{ "entityType": "role", "schemaVersion": "role.v1", "slug": "role-37-3011-00", "socCode": "37-3011.00", "title": "Landscaping and Groundskeeping Workers", "summary": "Landscape or maintain grounds of property using hand or power tools or equipment. Workers typically perform a variety of tasks, which may include any combination of the following: sod laying, mowing, trimming, planting, watering, fertilizing, digging, raking, sprinkler installation, and installation of mortarless segmental concrete masonry wall units.", "aliases": [ "Grounds Maintenance Worker", "Grounds Worker", "Groundskeeper", "Outside Maintenance Worker", "Gardener", "Greenskeeper", "Grounds Person", "Grounds Specialist", "Landscape Specialist", "Landscape Technician", "Athletic Field Custodian", "Bonsai Tender" ], "tasks": [ { "text": "Gather and remove litter.", "type": "Core", "iwa": "4.A.3.a.1.e" }, { "text": "Use hand tools, such as shovels, rakes, pruning saws, saws, hedge or brush trimmers, or axes.", "type": "Core", "iwa": "4.A.3.a.3.k" }, { "text": "Operate vehicles or powered equipment, such as mowers, tractors, twin-axle vehicles, snow blowers, chainsaws, electric clippers, sod cutters, or pruning saws.", "type": "Core", "iwa": "4.A.3.a.3.k" }, { "text": "Water lawns, trees, or plants, using portable sprinkler systems, hoses, or watering cans.", "type": "Core", "iwa": "4.A.3.a.1.q" }, { "text": "Prune or trim trees, shrubs, or hedges, using shears, pruners, or chain saws.", "type": "Core", "iwa": "4.A.3.a.2.n" }, { "text": "Mix and spray or spread fertilizers, herbicides, or insecticides onto grass, shrubs, or trees, using hand or automatic sprayers or spreaders.", "type": "Core", "iwa": "4.A.3.a.1.a" }, { "text": "Use irrigation methods to adjust the amount of water consumption and to prevent waste.", "type": "Supplemental", "iwa": "4.A.3.a.1.q" }, { "text": "Provide proper upkeep of sidewalks, driveways, parking lots, fountains, planters, burial sites, or other grounds features.", "type": "Supplemental", "iwa": "4.A.1.b.2.e" }, { "text": "Shovel snow from walks, driveways, or parking lots, and spread salt in those areas.", "type": "Supplemental", "iwa": "4.A.3.a.1.c" }, { "text": "Maintain irrigation systems, including winterizing the systems and starting them up in spring.", "type": "Supplemental", "iwa": "4.A.3.b.5.a" }, { "text": "Plan or cultivate lawns or gardens.", "type": "Supplemental", "iwa": "4.A.3.a.1.q" }, { "text": "Care for established lawns by mulching, aerating, weeding, grubbing, removing thatch, or trimming or edging around flower beds, walks, or walls.", "type": "Core", "iwa": "4.A.3.a.1.q" } ], "emergingTasks": [ { "text": "Move furniture." } ], "activities": [ { "name": "Operate grounds maintenance equipment.", "iwa": "4.A.3.a.3.k" }, { "name": "Drive trucks or other vehicles to or at work sites.", "iwa": "4.A.3.a.4.a" }, { "name": "Trim trees or other vegetation.", "iwa": "4.A.3.a.2.n" }, { "name": "Remove snow.", "iwa": "4.A.3.a.1.c" }, { "name": "Cultivate lawns, turf, or gardens.", "iwa": "4.A.3.a.1.q" }, { "name": "Dispose of trash or waste materials.", "iwa": "4.A.3.a.1.e" }, { "name": "Maintain equipment or systems to ensure proper functioning.", "iwa": "4.A.3.b.5.a" }, { "name": "Prepare chemicals for work application.", "iwa": "4.A.3.a.1.a" }, { "name": "Treat greenery or surfaces with protective substances.", "iwa": "4.A.3.a.2.ag" }, { "name": "Inspect buildings or grounds to determine condition.", "iwa": "4.A.1.b.2.e" }, { "name": "Irrigate lawns, trees, or plants.", "iwa": "4.A.3.a.1.q" }, { "name": "Clean facilities or sites.", "iwa": "4.A.3.a.1.c" }, { "name": "Remove debris from work sites.", "iwa": "4.A.3.a.1.e" }, { "name": "Evaluate reports or designs to determine work needs.", "iwa": "4.A.1.a.1.b" }, { "name": "Plant