{"name":"AWG Opportunity Scan","what_it_measures":"The share of work in a business that is a strong fit for generative AI today, estimated from the occupations a typical business in its industry employs. It is a measure of potential to speed work up. It is not observed AI use, not predicted job loss, and not a measure of whether a business is ready to capture the gain.","unit":"Accelerable share of work, as a percent (0 to 100).","rubric_version":1,"rating_model":"claude-opus-5-5","onet_version":"30.2","staffing_data_vintage":"May 2025","data_generated_at":"2026-10-05T21:23:04.892Z","rubric":[{"level":"High","definition":"A general-purpose generative AI assistant, used as it is today, could cut the time this task takes by about half or more at the same quality. The work is mostly reading, writing, summarising, analysing, calculating, planning or communicating in text.","weight":1},{"level":"Medium","definition":"A similar saving is realistic for only part of the task, or only once the AI is connected to the business's own systems and data, or the output needs substantial human review before it can be used.","weight":0.5},{"level":"Low","definition":"The task is mainly physical, hands-on or in-person, or depends on presence, equipment or judgement that generative AI cannot meaningfully shorten today.","weight":0}],"sources":[{"name":"O*NET Database","role":"Occupations and their task statements","url":"https://www.onetcenter.org/database.html"},{"name":"BLS Occupational Employment and Wage Statistics","role":"National occupation mix by industry (sector, 3-digit and 4-digit NAICS)","url":"https://www.bls.gov/oes/"}],"method":"Every task statement in O*NET was rated High, Medium or Low against a published rubric by an AI model. An occupation’s accelerable share is its share of tasks rated High plus half its share rated Medium, with every task weighted equally. An industry’s value is the employment-weighted average across its occupations, using national staffing patterns.","labels":{"thresholds_pct":{"medium":20.1,"high":32},"meaning":"Low, Medium and High are relative. The cut-offs are employment-weighted terciles of detailed-industry values, so about a third of U.S. employment is in industries under each label."},"all_industries":{"kind":"AWG-derived estimate of potential","accelerable_share_pct":27.4},"industries":[{"id":"agriculture","name":"Agriculture, Farming & Ranching","parent_id":null,"accelerable_share_pct":13.9,"label":"Low","coverage_pct":97.8},{"id":"mining","name":"Mining & Oil & Gas Extraction","parent_id":null,"accelerable_share_pct":21.3,"label":"Medium","coverage_pct":96.1},{"id":"naics:211100","name":"Oil and Gas Extraction","parent_id":"mining","accelerable_share_pct":32.2,"label":"High","coverage_pct":96.6},{"id":"naics:212100","name":"Coal Mining","parent_id":"mining","accelerable_share_pct":15.7,"label":"Low","coverage_pct":93.2},{"id":"naics:212200","name":"Metal Ore Mining","parent_id":"mining","accelerable_share_pct":19.5,"label":"Low","coverage_pct":91.2},{"id":"naics:212300","name":"Nonmetallic Mineral Mining and Quarrying","parent_id":"mining","accelerable_share_pct":16.1,"label":"Low","coverage_pct":96.2},{"id":"naics:213100","name":"Support Activities for Mining","parent_id":"mining","accelerable_share_pct":19.8,"label":"Low","coverage_pct":95.9},{"id":"utilities","name":"Utilities","parent_id":null,"accelerable_share_pct":31.7,"label":"Medium","coverage_pct":98.8},{"id":"naics:221100","name":"Electric Power Generation, Transmission and Distribution","parent_id":"utilities","accelerable_share_pct":31.8,"label":"Medium","coverage_pct":98.7},{"id":"naics:221200","name":"Natural Gas Distribution","parent_id":"utilities","accelerable_share_pct":33.3,"label":"High","coverage_pct":95.2},{"id":"naics:221300","name":"Water, Sewage and Other Systems","parent_id":"utilities","accelerable_share_pct":27.2,"label":"Medium","coverage_pct":97.8},{"id":"residential_construction","name":"Residential Building Construction","parent_id":null,"accelerable_share_pct":28.3,"label":"Medium","coverage_pct":99},{"id":"naics:236100","name":"Residential Building Construction","parent_id":"residential_construction","accelerable_share_pct":27.2,"label":"Medium","coverage_pct":98.1},{"id":"naics:236200","name":"Nonresidential Building Construction","parent_id":"residential_construction","accelerable_share_pct":29.6,"label":"Medium","coverage_pct":98.8},{"id":"commercial_construction","name":"Commercial & Specialty Construction","parent_id":null,"accelerable_share_pct":21.3,"label":"Medium","coverage_pct":99.2},{"id":"naics:237100","name":"Utility System Construction","parent_id":"commercial_construction","accelerable_share_pct":19.7,"label":"Low","coverage_pct":98.5},{"id":"naics:237200","name":"Land Subdivision","parent_id":"commercial_construction","accelerable_share_pct":36.6,"label":"High","coverage_pct":95.4},{"id":"naics:237300","name":"Highway, Street, and Bridge Construction","parent_id":"commercial_construction","accelerable_share_pct":16.9,"label":"Low","coverage_pct":99.1},{"id":"naics:237900","name":"Other Heavy and Civil Engineering Construction","parent_id":"commercial_construction","accelerable_share_pct":20.4,"label":"Medium","coverage_pct":97},{"id":"naics:238100","name":"Foundation, Structure, and