entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-9199-08"
socCode = "11-9199.08"
title = "Loss Prevention Managers"
summary = "Plan and direct policies, procedures, or systems to prevent the loss of assets. Determine risk exposure or potential liability, and develop risk control measures."
aliases = ["Asset Protection Manager", "Loss Prevention Director", "Loss Prevention Manager", "Loss Prevention Operations Manager", "Logistics Loss Prevention Manager", "Loss Control Manager", "Loss Prevention Operations Director", "Loss Prevention Supervisor", "Market Asset Protection Manager", "Area Asset Protection Manager", "Area Loss Prevention Manager", "Asset Protection Leader"]
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 = 54.55

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 13.64

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

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 9.09

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 9.09

[[preparation.educationDistribution]]
label = "Post-Baccalaureate 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
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 63
percentile = 62
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 67
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 = 0.056603773584905655
beta = 0.43396226415094336
gamma = 0.8113207547169811

[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 = 0.8113207547169811
percentile = 67
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.usageTasks]]
task = "Identify potential for loss and develop strategies to eliminate it."
usagePercent = 0.0300933819209643
importance = 4.05

[[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 = 1
totalSample = 169
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 39.64
augmentationShare = 56.21
workUsePercent = 70.41
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 39.64

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 32.54

[[aiPlaybook.collaboration]]
label = "learning"
percent = 13.61

[[aiPlaybook.collaboration]]
label = "validation"
percent = 10.06

[[aiPlaybook.useCase]]
label = "work"
percent = 70.41

[[aiPlaybook.useCase]]
label = "personal"
percent = 18.34

[[aiPlaybook.useCase]]
label = "coursework"
percent = 11.24

[[aiPlaybook.delegatedTasks]]
task = "Identify potential for loss and develop strategies to eliminate it."
usagePercent = 0.016902112764095513
collaboration = "directive"
autonomyMedian = 4
sampleCount = 169

[[aiPlaybook.boundaryTasks]]
task = "Identify potential for loss and develop strategies to eliminate it."
humanNeededPercent = 92.3076923076923
sampleCount = 169

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: identify potential for loss and develop strategies to eliminate it. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 27
skills = 43
capabilities = 120
tools = 23
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "cca6ff7bf1315bbd"

[[tasks]]
text = "Coordinate or conduct internal investigations of problems such as employee theft and violations of corporate loss prevention policies."
type = "Core"
iwa = "4.A.1.a.1.c"

[[tasks]]
text = "Administer systems and programs to reduce loss, maintain inventory control, or increase safety."
type = "Core"
iwa = "4.A.4.b.4.k"

[[tasks]]
text = "Review loss prevention exception reports and cash discrepancies to ensure adherence to guidelines."
type = "Core"
iwa = "4.A.2.a.3.c"

[[tasks]]
text = "Train loss prevention staff, retail managers, or store employees on loss control and prevention measures."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Investigate or interview individuals suspected of shoplifting or internal theft."
type = "Core"
iwa = "4.A.1.a.1.w"

[[tasks]]
text = "Provide recommendations and solutions in crisis situations such as workplace violence, protests, and demonstrations."
type = "Core"
iwa = "4.A.2.b.2.p"

[[tasks]]
text = "Identify potential for loss and develop strategies to eliminate it."
type = "Core"
iwa = "4.A.2.a.4.c"

[[tasks]]
text = "Hire or supervise loss prevention staff."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Advise retail managers on compliance with applicable codes, laws, regulations, or standards."
type = "Core"
iwa = "4.A.4.b.6.h"

[[tasks]]
text = "Develop and maintain partnerships with federal, state, or local law enforcement agencies or members of the retail loss prevention community."
type = "Core"
iwa = "4.A.4.a.4.a"

[[tasks]]
text = "Perform or direct inventory investigations in response to shrink results outside of acceptable ranges."
type = "Core"
iwa = "4.A.2.a.3.c"

[[tasks]]
text = "Maintain documentation of all loss prevention activity."
type = "Core"
iwa = "4.A.3.b.6.h"

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

[[activities]]
name = "Monitor flow of cash or other resources."
iwa = "4.A.1.a.2.c"

[[activities]]
name = "Develop emergency response plans or procedures."
iwa = "4.A.2.b.2.p"

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

[[activities]]
name = "Develop computer or information systems."
iwa = "4.A.2.b.2.b"

[[activities]]
name = "Interview employees, customers, or others to collect information."
iwa = "4.A.1.a.1.w"

