entityType = "role"
schemaVersion = "role.v1"
slug = "role-53-3031-00"
socCode = "53-3031.00"
title = "Driver/Sales Workers"
summary = "Drive truck or other vehicle over established routes or within an established territory and sell or deliver goods, such as food products, including restaurant take-out items, or pick up or deliver items such as commercial laundry. May also take orders, collect payment, or stock merchandise at point of delivery."
aliases = ["Driver", "Driver Salesman", "Route Driver", "Route Salesman", "Delivery Man", "Pizza Delivery Driver", "Route Delivery Driver", "Route Sales Driver", "Route Sales Representative", "Sales Route Driver", "Automotive Parts Delivery Driver (Auto Parts Delivery Driver)", "Bakery Deliverer"]
emergingTasks = []
studyPrograms = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 0.44

[educationLevel]
category = "High school diploma or equivalent"
slug = "high-school-diploma-or-equivalent"

[market]
medianWage = 37130
meanWage = 39670
pct10Wage = 21760
pct25Wage = 29120
pct75Wage = 47590
pct90Wage = 59730
employment = 417420
areaTitle = "U.S."

[industries]
count = 30

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 183980
medianWage = 29850
lq = 4.77

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 99460
medianWage = 46690
lq = 6.09

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 44350
medianWage = 36010
lq = 1.05

[[industries.top]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 34960
medianWage = 31010
lq = 2.41

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 33490
medianWage = 51860
lq = 1.67

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 22400
medianWage = 46520
lq = 1.87

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 15850
medianWage = 46760
lq = 0.46

[[industries.top]]
naics = "456110"
slug = "456110"
title = "Pharmacies and Drug Retailers"
level = "National industry"
employment = 5410
medianWage = 32790
lq = 2.82

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 4030
medianWage = 39510
lq = 0.16

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 3100
medianWage = 38020
lq = 0.48

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2810
medianWage = 46470
lq = 0.37

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2510
medianWage = 35560
lq = 0.32

[[industries.concentrated]]
naics = "513110"
slug = "513110"
title = "Newspaper Publishers"
level = "National industry"
employment = 2010
lq = 8.19

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 99460
lq = 6.09

[[industries.concentrated]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 183980
lq = 4.77

[[industries.concentrated]]
naics = "456110"
slug = "456110"
title = "Pharmacies and Drug Retailers"
level = "National industry"
employment = 5410
lq = 2.82

[[industries.concentrated]]
naics = "722511"
slug = "722511"
title = "Full-Service Restaurants"
level = "National industry"
employment = 34960
lq = 2.41

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 22400
lq = 1.87

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 33490
lq = 1.67

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 44350
lq = 1.05

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

[aiOutlook.index]
value = 30
percentile = 29
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 28
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 44
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 18
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.98
percentile = 97
band = "High"
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 = 0.16666666666666666
beta = 0.3333333333333333
gamma = 0.5

[aiOutlook.bls]
growthPercent = 8.8
growthPercentile = 91
direction = "Growing fast"
annualOpeningsThousands = 51.3
annualOpeningsPercentile = 90
employment2024Thousands = 451.5
employment2034Thousands = 491.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.7293087
percentile = 28
band = "Low"
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 = 0.5
percentile = 44
band = "Moderate"
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 = 0.06988632174751365
percentile = 18
band = "Low"
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 = "Listen to and resolve customers' complaints regarding products or services."
usagePercent = 0.009654532083858854
importance = 3.99

[[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 = 2
taskCount = 3
totalSample = 205
autonomyMedian = 3.5
dominantCollaboration = "none"
automationShare = 8.29
augmentationShare = 46.4
workUsePercent = 32.6
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "none"
percent = 30.39

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 25.41

[[aiPlaybook.collaboration]]
label = "learning"
percent = 11.6

[[aiPlaybook.collaboration]]
label = "validation"
percent = 9.39

[[aiPlaybook.collaboration]]
label = "directive"
percent = 8.29

[[aiPlaybook.useCase]]
label = "personal"
percent = 65.19

[[aiPlaybook.useCase]]
label = "work"
percent = 32.6

[[aiPlaybook.delegatedTasks]]
task = "Listen to and resolve customers' complaints regarding products or services."
usagePercent = 0.014801850231278911
collaboration = "none"
autonomyMedian = 4
sampleCount = 148

[[aiPlaybook.delegatedTasks]]
task = "Call on prospective customers to explain company services or to solicit new business."
usagePercent = 0.003300412551568946
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 33

[[aiPlaybook.boundaryTasks]]
task = "Call on prospective customers to explain company services or to solicit new business."
humanNeededPercent = 96.96969696969697
sampleCount = 33

[[aiPlaybook.boundaryTasks]]
task = "Listen to and resolve customers' complaints regarding products or services."
humanNeededPercent = 96.62162162162163
sampleCount = 148

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: listen to and resolve customers' complaints regarding products or services"
collaboration = "none"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: call on prospective customers to explain company services or to solicit new business. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 11
skills = 33
capabilities = 120
tools = 11
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "809f601ec9de78eb"

[[tasks]]
text = "Drive trucks to deliver such items as food, medical supplies, or newspapers."
type = "Core"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Arrange merchandise and sales promotion displays or issue sales promotion materials to customers."
type = "Supplemental"
iwa = "4.A.4.a.6.b"

[[tasks]]
text = "Collect coins from vending machines, refill machines, and remove aged merchandise."
type = "Supplemental"
iwa = "4.A.4.c.3.d"

