{ "entityType": "role", "schemaVersion": "role.v1", "slug": "role-37-2021-00", "socCode": "37-2021.00", "title": "Pest Control Workers", "summary": "Apply or release chemical solutions or toxic gases and set traps to kill or remove pests and vermin that infest buildings and surrounding areas.", "aliases": [ "Exterminator", "Pest Control Technician (Pest Control Tech)", "Pest Technician", "Residential Pest Control Technician", "Certified Pest Control Technician", "Commercial Pest Control Technician", "Pest Control Applicator", "Pest Control Chemical Technician", "Pest Control Operator", "Termite Technician", "Bed Bug Exterminator", "Chemical Applicator" ], "tasks": [ { "text": "Record work activities performed.", "type": "Core", "iwa": "4.A.3.b.6.h" }, { "text": "Inspect premises to identify infestation source and extent of damage to property, wall, or roof porosity and access to infested locations.", "type": "Core", "iwa": "4.A.1.b.2.e" }, { "text": "Recommend treatment and prevention methods for pest problems to clients.", "type": "Core", "iwa": "4.A.4.b.6.b" }, { "text": "Post warning signs and lock building doors to secure area to be fumigated.", "type": "Supplemental", "iwa": "4.A.3.a.1.k" }, { "text": "Spray or dust chemical solutions, powders, or gases into rooms, onto clothing, furnishings, or wood, or over marshlands, ditches, or catch basins.", "type": "Core", "iwa": "4.A.3.a.2.ag" }, { "text": "Clean work site after completion of job.", "type": "Core", "iwa": "4.A.3.a.1.c" }, { "text": "Drive truck equipped with power spraying equipment.", "type": "Core", "iwa": "4.A.3.a.4.a" }, { "text": "Measure area dimensions requiring treatment, calculate fumigant requirements, and estimate cost for service.", "type": "Core", "iwa": "4.A.1.b.3.b" }, { "text": "Study preliminary reports or diagrams of infested area and determine treatment type required to eliminate and prevent recurrence of infestation.", "type": "Core", "iwa": "4.A.1.a.1.b" }, { "text": "Set mechanical traps, or place poisonous paste or bait in sewers, burrows, or ditches.", "type": "Supplemental", "iwa": "4.A.3.a.2.ag" }, { "text": "Direct, or assist other workers in, treatment or extermination processes to eliminate or control rodents, insects, or weeds.", "type": "Core", "iwa": "4.A.4.b.4.a" }, { "text": "Cut or bore openings in building or surrounding concrete, access infested areas, insert nozzle, and inject pesticide to impregnate ground.", "type": "Supplemental", "iwa": "4.A.3.a.2.ag" } ], "emergingTasks": [], "activities": [ { "name": "Recommend products or services to customers.", "iwa": "4.A.4.b.6.b" }, { "name": "Estimate maintenance service requirements or costs.", "iwa": "4.A.1.b.3.b" }, { "name": "Document work hours or activities.", "iwa": "4.A.3.b.6.h" }, { "name": "Inspect buildings or grounds to determine condition.", "iwa": "4.A.1.b.2.e" }, { "name": "Treat greenery or surfaces with protective substances.", "iwa": "4.A.3.a.2.ag" }, { "name": "Clean facilities or sites.", "iwa": "4.A.3.a.1.c" }, { "name": "Supervise maintenance workers.", "iwa": "4.A.4.b.4.a" }, { "name": "Drive trucks or other vehicles to or at work sites.", "iwa": "4.A.3.a.4.a" }, { "name": "Block physical access to restricted areas.", "iwa": "4.A.3.a.1.k" }, { "name": "Notify others of emergencies, problems, or hazards.", "iwa": "4.A.4.a.2.g" }, { "name": "Treat facilities to eliminate pests.", "iwa": "4.A.3.a.2.ag" }, { "name": "Evaluate reports or designs to determine work needs.", "iwa": "4.A.1.a.1.b" } ], "capabilities": [ { "name": "Near Vision", "family": "ability", "value": 4 }, { "name": "Customer and Personal Service", "family": "knowledge", "value": 3.82 }, { "name": "Active Listening", "family": "essential_skill", "value": 3.75 }, { "name": "Critical Thinking", "family": "essential_skill", "value": 3.75 }, { "name": "Oral Comprehension", "family": "ability", "value": 