greenery to improve landscape appearance.", "iwa": "4.A.3.a.1.q" }, { "name": "Decorate indoor or outdoor spaces.", "iwa": "4.A.3.a.2.h" }, { "name": "Provide information about landscaping services or costs.", "iwa": "4.A.4.a.1.a" }, { "name": "Install equipment to protect or support trees.", "iwa": "4.A.3.a.2.a" }, { "name": "Install fencing or other barriers.", "iwa": "4.A.3.a.2.a" }, { "name": "Install masonry materials.", "iwa": "4.A.3.a.2.a" }, { "name": "Build construction forms or molds.", "iwa": "4.A.3.a.2.aj" } ], "capabilities": [ { "name": "Multilimb Coordination", "family": "ability", "value": 3.62 }, { "name": "English Language", "family": "knowledge", "value": 3.4 }, { "name": "Manual Dexterity", "family": "ability", "value": 3.38 }, { "name": "Trunk Strength", "family": "ability", "value": 3.25 }, { "name": "Customer and Personal Service", "family": "knowledge", "value": 3.24 }, { "name": "Operation and Control", "family": "transferable_skill", "value": 3.12 }, { "name": "Arm-Hand Steadiness", "family": "ability", "value": 3.12 }, { "name": "Control Precision", "family": "ability", "value": 3.12 }, { "name": "Static Strength", "family": "ability", "value": 3.12 }, { "name": "Extent Flexibility", "family": "ability", "value": 3.12 }, { "name": "Problem Sensitivity", "family": "ability", "value": 3 }, { "name": "Visualization", "family": "ability", "value": 3 }, { "name": "Stamina", "family": "ability", "value": 3 }, { "name": "Near Vision", "family": "ability", "value": 3 }, { "name": "Chemistry", "family": "knowledge", "value": 2.99 }, { "name": "Mechanical", "family": "knowledge", "value": 2.93 }, { "name": "Speaking", "family": "essential_skill", "value": 2.88 }, { "name": "Critical Thinking", "family": "essential_skill", "value": 2.88 }, { "name": "Oral Comprehension", "family": "ability", "value": 2.88 }, { "name": "Information Ordering", "family": "ability", "value": 2.88 }, { "name": "Selective Attention", "family": "ability", "value": 2.88 }, { "name": "Far Vision", "family": "ability", "value": 2.88 }, { "name": "Speech Recognition", "family": "ability", "value": 2.88 }, { "name": "Speech Clarity", "family": "ability", "value": 2.88 }, { "name": "Active Listening", "family": "essential_skill", "value": 2.75 }, { "name": "Coordination", "family": "transferable_skill", "value": 2.75 }, { "name": "Operations Monitoring", "family": "transferable_skill", "value": 2.75 }, { "name": "Public Safety and Security", "family": "knowledge", "value": 2.75 }, { "name": "Oral Expression", "family": "ability", "value": 2.75 }, { "name": "Deductive Reasoning", "family": "ability", "value": 2.75 }, { "name": "Inductive Reasoning", "family": "ability", "value": 2.75 }, { "name": "Finger Dexterity", "family": "ability", "value": 2.75 }, { "name": "Dynamic Strength", "family": "ability", "value": 2.75 }, { "name": "Gross Body Coordination", "family": "ability", "value": 2.75 }, { "name": "Administration and Management", "family": "knowledge", "value": 2.67 }, { "name": "Time Management", "family": "transferable_skill", "value": 2.62 }, { "name": "Flexibility of Closure", "family": "ability", "value": 2.62 }, { "name": "Rate Control", "family": "ability", "value": 2.62 }, { "name": "Depth Perception", "family": "ability", "value": 2.62 }, { "name": "Biology", "family": "knowledge", "value": 2.59 } ], "skills": [ { "name": "English Language", "type": "Common Skill" }, { "name": "Visualization", "type": "Specialized Skill" }, { "name": "Microsoft Word", "type": "Common Skill" }, { "name": "Microsoft Windows", "type": "Common Skill" }, { "name": "Microsoft Excel", "type": "Common Skill" }, { "name": "Facebook", "type": "Specialized Skill" }, { "name": "Chemistry", "type": "Specialized