621850465677112
importance = 3.79

[[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 = 20
skills = 45
capabilities = 120
tools = 24
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "e55ce988fcba6767"

[[tasks]]
text = "Manage investment funds to maximize return on client investments."
type = "Core"
iwa = "4.A.4.b.4.h"

[[tasks]]
text = "Select specific investments or investment mixes for purchase by an investment fund."
type = "Core"
iwa = "4.A.4.b.4.h"

[[tasks]]
text = "Monitor financial or operational performance of individual investments to ensure portfolios meet risk goals."
type = "Core"
iwa = "4.A.1.a.2.c"

[[tasks]]
text = "Select or direct the execution of trades."
type = "Core"
iwa = "4.A.2.b.1.c"

[[tasks]]
text = "Develop or implement fund investment policies or strategies."
type = "Core"
iwa = "4.A.2.b.1.i"

[[tasks]]
text = "Perform or evaluate research, such as detailed company or industry analyses, to inform financial forecasting, decision making, or valuation."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Present investment information, such as product risks, fees, or fund performance statistics."
type = "Core"
iwa = "4.A.4.b.6.e"

[[tasks]]
text = "Develop, implement, or monitor security valuation policies."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Meet with investors to determine investment goals or to discuss investment strategies."
type = "Core"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Attend investment briefings or consult financial media to stay abreast of relevant investment markets."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Prepare for and respond to regulatory inquiries."
type = "Core"
iwa = "4.A.4.b.1.c"

[[tasks]]
text = "Evaluate the potential of new product developments or market opportunities, according to factors such as business plans, technologies, or market potential."
type = "Core"
iwa = "4.A.2.a.1.g"

[[activities]]
name = "Coordinate with external parties to exchange information."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Examine financial records to ensure compliance with policies or regulations."
iwa = "4.A.2.a.3.c"

[[activities]]
name = "Evaluate employee performance."
iwa = "4.A.2.a.1.d"

[[activities]]
name = "Hire personnel."
iwa = "4.A.4.c.2.a"

[[activities]]
name = "Direct financial operations."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Direct organizational operations, projects, or services."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Monitor organizational procedures to ensure proper functioning."
iwa = "4.A.1.a.2.b"

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

[[activities]]
name = "Develop organizational policies or programs."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Maintain knowledge of current developments in area of expertise."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Examine marketing materials to ensure compliance with policies or regulations."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Analyze forecasting data to improve business decisions."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Advise others on business or operational matters."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Monitor financial activities."
iwa = "4.A.1.a.2.c"

[[activities]]
name = "Monitor financial indicators."
iwa = "4.A.1.a.2.c"

[[activities]]
name = "Monitor external affairs or events affecting business operations."
iwa = "4.A.1.a.2.h"

[[activities]]
name = "Communicate organizational information to customers or other stakeholders."
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Identify potential customers."
iwa = "4.A.1.b.1.b"

[[activities]]
name = "Develop promotional materials."
iwa = "4.A.2.b.2.j"

[[activities]]
name = "Direct sales, marketing, or customer service activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Evaluate potential of products, technologies, or resources."
iwa = "4.A.2.a.1.g"

[[activities]]
name = "Approve expenditures."
iwa = "4.A.2.b.1.c"

[[activities]]
name = "Determine operational compliance with regulations or standards."
iwa = "4.A.1.a.2.k"

[[capabilities]]
name = "Economics and Accounting"
family = "knowledge"
value = 4.67

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.36

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.34

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4.12

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

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

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

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

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

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.75

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.67

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.62

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.5

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.38

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

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

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.38

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.19

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.14

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.1

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Presentation 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 = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

[[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 Power BI"
category = "Business intelligence and data analysis software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Autodesk AutoCAD Blue Sky"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "Financial accounting software"
category = "Accounting software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Oracle Hyperion Planning"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "Portfolio analysis software"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "ReadSoft"
category = "Document management software"
hot = false
inDemand = false

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

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

[[tools]]
example = "SunGard Financial Systems AddVantage"
category = "Financial analysis software"
hot = false
inDemand = false

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

[[workContext]]
name = "E-Mail"
value = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.92

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.77

[[workContext]]
name = "Spend Time Sitting"
value = 4.75

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.64

[[workContext]]
name = "Level of Competition"
value = 4.54

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.53

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.51

[[workContext]]
name = "Frequency of Decision Making"
value = 4.49

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.35

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.24

[[workContext]]
name = "Contact With Others"
value = 4.23

[[workContext]]
name = "Time Pressure"
value = 4.01

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.99

[[workContext]]
name = "Consequence of Error"
value = 3.74

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.67

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.43

[[workContext]]
name = "Written Letters and Memos"
value = 3.39

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.25

[[workContext]]
name = "Conflict Situations"
value = 2.9

[[workContext]]
name = "Public Speaking"
value = 2.69

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.67

[[workContext]]
name = "Physical Proximity"
value = 2.64

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.62

[[workContext]]
name = "Degree of Automation"
value = 2.46

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.44

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.38

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.1

[[workContext]]
name = "Spend Time Standing"
value = 1.7

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.65

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.59

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.26

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.15

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.14

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.13

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.12

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.11

[[workContext]]
name = "Exposed to Contaminants"
value = 1.09

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.07

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.06

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 10

[[personFit]]
name = "Integrity"
family = "work_style"
value = 9

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 8

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 7

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 6.95

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 6.71

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 6.11

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 6.03

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 6

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.21

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 5

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 4.21

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 4

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3.87

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.77

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 3.72

[[relatedRoles]]
socCode = "13-2051.00"
slug = "role-13-2051-00"
title = "Financial and Investment Analysts"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-2054.00"
slug = "role-13-2054-00"
title = "Financial Risk Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-2052.00"
slug = "role-13-2052-00"
title = "Personal Financial Advisors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-3031.00"
slug = "role-41-3031-00"
title = "Securities, Commodities, and Financial Services Sales Agents"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-2099.01"
slug = "role-13-2099-01"
title = "Financial Quantitative Analysts"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3031.00"
slug = "role-11-3031-00"
title = "Financial Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-2041.00"
slug = "role-13-2041-00"
title = "Credit Analysts"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-2061.00"
slug = "role-13-2061-00"
title = "Financial Examiners"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-3031.01"
slug = "role-11-3031-01"
title = "Treasurers and Controllers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1111.00"
slug = "role-13-1111-00"
title = "Management Analysts"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-2011.00"
slug = "role-13-2011-00"
title = "Accountants and Auditors"
tier = "Supplemental"

[[relatedRoles]]
socCode = "19-3011.00"
slug = "role-19-3011-00"
title = "Economists"
tier = "Supplemental"

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.069
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.446232
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.330661
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.294551
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