3.75 }, { "name": "Oral Expression", "family": "ability", "value": 3.75 }, { "name": "Speech Clarity", "family": "ability", "value": 3.75 }, { "name": "Writing", "family": "essential_skill", "value": 3.62 }, { "name": "Speaking", "family": "essential_skill", "value": 3.62 }, { "name": "Monitoring", "family": "essential_skill", "value": 3.62 }, { "name": "Written Expression", "family": "ability", "value": 3.62 }, { "name": "Problem Sensitivity", "family": "ability", "value": 3.62 }, { "name": "Deductive Reasoning", "family": "ability", "value": 3.62 }, { "name": "Speech Recognition", "family": "ability", "value": 3.62 }, { "name": "Time Management", "family": "transferable_skill", "value": 3.5 }, { "name": "Inductive Reasoning", "family": "ability", "value": 3.5 }, { "name": "Far Vision", "family": "ability", "value": 3.5 }, { "name": "Social Perceptiveness", "family": "transferable_skill", "value": 3.38 }, { "name": "Service Orientation", "family": "transferable_skill", "value": 3.25 }, { "name": "Complex Problem Solving", "family": "transferable_skill", "value": 3.25 }, { "name": "Written Comprehension", "family": "ability", "value": 3.25 }, { "name": "Information Ordering", "family": "ability", "value": 3.25 }, { "name": "Category Flexibility", "family": "ability", "value": 3.25 }, { "name": "Flexibility of Closure", "family": "ability", "value": 3.25 }, { "name": "Active Learning", "family": "essential_skill", "value": 3.12 }, { "name": "Coordination", "family": "transferable_skill", "value": 3.12 }, { "name": "Persuasion", "family": "transferable_skill", "value": 3.12 }, { "name": "Negotiation", "family": "transferable_skill", "value": 3.12 }, { "name": "Judgment and Decision Making", "family": "transferable_skill", "value": 3.12 }, { "name": "Public Safety and Security", "family": "knowledge", "value": 3.11 }, { "name": "English Language", "family": "knowledge", "value": 3.08 }, { "name": "Reading Comprehension", "family": "essential_skill", "value": 3 }, { "name": "Operations Monitoring", "family": "transferable_skill", "value": 3 }, { "name": "Operation and Control", "family": "transferable_skill", "value": 3 }, { "name": "Management of Personnel Resources", "family": "transferable_skill", "value": 3 }, { "name": "Visualization", "family": "ability", "value": 3 }, { "name": "Selective Attention", "family": "ability", "value": 3 }, { "name": "Time Sharing", "family": "ability", "value": 3 }, { "name": "Arm-Hand Steadiness", "family": "ability", "value": 3 }, { "name": "Manual Dexterity", "family": "ability", "value": 3 } ], "skills": [ { "name": "Critical Thinking", "type": "Common Skill" }, { "name": "Active Listening", "type": "Common Skill" }, { "name": "Writing", "type": "Common Skill" }, { "name": "Speech Recognition", "type": "Specialized Skill" }, { "name": "Deductive Reasoning", "type": "Common Skill" }, { "name": "Time Management", "type": "Common Skill" }, { "name": "Inductive Reasoning", "type": "Common Skill" }, { "name": "Social Perceptiveness", "type": "Common Skill" }, { "name": "Information Ordering", "type": "Specialized Skill" }, { "name": "Complex Problem Solving", "type": "Common Skill" }, { "name": "Negotiation", "type": "Common Skill" }, { "name": "Active Learning", "type": "Common Skill" }, { "name": "English Language", "type": "Common Skill" }, { "name": "Visualization", "type": "Specialized Skill" }, { "name": "Reading Comprehension", "type": "Common Skill" }, { "name": "Microsoft Word", "type": "Common Skill" }, { "name": "Microsoft SharePoint", "type": "Specialized Skill" }, { "name": "Microsoft Excel", "type": "Common Skill" }, { "name": "Chemistry", "type": "Specialized Skill" }, { "name": "Biology", "type": "Specialized Skill" }, { "name": "Systems Analysis", "type": "Specialized Skill" }, { "name": "Instructing", "type": "Specialized Skill" }, { "name": "Finger Dexterity", "type": "Common