entityType = "role"
schemaVersion = "role.v1"
slug = "role-41-9091-00"
socCode = "41-9091.00"
title = "Door-to-Door Sales Workers, News and Street Vendors, and Related Workers"
summary = "Sell goods or services door-to-door or on the street."
aliases = ["Direct Sales Coach", "Door-to-Door Sales Trainer", "Independent Sales Associate", "Independent Sales Representative", "Independent Beauty Consultant", "Independent Distributor", "Sales Representative (Sales Rep)", "Street Vendor", "Balloon Seller", "Beauty Consultant", "Beauty Counselor", "Book Agent"]
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 = "Less than a High School Diploma"
percentage = 56.52

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 43.48

[educationLevel]
category = "No formal educational credential"
slug = "no-formal-educational-credential"

[market]
medianWage = 34530
meanWage = 39890
pct10Wage = 23440
pct25Wage = 31200
pct75Wage = 42970
pct90Wage = 55970
employment = 4590
areaTitle = "U.S."

[industries]
count = 10

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 1310
medianWage = 26250
lq = 15.13

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 1050
medianWage = 33860
lq = 4.34

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 940
medianWage = 40640
lq = 3.5

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 340
medianWage = 41830
lq = 1.06

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 250
medianWage = 36480
lq = 7.83

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 210
medianWage = 38800
lq = 1.17

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 100
medianWage = 33880
lq = 1.27

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
medianWage = 33230

[[industries.top]]
naics = "561730"
slug = "561730"
title = "Landscaping Services"
level = "National industry"
medianWage = 34530

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
medianWage = 53320

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 1310
lq = 15.13

[[industries.concentrated]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 250
lq = 7.83

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 1050
lq = 4.34

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 940
lq = 3.5

[[industries.concentrated]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
employment = 100
lq = 1.27

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 210
lq = 1.17

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 340
lq = 1.06

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

[aiOutlook.index]
value = 65
percentile = 64
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 79
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 35
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 82
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.94
percentile = 86
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 = 0.17391304347826086
beta = 0.2608695652173913
gamma = 0.34782608695652173

[aiOutlook.bls]
growthPercent = -10
growthPercentile = 6
direction = "Declining"
annualOpeningsThousands = 2.7
annualOpeningsPercentile = 35
employment2024Thousands = 25.3
employment2034Thousands = 22.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.107101
percentile = 79
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 = 0.34782608695652173
percentile = 35
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 = 0.256586305574647
percentile = 82
band = "High"
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 = "Answer questions about product features and benefits."
usagePercent = 0.011811395634508174
importance = 4.17

[[aiOutlook.usageTasks]]
task = "Explain products or services and prices and demonstrate use of products."
usagePercent = 0.004621850465677112
importance = 4.7

[[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 = 3
taskCount = 5
totalSample = 1626
autonomyMedian = 4
dominantCollaboration = "learning"
automationShare = 36.9
augmentationShare = 59.63
workUsePercent = 12.03
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 36.08

[[aiPlaybook.collaboration]]
label = "directive"
percent = 33.8

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 21.9

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 3.1

[[aiPlaybook.collaboration]]
label = "none"
percent = 1.77

[[aiPlaybook.collaboration]]
label = "validation"
percent = 1.65

[[aiPlaybook.useCase]]
label = "personal"
percent = 87.22

[[aiPlaybook.useCase]]
label = "work"
percent = 12.03

[[aiPlaybook.delegatedTasks]]
task = "Answer questions about product features and benefits."
usagePercent = 0.09281160145018127
collaboration = "directive"
autonomyMedian = 3
sampleCount = 928

[[aiPlaybook.delegatedTasks]]
task = "Explain products or services and prices and demonstrate use of products."
usagePercent = 0.05870733841730216
collaboration = "learning"
autonomyMedian = 4
sampleCount = 587

[[aiPlaybook.delegatedTasks]]
task = "Develop prospect lists."
usagePercent = 0.006500812601575197
collaboration = "directive"
autonomyMedian = 4
sampleCount = 65

[[aiPlaybook.boundaryTasks]]
task = "Answer questions about product features and benefits."
humanNeededPercent = 99.89224137931035
sampleCount = 928

[[aiPlaybook.boundaryTasks]]
task = "Explain products or services and prices and demonstrate use of products."
humanNeededPercent = 99.65928449744463
sampleCount = 587

[[aiPlaybook.boundaryTasks]]
task = "Develop prospect lists."
humanNeededPercent = 95.38461538461539
sampleCount = 65

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: answer questions about product features and benefits. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to explain products or services and prices and demonstrate use of products, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: develop prospect lists. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 12
skills = 33
capabilities = 120
tools = 5
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "14b66746e6eeadb1"

[[tasks]]
text = "Explain products or services and prices and demonstrate use of products."
type = "Core"
iwa = "4.A.4.a.1.a"

[[tasks]]
text = "Develop prospect lists."
type = "Core"
iwa = "4.A.1.b.1.b"

[[tasks]]
text = "Deliver merchandise and collect payment."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Write and record orders for merchandise or enter orders into computers."
type = "Core"
iwa = "4.A.4.c.1.c"

[[tasks]]
text = "Arrange buying parties and solicit sponsorship of such parties to sell merchandise."
type = "Core"
iwa = "4.A.4.a.6.c"

[[tasks]]
text = "Answer questions about product features and benefits."
type = "Core"
iwa = "4.A.4.a.8.c"