[[activities]]
name = "Manage organizational security activities."
iwa = "4.A.4.b.4.k"

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

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

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

[[activities]]
name = "Conduct employee training programs."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Recommend organizational process or policy changes."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Conduct financial or regulatory audits."
iwa = "4.A.2.a.3.c"

[[activities]]
name = "Supervise employees."
iwa = "4.A.4.b.4.a"

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

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

[[activities]]
name = "Establish interpersonal business relationships to facilitate work activities."
iwa = "4.A.4.a.4.a"

[[activities]]
name = "Investigate crimes committed within organizations."
iwa = "4.A.1.a.1.c"

[[activities]]
name = "Investigate illegal or suspicious activities."
iwa = "4.A.1.a.1.c"

[[activities]]
name = "Communicate with government agencies."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Determine resource needs."
iwa = "4.A.2.b.1.h"

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

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

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

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

[[activities]]
name = "Develop operating strategies, plans, or procedures."
iwa = "4.A.2.b.4.a"

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 4.14

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4.12

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.91

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.88

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

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.88

[[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 Comprehension"
family = "ability"
value = 3.88

[[capabilities]]
name = "Written Expression"
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 = "Administration and Management"
family = "knowledge"
value = 3.81

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.77

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.75

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.73

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.55

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

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3.5

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.43

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Google Workspace software"
category = "Office suite software"
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 = "Microsoft Outlook"
category = "Electronic mail 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 Project"
category = "Project management software"
hot = true
inDemand = false

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

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

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

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

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

[[tools]]
example = "Reporting software"
category = "Data base reporting software"
hot = false
inDemand = true

[[tools]]
example = "Enabl-u Technologies APIS"
category = "Project management software"
hot = false
inDemand = false

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

[[tools]]
example = "IBM Lotus Notes"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "Inventory tracking software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "MICROS XBR Loss Prevention"
category = "Business intelligence and data analysis software"
hot = false
inDemand = false

[[tools]]
example = "Personnel management software"
category = "Human resources software"
hot = false
inDemand = false

[[tools]]
example = "Time reporting software"
category = "Time accounting software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "Contact With Others"
value = 4.82

[[workContext]]
name = "Telephone Conversations"
value = 4.81

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.7

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.67

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.64

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.4

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.36

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.18

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

[[workContext]]
name = "Frequency of Decision Making"
value = 4.09

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4

[[workContext]]
name = "Conflict Situations"
value = 3.95

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.91

[[workContext]]
name = "Time Pressure"
value = 3.91

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.65

[[workContext]]
name = "Written Letters and Memos"
value = 3.62

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.52

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.48

[[workContext]]
name = "Spend Time Sitting"
value = 3.41

[[workContext]]
name = "Physical Proximity"
value = 3.33

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.1

[[workContext]]
name = "Level of Competition"
value = 3.1

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3

[[workContext]]
name = "Public Speaking"
value = 2.95

[[workContext]]
name = "Consequence of Error"
value = 2.82

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 2.77

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.59

[[workContext]]
name = "Spend Time Standing"
value = 2.57

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.41

[[workContext]]
name = "Degree of Automation"
value = 2.41

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.33

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.32

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.32

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.29

[[workContext]]
name = "Exposed to Contaminants"
value = 2.1

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2

[[workContext]]
name = "Exposed to High Places"
value = 2

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.95

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.95

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

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 8

[[personFit]]
name = "Integrity"
family = "work_style"
value = 7

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 6.02

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 6

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.85

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.62

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 5

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 4.73

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 4

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.62

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.43

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 3.13

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 3

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.85

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.81

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

[[relatedRoles]]
socCode = "11-9199.02"
slug = "role-11-9199-02"
title = "Compliance Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-3013.01"
slug = "role-11-3013-01"
title = "Security Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1199.07"
slug = "role-13-1199-07"
title = "Security Management Specialists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "11-9161.00"
slug = "role-11-9161-00"
title = "Emergency Management Directors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-2099.04"
slug = "role-13-2099-04"
title = "Fraud Examiners, Investigators and Analysts"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2111.00"
slug = "role-17-2111-00"
title = "Health and Safety Engineers, Except Mining Safety Engineers and Inspectors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1199.04"
slug = "role-13-1199-04"
title = "Business Continuity Planners"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-1299.05"
slug = "role-15-1299-05"
title = "Information Security Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "33-9099.02"
slug = "role-33-9099-02"
title = "Retail Loss Prevention Specialists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "33-9021.00"
slug = "role-33-9021-00"
title = "Private Detectives and Investigators"
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"