Skill" }, { "name": "Depth Perception", "type": "Common Skill" }, { "name": "Learning Strategies", "type": "Specialized Skill" }, { "name": "Mathematics", "type": "Common Skill" }, { "name": "Geography", "type": "Specialized Skill" }, { "name": "Equipment Maintenance", "type": "Specialized Skill" }, { "name": "Equipment Selection", "type": "Specialized Skill" }, { "name": "Email Software", "type": "Specialized Skill" }, { "name": "Database Software", "type": "Specialized Skill" }, { "name": "Physics", "type": "Specialized Skill" }, { "name": "Psychology", "type": "Specialized Skill" }, { "name": "Telecommunications", "type": "Specialized Skill" }, { "name": "Foreign Language", "type": "Common Skill" }, { "name": "Installation", "type": "Specialized Skill" }, { "name": "Accounting Software", "type": "Specialized Skill" } ], "tools": [ { "example": "Intuit QuickBooks", "category": "Accounting software", "hot": true, "inDemand": false }, { "example": "Microsoft Excel", "category": "Spreadsheet software", "hot": true, "inDemand": false }, { "example": "Microsoft Office software", "category": "Office suite software", "hot": true, "inDemand": false }, { "example": "Microsoft SharePoint", "category": "Document management software", "hot": true, "inDemand": false }, { "example": "Microsoft Word", "category": "Word processing software", "hot": true, "inDemand": false }, { "example": "Database software", "category": "Data base user interface and query software", "hot": false, "inDemand": false }, { "example": "Email software", "category": "Electronic mail software", "hot": false, "inDemand": false }, { "example": "Marathon Data Systems PestPac", "category": "Data base user interface and query software", "hot": false, "inDemand": false }, { "example": "Report writing software", "category": "Word processing software", "hot": false, "inDemand": false }, { "example": "Supply inventory software", "category": "Inventory management software", "hot": false, "inDemand": false }, { "example": "Work scheduling software", "category": "Calendar and scheduling software", "hot": false, "inDemand": false }, { "example": "YouTube", "category": "Video creation and editing software", "hot": false, "inDemand": false } ], "workContext": [ { "name": "In an Enclosed Vehicle or Operate Enclosed Equipment", "value": 4.95 }, { "name": "Face-to-Face Discussions with Individuals and Within Teams", "value": 4.7 }, { "name": "Outdoors, Exposed to All Weather Conditions", "value": 4.67 }, { "name": "Telephone Conversations", "value": 4.64 }, { "name": "Exposed to Contaminants", "value": 4.54 }, { "name": "Freedom to Make Decisions", "value": 4.48 }, { "name": "Contact With Others", "value": 4.38 }, { "name": "Frequency of Decision Making", "value": 4.38 }, { "name": "Determine Tasks, Priorities and Goals", "value": 4.35 }, { "name": "Impact of Decisions on Co-workers or Company Results", "value": 4.19 }, { "name": "Time Pressure", "value": 4.14 }, { "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls", "value": 4.13 }, { "name": "Importance of Being Exact or Accurate", "value": 4.11 }, { "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets", "value": 4.06 }, { "name": "Deal With External Customers or the Public in General", "value": 4 }, { "name": "Spend Time Walking or Running", "value": 3.97 }, { "name": "Spend Time Standing", "value": 3.85 }, { "name": "Spend Time Making Repetitive Motions", "value": 3.72 }, { "name": "Exposed to Very Hot or Cold Temperatures", "value": 3.62 }, { "name": "Exposed to Minor Burns, Cuts, Bites, or Stings", "value": 3.6 }, { "name": "Exposed to Cramped Work Space, Awkward Positions", "value": 3.52 }, { "name": "Exposed to Hazardous Conditions", "value": 3.49 }, { "name": "Importance of Repeating Same Tasks", "value": 3.42 }, { "name": "Consequence of Error", "value": 3.27 }, { "name": "Indoors, Environmentally