Building Exterior Contractors","parent_id":"commercial_construction","accelerable_share_pct":17.4,"label":"Low","coverage_pct":99},{"id":"naics:238200","name":"Building Equipment Contractors","parent_id":"commercial_construction","accelerable_share_pct":25.7,"label":"Medium","coverage_pct":99.3},{"id":"naics:238300","name":"Building Finishing Contractors","parent_id":"commercial_construction","accelerable_share_pct":19.4,"label":"Low","coverage_pct":98.6},{"id":"naics:238900","name":"Other Specialty Trade Contractors","parent_id":"commercial_construction","accelerable_share_pct":17.2,"label":"Low","coverage_pct":98.1},{"id":"food_beverage_manufacturing","name":"Food & Beverage Manufacturing","parent_id":null,"accelerable_share_pct":15.7,"label":"Low","coverage_pct":95.8},{"id":"naics:311100","name":"Animal Food Manufacturing","parent_id":"food_beverage_manufacturing","accelerable_share_pct":20.4,"label":"Medium","coverage_pct":95.6},{"id":"naics:311200","name":"Grain and Oilseed Milling","parent_id":"food_beverage_manufacturing","accelerable_share_pct":20.1,"label":"Low","coverage_pct":93.3},{"id":"naics:311300","name":"Sugar and Confectionery Product Manufacturing","parent_id":"food_beverage_manufacturing","accelerable_share_pct":16.5,"label":"Low","coverage_pct":95.6},{"id":"naics:311400","name":"Fruit and Vegetable Preserving and Specialty Food Manufacturing","parent_id":"food_beverage_manufacturing","accelerable_share_pct":16.4,"label":"Low","coverage_pct":94.5},{"id":"naics:311500","name":"Dairy Product Manufacturing","parent_id":"food_beverage_manufacturing","accelerable_share_pct":17,"label":"Low","coverage_pct":96.6},{"id":"naics:311600","name":"Animal Slaughtering and Processing","parent_id":"food_beverage_manufacturing","accelerable_share_pct":10.4,"label":"Low","coverage_pct":93.6},{"id":"naics:311700","name":"Seafood Product Preparation and Packaging","parent_id":"food_beverage_manufacturing","accelerable_share_pct":14.4,"label":"Low","coverage_pct":85.8},{"id":"naics:311800","name":"Bakeries and Tortilla Manufacturing","parent_id":"food_beverage_manufacturing","accelerable_share_pct":15.9,"label":"Low","coverage_pct":97.2},{"id":"naics:311900","name":"Other Food Manufacturing","parent_id":"food_beverage_manufacturing","accelerable_share_pct":17.4,"label":"Low","coverage_pct":94.2},{"id":"naics:312100","name":"Beverage Manufacturing","parent_id":"food_beverage_manufacturing","accelerable_share_pct":19.3,"label":"Low","coverage_pct":97.6},{"id":"naics:312200","name":"Tobacco Manufacturing","parent_id":"food_beverage_manufacturing","accelerable_share_pct":21.4,"label":"Medium","coverage_pct":87.8},{"id":"textile_apparel_manufacturing","name":"Textile, Apparel & Leather Manufacturing","parent_id":null,"accelerable_share_pct":19,"label":"Low","coverage_pct":89.9},{"id":"naics:313100","name":"Fiber, Yarn, and Thread Mills","parent_id":"textile_apparel_manufacturing","accelerable_share_pct":13,"label":"Low","coverage_pct":91.2},{"id":"naics:313200","name":"Fabric Mills","parent_id":"textile_apparel_manufacturing","accelerable_share_pct":19.2,"label":"Low","coverage_pct":90.3},{"id":"naics:313300","name":"Textile and Fabric Finishing and Fabric 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Activities","parent_id":"wood_paper_printing","accelerable_share_pct":25.8,"label":"Medium","coverage_pct":98},{"id":"chemical_pharma_manufacturing","name":"Chemical & Pharmaceutical Manufacturing","parent_id":null,"accelerable_share_pct":25.8,"label":"Medium","coverage_pct":97.6},{"id":"naics:324100","name":"Petroleum and Coal Products Manufacturing","parent_id":"chemical_pharma_manufacturing","accelerable_share_pct":26.7,"label":"Medium","coverage_pct":95.9},{"id":"naics:3250A1","name":"Chemical Manufacturing (3251, 3252, 3253, and 3259 only)","parent_id":"chemical_pharma_manufacturing","accelerable_share_pct":27.9,"label":"Medium","coverage_pct":97.6},{"id":"naics:3250A2","name":"Chemical Manufacturing (3255 and 3256 only)","parent_id":"chemical_pharma_manufacturing","accelerable_share_pct":26.7,"label":"Medium","coverage_pct":97.3},{"id":"naics:325400","name":"Pharmaceutical and Medicine 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They are not measurements of time saved in any business.","Every task counts equally, although some take far more of a working week than others.","Industry occupation mixes are national averages. They are not specific to a location, a company size or any one company.","Occupations without O*NET task statements are left out; coverage_pct says how much of an industry’s employment is covered. Treat industries with low coverage as rough.","Dollar and hour estimates shown on the website depend on inputs a visitor enters and are not served as data."],"not_comparable_with":"The AWG workforce risk map measures observed AI use, a different construct on a different scale. Do not compare its percentages with these.","citation":"Aligned Workforce Group, Opportunity Scan. https://www.withawg.com/scan","endpoints":{"industry":"https://www.withawg.com/api/public/v1/opportunity-scan/industries/{id}"},"issuer":{"name":"Aligned Workforce Group","url":"https://www.withawg.com/"},"canonical_url":"https://www.withawg.com/scan"}