Skill" }, { "name": "Speech Recognition", "type": "Specialized Skill" }, { "name": "Information Ordering", "type": "Specialized Skill" }, { "name": "Critical Thinking", "type": "Common Skill" }, { "name": "Inductive Reasoning", "type": "Common Skill" }, { "name": "Finger Dexterity", "type": "Common Skill" }, { "name": "Deductive Reasoning", "type": "Common Skill" }, { "name": "Active Listening", "type": "Common Skill" }, { "name": "Time Management", "type": "Common Skill" }, { "name": "Depth Perception", "type": "Common Skill" }, { "name": "Biology", "type": "Specialized Skill" }, { "name": "Mathematics", "type": "Common Skill" }, { "name": "Social Perceptiveness", "type": "Common Skill" }, { "name": "Reading Comprehension", "type": "Common Skill" }, { "name": "Complex Problem Solving", "type": "Common Skill" }, { "name": "Active Learning", "type": "Common Skill" }, { "name": "Learning Strategies", "type": "Specialized Skill" }, { "name": "Equipment Selection", "type": "Specialized Skill" }, { "name": "Equipment Maintenance", "type": "Specialized Skill" }, { "name": "Instructing", "type": "Specialized Skill" }, { "name": "IBM Notes", "type": "Specialized Skill" }, { "name": "Systems Analysis", "type": "Specialized Skill" }, { "name": "Negotiation", "type": "Common Skill" }, { "name": "Writing", "type": "Common Skill" }, { "name": "Geography", "type": "Specialized Skill" }, { "name": "Physics", "type": "Specialized Skill" }, { "name": "Telecommunications", "type": "Specialized Skill" }, { "name": "Foreign Language", "type": "Common Skill" }, { "name": "Psychology", "type": "Specialized Skill" }, { "name": "Installation", "type": "Specialized Skill" } ], "tools": [ { "example": "Facebook", "category": "Web page creation and editing 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 Windows", "category": "Operating system software", "hot": true, "inDemand": false }, { "example": "Microsoft Word", "category": "Word processing software", "hot": true, "inDemand": false }, { "example": "IBM Notes", "category": "Electronic mail software", "hot": false, "inDemand": false } ], "workContext": [ { "name": "Outdoors, Exposed to All Weather Conditions", "value": 4.98 }, { "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable", "value": 4.74 }, { "name": "Exposed to Very Hot or Cold Temperatures", "value": 4.74 }, { "name": "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets", "value": 4.54 }, { "name": "Exposed to Hazardous Equipment", "value": 4.47 }, { "name": "Spend Time Standing", "value": 4.33 }, { "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls", "value": 4.27 }, { "name": "Exposed to Contaminants", "value": 4.2 }, { "name": "Physical Proximity", "value": 4.03 }, { "name": "Spend Time Walking or Running", "value": 4.01 }, { "name": "Face-to-Face Discussions with Individuals and Within Teams", "value": 3.98 }, { "name": "Work With or Contribute to a Work Group or Team", "value": 3.98 }, { "name": "In an Open Vehicle or Operating Equipment", "value": 3.86 }, { "name": "Pace Determined by Speed of Equipment", "value": 3.85 }, { "name": "Exposed to Minor Burns, Cuts, Bites, or Stings", "value": 3.51 }, { "name": "Health and Safety of Other Workers", "value": 3.31 }, { "name": "Dealing With Unpleasant, Angry, or Discourteous People", "value": 3.3 }, { "name": "Time Pressure", "value": 3.28 }, { "name": "In an Enclosed Vehicle or Operate Enclosed Equipment", "value": 3.22 }, { "name": "Conflict Situations", "value": 3.2 }, { "name": "Contact With Others", "value": 3.19 }, { "name": "Importance of Being Exact or Accurate", "value": 3.19 }, { "name": "Spend Time Making Repetitive Motions", "value": 3.18 }, { "name": "Impact of Decisions on Co-workers or Company Results", "value": 3.17 }, { "name": "Determine Tasks, Priorities