Controlled", "value": 3.21 }, { "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions", "value": 3.2 }, { "name": "Spend Time Bending or Twisting Your Body", "value": 3.19 }, { "name": "Indoors, Not Environmentally Controlled", "value": 3.18 }, { "name": "Work With or Contribute to a Work Group or Team", "value": 3.17 }, { "name": "Level of Competition", "value": 3.04 }, { "name": "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection", "value": 2.99 }, { "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable", "value": 2.93 }, { "name": "Dealing With Unpleasant, Angry, or Discourteous People", "value": 2.89 }, { "name": "Outdoors, Under Cover", "value": 2.88 }, { "name": "Physical Proximity", "value": 2.88 }, { "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling", "value": 2.86 }, { "name": "Health and Safety of Other Workers", "value": 2.84 }, { "name": "Conflict Situations", "value": 2.72 }, { "name": "Written Letters and Memos", "value": 2.67 }, { "name": "Exposed to High Places", "value": 2.62 } ], "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)", "educationDistribution": [ { "label": "High School Diploma", "percentage": 90.24 }, { "label": "Post-Secondary Certificate", "percentage": 8.79 }, { "label": "Some College Courses", "percentage": 0.59 }, { "label": "Associate's Degree (or other 2-year degree)", "percentage": 0.38 } ] }, "personFit": [ { "name": "Realistic", "family": "career_interest_type", "value": 6.85 }, { "name": "Physical/Manual Labor", "family": "specific_interest_area", "value": 4.71 }, { "name": "Conventional", "family": "career_interest_type", "value": 4.17 }, { "name": "Transportation/Machine Operation", "family": "specific_interest_area", "value": 4.05 }, { "name": "Dependability", "family": "work_style", "value": 3 }, { "name": "Investigative", "family": "career_interest_type", "value": 2.94 }, { "name": "Enterprising", "family": "career_interest_type", "value": 2.21 }, { "name": "Attention to Detail", "family": "work_style", "value": 2.11 }, { "name": "Cautiousness", "family": "work_style", "value": 2.06 }, { "name": "Nature/Outdoors", "family": "specific_interest_area", "value": 1.9 }, { "name": "Life Science", "family": "specific_interest_area", "value": 1.77 }, { "name": "Agriculture", "family": "specific_interest_area", "value": 1.76 }, { "name": "Sales", "family": "specific_interest_area", "value": 1.7 }, { "name": "Social", "family": "career_interest_type", "value": 1.67 }, { "name": "Mechanics/Electronics", "family": "specific_interest_area", "value": 1.56 }, { "name": "Protective Service", "family": "specific_interest_area", "value": 1.55 } ], "relatedRoles": [ { "socCode": "37-3012.00", "slug": "role-37-3012-00", "title": "Pesticide Handlers, Sprayers, and Applicators, Vegetation", "tier": "Primary-Short" }, { "socCode": "47-4041.00", "slug": "role-47-4041-00", "title": "Hazardous Materials Removal Workers", "tier": "Primary-Short" }, { "socCode": "47-4071.00", "slug": "role-47-4071-00", "title": "Septic Tank Servicers and Sewer Pipe Cleaners", "tier": "Primary-Short" }, { "socCode": "37-3011.00", "slug": "role-37-3011-00", "title": "Landscaping and Groundskeeping Workers", "tier": "Primary-Short" }, { "socCode": "51-8031.00", "slug": "role-51-8031-00", "title": "Water and Wastewater Treatment Plant and System Operators", "tier": "Primary-Short" }, { "socCode": "37-1012.00", "slug": "role-37-1012-00", "title": "First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers", "tier": "Primary-Long" }, { "socCode": "45-1011.00", "slug": "role-45-1011-00", "title": "First-Line Supervisors of Farming, Fishing, and Forestry Workers", "tier": "Primary-Long" }, { "socCode": "19-4012.00", "slug": "role-19-4012-00", "title": "Agricultural Technicians", "tier": "Primary-Long" }, { "socCode": "45-2092.00", "slug": "role-45-2092-00", "title": "Farmworkers and Laborers, Crop, Nursery, and