[[tasks]]
text = "Inform regular customers of new products or services and price changes."
type = "Core"
iwa = "4.A.4.a.3.c"

[[tasks]]
text = "Record sales or delivery information on daily sales or delivery record."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Listen to and resolve customers' complaints regarding products or services."
type = "Core"
iwa = "4.A.4.a.7.c"

[[tasks]]
text = "Collect money from customers, make change, and record transactions on customer receipts."
type = "Core"
iwa = "4.A.3.b.6.j"

[[tasks]]
text = "Maintain trucks and food-dispensing equipment and clean inside of machines that dispense food or beverages."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Write customer orders and sales contracts according to company guidelines."
type = "Supplemental"
iwa = "4.A.3.b.6.j"

[[tasks]]
text = "Review lists of dealers, customers, or station drops and load trucks."
type = "Supplemental"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Sell food specialties, such as sandwiches and beverages, to office workers and patrons of sports events."
type = "Supplemental"
iwa = "4.A.4.a.6.b"

[[activities]]
name = "Record sales or transactions data."
iwa = "4.A.3.b.6.j"

[[activities]]
name = "Collect fares or payment from customers."
iwa = "4.A.4.c.3.d"

[[activities]]
name = "Resolve issues affecting transportation operations."
iwa = "4.A.4.a.7.c"

[[activities]]
name = "Provide transportation information to passengers or customers."
iwa = "4.A.4.a.3.c"

[[activities]]
name = "Operate vehicles or material-moving equipment."
iwa = "4.A.3.a.4.a"

[[activities]]
name = "Collect payments for goods or services."
iwa = "4.A.4.c.3.d"

[[activities]]
name = "Record details of deliveries or shipments."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Review customer information."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Load shipments, belongings, or materials."
iwa = "4.A.3.a.1.f"

[[activities]]
name = "Sell products or services."
iwa = "4.A.4.a.6.b"

[[activities]]
name = "Clean machinery or equipment."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Maintain vehicles in good working condition."
iwa = "4.A.3.b.4.e"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.15

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Food Production"
family = "knowledge"
value = 3.65

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.49

[[capabilities]]
name = "Transportation"
family = "knowledge"
value = 3.46

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.21

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.03

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 2.95

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 2.91

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 2.9

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 2.88

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 2.88

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "bMobile Technology Route Manager"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "bMobile Technology Sales"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Computer Directions Route Sales Tracker"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "GEOCOMtms A.Maze Planning"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "IBM Domino"
category = "Communications server software"
hot = false
inDemand = false

[[tools]]
example = "MobiTech Systems Route Sales Trakker"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

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

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

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 5

[[workContext]]
name = "Time Pressure"
value = 4.92

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 4.82

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.61

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.6

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.41

[[workContext]]
name = "Contact With Others"
value = 4.37

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.3

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.24

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.18

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 4.17

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 4.1

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.98

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.83

[[workContext]]
name = "Telephone Conversations"
value = 3.77

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.72

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.71

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.65

[[workContext]]
name = "Spend Time Standing"
value = 3.61

[[workContext]]
name = "Frequency of Decision Making"
value = 3.59

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.54

[[workContext]]
name = "Exposed to Contaminants"
value = 3.46

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.43

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.39

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 3.38

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.35

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.33

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.31

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.28

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.21

[[workContext]]
name = "Consequence of Error"
value = 3.11

[[workContext]]
name = "Written Letters and Memos"
value = 3.1

[[workContext]]
name = "Level of Competition"
value = 3.01

[[workContext]]
name = "Public Speaking"
value = 2.92

[[workContext]]
name = "Physical Proximity"
value = 2.91

[[workContext]]
name = "Spend Time Sitting"
value = 2.9

[[workContext]]
name = "Conflict Situations"
value = 2.85

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.79

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.59

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.55

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 6.14

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.34

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.67

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 4.42

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.67

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 3.61

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.47

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.43

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.11

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.03

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 1.9

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 1.77

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.71

[[personFit]]
name = "Culinary Art"
family = "specific_interest_area"
value = 1.66

[[personFit]]
name = "Marketing/Advertising"
family = "specific_interest_area"
value = 1.63

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.62

[[relatedRoles]]
socCode = "53-3033.00"
slug = "role-53-3033-00"
title = "Light Truck Drivers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-5071.00"
slug = "role-43-5071-00"
title = "Shipping, Receiving, and Inventory Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-9091.00"
slug = "role-41-9091-00"
title = "Door-to-Door Sales Workers, News and Street Vendors, and Related Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-2021.00"
slug = "role-41-2021-00"
title = "Counter and Rental Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-5021.00"
slug = "role-43-5021-00"
title = "Couriers and Messengers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7065.00"
slug = "role-53-7065-00"
title = "Stockers and Order Fillers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1021.00"
slug = "role-13-1021-00"
title = "Buyers and Purchasing Agents, Farm Products"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-3032.00"
slug = "role-53-3032-00"
title = "Heavy and Tractor-Trailer Truck Drivers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5032.00"
slug = "role-43-5032-00"
title = "Dispatchers, Except Police, Fire, and Ambulance"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5052.00"
slug = "role-43-5052-00"
title = "Postal Service Mail Carriers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5051.00"
slug = "role-43-5051-00"
title = "Postal Service Clerks"
tier = "Supplemental"

[[relatedRoles]]
socCode = "41-2011.00"
slug = "role-41-2011-00"
title = "Cashiers"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.98
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.7293087
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.5969536
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.7222196
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