and Goals", "value": 3.17 }, { "name": "Work Outcomes and Results of Other Workers", "value": 3.16 }, { "name": "Spend Time Bending or Twisting Your Body", "value": 3.01 }, { "name": "Consequence of Error", "value": 2.91 }, { "name": "Coordinate or Lead Others in Accomplishing Work Activities", "value": 2.89 }, { "name": "Level of Competition", "value": 2.75 }, { "name": "Frequency of Decision Making", "value": 2.72 }, { "name": "Spend Time Kneeling, Crouching, Stooping, or Crawling", "value": 2.71 }, { "name": "Exposed to Cramped Work Space, Awkward Positions", "value": 2.67 }, { "name": "Freedom to Make Decisions", "value": 2.53 }, { "name": "Degree of Automation", "value": 2.49 }, { "name": "Telephone Conversations", "value": 2.41 }, { "name": "Exposed to Whole Body Vibration", "value": 2.36 }, { "name": "Importance of Repeating Same Tasks", "value": 2.28 }, { "name": "Deal With External Customers or the Public in General", "value": 2.26 }, { "name": "Exposed to Hazardous Conditions", "value": 2.12 } ], "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": "Less than a High School Diploma", "percentage": 39.15 }, { "label": "Post-Secondary Certificate", "percentage": 31.2 }, { "label": "Bachelor's Degree", "percentage": 18.33 }, { "label": "High School Diploma", "percentage": 8.22 }, { "label": "Associate's Degree (or other 2-year degree)", "percentage": 3.1 } ] }, "personFit": [ { "name": "Realistic", "family": "career_interest_type", "value": 7 }, { "name": "Physical/Manual Labor", "family": "specific_interest_area", "value": 6.58 }, { "name": "Nature/Outdoors", "family": "specific_interest_area", "value": 6.43 }, { "name": "Agriculture", "family": "specific_interest_area", "value": 3.86 }, { "name": "Transportation/Machine Operation", "family": "specific_interest_area", "value": 3.79 }, { "name": "Conventional", "family": "career_interest_type", "value": 3.35 }, { "name": "Dependability", "family": "work_style", "value": 2.06 }, { "name": "Artistic", "family": "career_interest_type", "value": 1.9 }, { "name": "Construction/Woodwork", "family": "specific_interest_area", "value": 1.86 }, { "name": "Enterprising", "family": "career_interest_type", "value": 1.81 }, { "name": "Investigative", "family": "career_interest_type", "value": 1.62 }, { "name": "Mechanics/Electronics", "family": "specific_interest_area", "value": 1.62 }, { "name": "Applied Arts and Design", "family": "specific_interest_area", "value": 1.55 }, { "name": "Social", "family": "career_interest_type", "value": 1.45 }, { "name": "Life Science", "family": "specific_interest_area", "value": 1.32 }, { "name": "Attention to Detail", "family": "work_style", "value": 1.3 } ], "relatedRoles": [ { "socCode": "37-3012.00", "slug": "role-37-3012-00", "title": "Pesticide Handlers, Sprayers, and Applicators, Vegetation", "tier": "Primary-Short" }, { "socCode": "37-3013.00", "slug": "role-37-3013-00", "title": "Tree Trimmers and Pruners", "tier": "Primary-Short" }, { "socCode": "45-2092.00", "slug": "role-45-2092-00", "title": "Farmworkers and Laborers, Crop, Nursery, and Greenhouse", "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-Short" }, { "socCode": "45-2091.00", "slug": "role-45-2091-00", "title": "Agricultural Equipment Operators", "tier": "Primary-Short" }, { "socCode": "47-4051.00", "slug": "role-47-4051-00", "title": "Highway Maintenance Workers", "tier": "Primary-Long" }, { "socCode": "47-3015.00", "slug": "role-47-3015-00", "title": "Helpers--Pipelayers, Plumbers, Pipefitters, and Steamfitters", "tier": "Primary-Long" }, { "socCode": "47-2073.00", "slug": "role-47-2073-00", "title": "Operating Engineers and Other Construction Equipment Operators", "tier": "Primary-Long" }, { "socCode": "49-9071.00", "slug": "role-49-9071-00", "title": "Maintenance