Greenhouse", "tier": "Primary-Long" }, { "socCode": "45-2011.00", "slug": "role-45-2011-00", "title": "Agricultural Inspectors", "tier": "Primary-Long" }, { "socCode": "19-4042.00", "slug": "role-19-4042-00", "title": "Environmental Science and Protection Technicians, Including Health", "tier": "Supplemental" }, { "socCode": "17-3025.00", "slug": "role-17-3025-00", "title": "Environmental Engineering Technologists and Technicians", "tier": "Supplemental" } ], "careerClusters": [ { "cluster": "Agriculture", "slug": "agriculture" } ], "educationLevel": { "category": "High school diploma or equivalent", "slug": "high-school-diploma-or-equivalent" }, "studyPrograms": [], "market": { "medianWage": 44730, "meanWage": 45800, "pct10Wage": 32460, "pct25Wage": 37060, "pct75Wage": 49300, "pct90Wage": 61410, "employment": 96110, "areaTitle": "U.S." }, "industries": { "top": [ { "naics": "56", "slug": "56", "title": "Administrative and Support and Waste Management and Remediation Services", "level": "Sector", "employment": 92430, "medianWage": 44660, "lq": 16.42 }, { "naics": "561710", "slug": "561710", "title": "Exterminating and Pest Control Services", "level": "National industry", "employment": 90350, "medianWage": 44660, "lq": 978.9 }, { "naics": "61", "slug": "61", "title": "Educational Services", "level": "Sector", "employment": 260, "medianWage": 49520, "lq": 0.03 }, { "naics": "561730", "slug": "561730", "title": "Landscaping Services", "level": "National industry", "employment": 200, "medianWage": 47320, "lq": 0.35 }, { "naics": "31-33", "slug": "31-33", "title": "Manufacturing", "level": "Sector", "employment": 160, "medianWage": 56990, "lq": 0.02 }, { "naics": "11", "slug": "11", "title": "Agriculture, Forestry, Fishing and Hunting", "level": "Sector", "employment": 150, "medianWage": 42720, "lq": 0.57 }, { "naics": "53", "slug": "53", "title": "Real Estate and Rental and Leasing", "level": "Sector", "employment": 110, "medianWage": 37000, "lq": 0.07 }, { "naics": "561320", "slug": "561320", "title": "Temporary Help Services", "level": "National industry", "employment": 110, "medianWage": 36310, "lq": 0.07 }, { "naics": "42", "slug": "42", "title": "Wholesale Trade", "level": "Sector", "employment": 100, "medianWage": 44630, "lq": 0.03 }, { "naics": "71", "slug": "71", "title": "Arts, Entertainment, and Recreation", "level": "Sector", "employment": 90, "medianWage": 48530 }, { "naics": "23", "slug": "23", "title": "Construction", "level": "Sector", "employment": 40, "medianWage": 46490 }, { "naics": "48-49", "slug": "48-49", "title": "Transportation and Warehousing", "level": "Sector", "employment": 40, "medianWage": 51440 } ], "concentrated": [ { "naics": "561710", "slug": "561710", "title": "Exterminating and Pest Control Services", "level": "National industry", "employment": 90350, "lq": 978.9 }, { "naics": "56", "slug": "56", "title": "Administrative and Support and Waste Management and Remediation Services", "level": "Sector", "employment": 92430, "lq": 16.42 }, { "naics": "11", "slug": "11", "title": "Agriculture, Forestry, Fishing and Hunting", "level": "Sector", "employment": 150, "lq": 0.57 }, { "naics": "561730", "slug": "561730", "title": "Landscaping Services", "level": "National industry", "employment": 200, "lq": 0.35 }, { "naics": "53", "slug": "53", "title": "Real Estate and Rental and Leasing", "level": "Sector", "employment": 110, "lq": 0.07 }, { "naics": "561320", "slug": "561320", "title": "Temporary Help Services", "level": "National industry", "employment": 110, "lq": 0.07 }, { "naics": "42", "slug": "42", "title": "Wholesale Trade", "level": "Sector", "employment": 100, "lq": 0.03 }, { "naics": "61", "slug": "61", "title": "Educational Services", "level": "Sector", "employment": 260, "lq": 0.03 } ], "count": 14 }, "aiSignals": [ { "source": "frey_osborne", "label": "Computerization probability", "score": 