[[tasks]]
text = "Distribute product samples or literature that details products or services."
type = "Core"
iwa = "4.A.4.a.6.c"

[[tasks]]
text = "Circulate among potential customers or travel by foot, truck, automobile, or bicycle to deliver or sell merchandise or services."
type = "Core"
iwa = "4.A.4.a.6.b"

[[tasks]]
text = "Persuade customers to purchase merchandise or services."
type = "Core"
iwa = "4.A.4.a.6.b"

[[tasks]]
text = "Set up and display sample merchandise at parties or stands."
type = "Core"
iwa = "4.A.3.a.2.h"

[[tasks]]
text = "Order or purchase supplies."
type = "Core"
iwa = "4.A.4.c.3.e"

[[tasks]]
text = "Stock carts or stands."
type = "Supplemental"
iwa = "4.A.3.a.2.ak"

[[emergingTasks]]
text = "Contact customers to ensure their satisfaction with products or services."

[[emergingTasks]]
text = "Train new recruits or other employees."

[[activities]]
name = "Arrange delivery of goods or services."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Process sales or other transactions."
iwa = "4.A.4.c.1.c"

[[activities]]
name = "Take product orders from customers."
iwa = "4.A.4.c.1.c"

[[activities]]
name = "Explain technical product or service information to customers."
iwa = "4.A.4.a.1.a"

[[activities]]
name = "Demonstrate products to consumers."
iwa = "4.A.4.a.6.c"

[[activities]]
name = "Contact current or potential customers to promote products or services."
iwa = "4.A.4.a.6.c"

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

[[activities]]
name = "Answer customer questions about goods or services."
iwa = "4.A.4.a.8.c"

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

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

[[activities]]
name = "Distribute promotional literature or samples to customers."
iwa = "4.A.4.a.6.c"

[[activities]]
name = "Purchase stocks of merchandise or supplies."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Set up merchandise displays."
iwa = "4.A.3.a.2.h"

[[activities]]
name = "Stock products or parts."
iwa = "4.A.3.a.2.ak"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.38

[[capabilities]]
name = "Sales and Marketing"
family = "knowledge"
value = 4.17

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

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

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.88

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.75

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

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

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.29

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.12

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.04

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3

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

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

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 2.88

[[capabilities]]
name = "Originality"
family = "ability"
value = 2.88

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 2.88

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 2.88

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 2.88

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 2.75

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 2.75

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.62

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 2.62

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 2.62

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 2.5

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.5

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 2.5

[[capabilities]]
name = "Time Sharing"
family = "ability"
value = 2.5

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 2.42

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 2.38

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

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

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

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

[[skills]]
name = "Negotiation"
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 = "Facebook"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Facebook"
category = "Web page creation and editing software"
hot = true
inDemand = false

[[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 = "Route mapping software"
category = "Route navigation software"
hot = false
inDemand = false

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

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.79

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.75

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.7

[[workContext]]
name = "Telephone Conversations"
value = 4.55

[[workContext]]
name = "E-Mail"
value = 4.48

[[workContext]]
name = "Contact With Others"
value = 4.48

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.14

[[workContext]]
name = "Public Speaking"
value = 3.7

[[workContext]]
name = "Physical Proximity"
value = 3.67

[[workContext]]
name = "Level of Competition"
value = 3.21

[[workContext]]
name = "Written Letters and Memos"
value = 3.14

[[workContext]]
name = "Spend Time Standing"
value = 3.08

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.05

[[workContext]]
name = "Time Pressure"
value = 3.04

[[workContext]]
name = "Spend Time Sitting"
value = 2.96

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 2.96

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.92

[[workContext]]
name = "Frequency of Decision Making"
value = 2.92

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 2.83

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.79

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.71

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.58

[[workContext]]
name = "Conflict Situations"
value = 2.54

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.43

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.21

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.04

[[workContext]]
name = "Degree of Automation"
value = 1.88

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.83

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.83

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.79

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 1.79

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.71

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.71

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.67

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.62

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.62

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.54

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.5

[[workContext]]
name = "Exposed to Contaminants"
value = 1.46

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.46

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 6.84

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.52

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.7

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 4

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.56

[[personFit]]
name = "Marketing/Advertising"
family = "specific_interest_area"
value = 3.44

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 3

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 2.96

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.79

[[personFit]]
name = "Optimism"
family = "work_style"
value = 2.67

[[personFit]]
name = "Self-Confidence"
family = "work_style"
value = 2.36

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.09

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.04

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.04

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2

[[relatedRoles]]
socCode = "41-2031.00"
slug = "role-41-2031-00"
title = "Retail Salespersons"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "41-9011.00"
slug = "role-41-9011-00"
title = "Demonstrators and Product Promoters"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "41-4012.00"
slug = "role-41-4012-00"
title = "Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "13-1022.00"
slug = "role-13-1022-00"
title = "Wholesale and Retail Buyers, Except Farm Products"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-9041.00"
slug = "role-41-9041-00"
title = "Telemarketers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-3031.00"
slug = "role-53-3031-00"
title = "Driver/Sales Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-3091.00"
slug = "role-41-3091-00"
title = "Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-4151.00"
slug = "role-43-4151-00"
title = "Order Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "41-3011.00"
slug = "role-41-3011-00"
title = "Advertising Sales Agents"
tier = "Supplemental"

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

[[careerClusters]]
cluster = "Marketing & Sales"
slug = "marketing-sales"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.94
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.107101
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.0474758
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.511458
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