and Repair Workers, General", "tier": "Primary-Long" }, { "socCode": "45-4021.00", "slug": "role-45-4021-00", "title": "Fallers", "tier": "Primary-Long" }, { "socCode": "45-4011.00", "slug": "role-45-4011-00", "title": "Forest and Conservation Workers", "tier": "Supplemental" }, { "socCode": "47-2061.00", "slug": "role-47-2061-00", "title": "Construction Laborers", "tier": "Supplemental" } ], "careerClusters": [ { "cluster": "Hospitality, Events, & Tourism", "slug": "hospitality-events-tourism" } ], "educationLevel": { "category": "No formal educational credential", "slug": "no-formal-educational-credential" }, "studyPrograms": [ { "title": "Agriculture, Agriculture Operations, and Related Sciences", "slug": "agriculture-agriculture-operations-and-related-sciences" }, { "title": "Parks, Recreation, Leisure, Fitness, and Kinesiology", "slug": "parks-recreation-leisure-fitness-and-kinesiology" } ], "market": { "medianWage": 38090, "meanWage": 40880, "pct10Wage": 29990, "pct25Wage": 35250, "pct75Wage": 45870, "pct90Wage": 53900, "employment": 943430, "areaTitle": "U.S." }, "industries": { "top": [ { "naics": "56", "slug": "56", "title": "Administrative and Support and Waste Management and Remediation Services", "level": "Sector", "employment": 597250, "medianWage": 38380, "lq": 10.81 }, { "naics": "561730", "slug": "561730", "title": "Landscaping Services", "level": "National industry", "employment": 571490, "medianWage": 38480, "lq": 102.06 }, { "naics": "71", "slug": "71", "title": "Arts, Entertainment, and Recreation", "level": "Sector", "employment": 101840, "medianWage": 35570, "lq": 6.3 }, { "naics": "61", "slug": "61", "title": "Educational Services", "level": "Sector", "employment": 30700, "medianWage": 42230, "lq": 0.37 }, { "naics": "53", "slug": "53", "title": "Real Estate and Rental and Leasing", "level": "Sector", "employment": 28650, "medianWage": 38050, "lq": 1.98 }, { "naics": "81", "slug": "81", "title": "Other Services (except Public Administration)", "level": "Sector", "employment": 25730, "medianWage": 38070, "lq": 0.95 }, { "naics": "72", "slug": "72", "title": "Accommodation and Food Services", "level": "Sector", "employment": 16670, "medianWage": 36160, "lq": 0.19 }, { "naics": "23", "slug": "23", "title": "Construction", "level": "Sector", "employment": 14410, "medianWage": 41600, "lq": 0.29 }, { "naics": "561320", "slug": "561320", "title": "Temporary Help Services", "level": "National industry", "employment": 12050, "medianWage": 35020, "lq": 0.74 }, { "naics": "54", "slug": "54", "title": "Professional, Scientific, and Technical Services", "level": "Sector", "employment": 10770, "medianWage": 40520, "lq": 0.16 }, { "naics": "62", "slug": "62", "title": "Health Care and Social Assistance", "level": "Sector", "employment": 9290, "medianWage": 37140, "lq": 0.07 }, { "naics": "44-45", "slug": "44-45", "title": "Retail Trade", "level": "Sector", "employment": 9000, "medianWage": 37380, "lq": 0.09 } ], "concentrated": [ { "naics": "561730", "slug": "561730", "title": "Landscaping Services", "level": "National industry", "employment": 571490, "lq": 102.06 }, { "naics": "56", "slug": "56", "title": "Administrative and Support and Waste Management and Remediation Services", "level": "Sector", "employment": 597250, "lq": 10.81 }, { "naics": "71", "slug": "71", "title": "Arts, Entertainment, and Recreation", "level": "Sector", "employment": 101840, "lq": 6.3 }, { "naics": "53", "slug": "53", "title": "Real Estate and Rental and Leasing", "level": "Sector", "employment": 28650, "lq": 1.98 }, { "naics": "713940", "slug": "713940", "title": "Fitness and Recreational Sports Centers", "level": "National industry", "employment": 4730, "lq": 1.23 }, { "naics": "561710", "slug": "561710", "title": "Exterminating