0.66, "scale": "0-1 probability", "release": "2013-baseline-2016-employment-snapshot" }, { "source": "felten_aioe", "label": "AI occupational exposure", "score": -0.7255374, "scale": "relative exposure score", "release": "2021-plus-generative-ai-workbooks" }, { "source": "felten_image_generation_aioe", "label": "Image generation occupational exposure", "score": -0.494887, "scale": "relative exposure score", "release": "2021-plus-generative-ai-workbooks" }, { "source": "felten_language_modeling_aioe", "label": "Language modeling occupational exposure", "score": -0.7243282, "scale": "relative exposure score", "release": "2021-plus-generative-ai-workbooks" } ], "aiOutlook": { "index": { "value": 33, "percentile": 31, "band": "Low", "version": "ai-exposure-index-v1", "components": [ { "percentile": 28, "source": "felten_aioe" }, { "percentile": 34, "source": "openai_gpts_are_gpts" }, { "percentile": 36, "source": "microsoft_working_with_ai" } ], "componentCount": 3 }, "exposure": [ { "source": "felten_aioe", "label": "Overall AI exposure (Felten et al.)", "value": -0.7255374, "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." }, { "source": "eloundou_gamma", "label": "LLM task exposure, γ (OpenAI / Eloundou)", "value": 0.3333333333333333, "percentile": 34, "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." }, { "source": "microsoft_applicability", "label": "AI assistant applicability (Microsoft)", "value": 0.11516054696666098, "percentile": 36, "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." } ], "freyHistorical": { "source": "frey", "label": "Computerization probability (Frey & Osborne, 2013)", "value": 0.66, "percentile": 56, "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." }, "teleworkable": false, "eloundou": { "alpha": 0.16666666666666666, "beta": 0.25, "gamma": 0.3333333333333333 }, "usageTasks": [ { "task": "Recommend treatment and prevention methods for pest problems to clients.", "usagePercent": 0.0020541557625231607, "importance": 4.3 } ], "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2", "bls": { "growthPercent": 4.9, "growthPercentile": 73, "direction": "About average", "annualOpeningsThousands": 13.4, "annualOpeningsPercentile": 69, "employment2024Thousands": 102.4, "employment2034Thousands": 107.5 }, "sources": [ { "source": "bls_employment_projections", "version": "2024-2034" }, { "source": "dingel_neiman", "version": "dingel-neiman-workathome" }, { "source": "felten_aioe", "version": "felten-raj-seamans-aioe" }, { "source": "frey_osborne", "version": "frey-osborne-automation" }, { "source": "microsoft_working_with_ai", "version": "working-with-ai" }, { "source": "openai_gpts_are_gpts", "version": "gpts-are-gpts" } ] }, "aiPlaybook": { "trustedTaskCount": 1, "taskCount": 2, "totalSample": 67, "autonomyMedian": 3, "dominantCollaboration": "directive", "automationShare": 45.83, "collaboration": [ { "label": "directive", "percent": 45.83 } ], "useCase": [ { "label": "personal", "percent": 54.17 } ], "delegatedTasks": [ { "task": "Recommend treatment and prevention methods for pest problems to clients.", "usagePercent": 0.004800600075009376, "collaboration": "directive", "autonomyMedian": 3, "sampleCount": 48 } ], "boundaryTasks": [ { "task": "Recommend treatment and prevention methods for pest problems to clients.", "humanNeededPercent": 93.75, "sampleCount": 48 } ], "seedPrompts": [ { "prompt": "Do this for me: recommend treatment and prevention methods for pest problems to clients. Give me a finished draft I can review and adjust.", "collaboration": "directive" } ], "release": "2026-01-15-v4-plus-2025-03-27-v2" }, "counts": { "tasks": 13, "skills": 37, "capabilities": 120, "tools": 12, "relatedRoles": 20 }, "source": { "dataset": "gold.onet_role_starter_surface", "version": "30.3", "generatedAt": "2026-06-02T21:00:32.945303+00:00", "contentHash": "f3e839499265bc01" } }