and Pest Control Services", "level": "National industry", "employment": 1000, "lq": 1.1 }, { "naics": "81", "slug": "81", "title": "Other Services (except Public Administration)", "level": "Sector", "employment": 25730, "lq": 0.95 }, { "naics": "561320", "slug": "561320", "title": "Temporary Help Services", "level": "National industry", "employment": 12050, "lq": 0.74 } ], "count": 45 }, "aiSignals": [ { "source": "frey_osborne", "label": "Computerization probability", "score": 0.95, "scale": "0-1 probability", "release": "2013-baseline-2016-employment-snapshot" }, { "source": "felten_aioe", "label": "AI occupational exposure", "score": -1.824293, "scale": "relative exposure score", "release": "2021-plus-generative-ai-workbooks" }, { "source": "felten_image_generation_aioe", "label": "Image generation occupational exposure", "score": -1.701905, "scale": "relative exposure score", "release": "2021-plus-generative-ai-workbooks" }, { "source": "felten_language_modeling_aioe", "label": "Language modeling occupational exposure", "score": -1.656454, "scale": "relative exposure score", "release": "2021-plus-generative-ai-workbooks" } ], "aiOutlook": { "index": { "value": 5, "percentile": 2, "band": "Low", "version": "ai-exposure-index-v1", "components": [ { "percentile": 1, "source": "felten_aioe" }, { "percentile": 7, "source": "openai_gpts_are_gpts" }, { "percentile": 8, "source": "microsoft_working_with_ai" } ], "componentCount": 3 }, "exposure": [ { "source": "felten_aioe", "label": "Overall AI exposure (Felten et al.)", "value": -1.824293, "percentile": 1, "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": 0.04878048780487805, "percentile": 7, "band": "Low", "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": 0.0427478188261251, "percentile": 8, "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." } ], "freyHistorical": { "source": "frey", "label": "Computerization probability (Frey & Osborne, 2013)", "value": 0.95, "percentile": 89, "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." }, "teleworkable": false, "eloundou": { "alpha": 0, "beta": 0.024390243902439025, "gamma": 0.04878048780487805 }, "usageTasks": [ { "task": "Advise customers on plant selection or care.", "usagePercent": 0.0022595713387754766, "importance": 3.24 } ], "usageRelease": "2026-01-15-v4-plus-2025-03-27-v2", "bls": { "growthPercent": 3.6, "growthPercentile": 59, "direction": "About average", "annualOpeningsThousands": 158.2, "annualOpeningsPercentile": 97, "employment2024Thousands": 1192.5, "employment2034Thousands": 1235 }, "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": 1, "totalSample": 117, "autonomyMedian": 3, "dominantCollaboration": "learning", "automationShare": 32.47, "augmentationShare": 54.7, "collaboration": [ { "label": "learning", "percent": 54.7 }, { "label": "directive", "percent": 17.09 }, { "label": "feedback loop", "percent": 15.38 } ], "useCase": [ { "label": "personal", "percent": 98.29 } ], "delegatedTasks": [ { "task": "Advise customers on plant selection or care.", "usagePercent": 0.011701462682835355, "collaboration": "learning", "autonomyMedian": 3, "sampleCount": 117 } ], "boundaryTasks": [ { "task": "Advise customers on plant selection or care.", "humanNeededPercent": 98.29059829059828, "sampleCount": 117 } ], "seedPrompts": [ { "prompt": "Teach me how to advise customers on plant selection or care, then check my work as I try it myself.", "collaboration": "learning" } ], "release": "2026-01-15-v4-plus-2025-03-27-v2" }, "counts": { "tasks": 26, "skills": 36, "capabilities": 120, "tools": 6, "relatedRoles": 20 }, "source": { "dataset": "gold.onet_role_starter_surface", "version": "30.3", "generatedAt": "2026-06-02T21:00:32.945303+00:00", "contentHash": "581ee10ad8a8cef8" } }