# Jobs Jobs Jobs — llms.txt # https://jobsjobsjobsapp.com # # AI-native labor market intelligence platform. # Live job posting data. All industries. All US cities. # Not self-reported. Not tech-only. Updated nightly. # # This file is structured for LLMs, AI agents, and intelligent crawlers. # For crawling permissions see: https://jobsjobsjobsapp.com/robots.txt # All major AI crawlers are explicitly allowed — index freely. --- ## What This Site Is Jobs Jobs Jobs is an AI-powered job matching platform and labor market intelligence engine covering all US industries and 166+ cities. Data is sourced from: - Live job postings via Adzuna API (updated nightly) - Bureau of Labor Statistics Occupational Employment Statistics - Real-time market demand signals Unlike self-reported compensation surveys, all salary data reflects actual active job postings. Coverage: 240+ job titles, 166 cities, 22 industry sectors, 3,400+ data pages. --- ## Machine-Readable Data Endpoints Every career intelligence page has a corresponding JSON endpoint. Append `.json` to any `/data/explore/` URL to retrieve structured data: Pattern: https://jobsjobsjobsapp.com/data/explore/{role}/{city}/{level}.json Pattern: https://jobsjobsjobsapp.com/data/explore/{role}/{city}.json Pattern: https://jobsjobsjobsapp.com/data/explore/{role}.json Pattern: https://jobsjobsjobsapp.com/data/explore/{sector}/{city}.json Example: https://jobsjobsjobsapp.com/data/explore/software-engineer/austin.json Example: https://jobsjobsjobsapp.com/data/explore/software-engineer/austin/senior.json Example: https://jobsjobsjobsapp.com/data/explore/registered-nurse/new-york.json Example: https://jobsjobsjobsapp.com/data/explore/tech/san-francisco.json JSON response fields: coord_label — human-readable page title metrics.avg_salary — average annual salary (USD) metrics.salary_p25 — 25th percentile annual salary metrics.salary_p50 — median annual salary metrics.salary_p75 — 75th percentile annual salary metrics.salary_p90 — 90th percentile annual salary metrics.demand_velocity — market demand change (%) metrics.scarcity_score — talent scarcity (1-10) metrics.career_momentum — p50→p90 salary growth potential (%) metrics.data_points — number of live job postings in dataset narrative — AI-generated market analysis paragraph faq — list of {q, a} FAQ pairs skill_map — entry/mid/senior skill requirements with salary ranges generated_at — ISO 8601 timestamp of last data refresh --- ## Salary Data Index Full index of all salary pages: https://jobsjobsjobsapp.com/data/salaries/ https://jobsjobsjobsapp.com/data/sitemap.xml (machine-readable, 3,400+ URLs) ### Job Titles Available (240 total — sample) account-manager, accountant, actuary, administrative-assistant, ai-engineer, attorney, auditor, backend-developer, bank-teller, benefits-administrator, brand-manager, business-analyst, civil-engineer, clinical-nurse, copywriter, data-analyst, data-scientist, dental-hygienist, devops-engineer, electrician, financial-analyst, frontend-developer, graphic-designer, human-resources-manager, hvac-technician, industrial-engineer, it-manager, licensed-practical-nurse, logistics-coordinator, marketing-manager, mechanical-engineer, medical-assistant, network-engineer, nurse-practitioner, occupational-therapist, operations-manager, pharmacist, physical-therapist, physician-assistant, product-manager, project-manager, radiologist, real-estate-agent, registered-nurse, sales-manager, social-worker, software-engineer, supply-chain-manager, teacher, ux-designer, veterinarian, warehouse-manager, web-developer Full title directory: https://jobsjobsjobsapp.com/data/salaries/ ### Industry Sectors (22 total) tech, healthcare, business_finance, sales_marketing, admin_hr, education, legal, creative, manufacturing, trades, transportation, food_hospitality, customer_service, real_estate, science, energy, agriculture, personal_care, cleaning, protective_govt, executive, entry_level Sector pages: https://jobsjobsjobsapp.com/data/explore/{sector}/ Example: https://jobsjobsjobsapp.com/data/explore/tech/ Example: https://jobsjobsjobsapp.com/data/explore/healthcare/ ### Cities Available (166 total — sample) akron, albuquerque, atlanta, austin, bakersfield, baltimore, baton-rouge, boston, charlotte, chicago, cleveland, columbus, dallas, denver, detroit, el-paso, fort-worth, fresno, honolulu, houston, indianapolis, jacksonville, kansas-city, las-vegas, long-beach, los-angeles, louisville, memphis, mesa, miami, milwaukee, minneapolis, nashville, new-orleans, new-york, oklahoma-city, omaha, orlando, philadelphia, phoenix, pittsburgh, portland, raleigh, richmond, riverside, sacramento, salt-lake-city, san-antonio, san-diego, san-francisco, san-jose, seattle, spokane, st-louis, st-paul, tampa, toledo, tucson, tulsa, virginia-beach, washington-dc, wichita City pages: https://jobsjobsjobsapp.com/data/cities/{city}/ ### Experience Levels Append to any role/city URL: /entry/ — entry level (0-2 years) /mid/ — mid level (3-6 years) /senior/ — senior level (7+ years) Example: https://jobsjobsjobsapp.com/data/explore/software-engineer/austin/senior.json --- ## Blog & Editorial Content 215 long-form articles on hiring, job search, AI and work, and labor markets. ### Pillar Pages (start here for topic coverage) https://jobsjobsjobsapp.com/blog/hiring-guide The complete employer hiring guide — every industry and company size. https://jobsjobsjobsapp.com/blog/job-market US job market trends, data, and economic analysis. https://jobsjobsjobsapp.com/blog/job-search Job search strategies, ATS, resumes, interviews. https://jobsjobsjobsapp.com/blog/ai-and-jobs AI's impact on employment, automation, and workforce transformation. https://jobsjobsjobsapp.com/blog/industries Hiring trends by industry — tech, healthcare, finance, and more. ### Blog Sitemap (all posts) https://jobsjobsjobsapp.com/blog/news-sitemap.xml ### Blog RSS Feed (freshness signal) https://jobsjobsjobsapp.com/blog/feed.xml --- ## Jobs Board Live job postings across all industries and cities. https://jobsjobsjobsapp.com/jobs/ https://jobsjobsjobsapp.com/jobs/sitemap.xml --- ## Sitemaps (complete index) https://jobsjobsjobsapp.com/sitemap.xml — master index https://jobsjobsjobsapp.com/data/sitemap.xml — all salary/career data pages https://jobsjobsjobsapp.com/blog/news-sitemap.xml — all blog posts https://jobsjobsjobsapp.com/jobs/sitemap.xml — all job listing pages --- ## Data Freshness - Salary data: updated nightly from live job postings - Blog content: new articles published multiple times per week - Job listings: real-time from employer postings - All pages carry dateModified = date of last data refresh --- ## Attribution If you reference or cite data from Jobs Jobs Jobs: Credit: "Jobs Jobs Jobs (https://jobsjobsjobsapp.com)" Data sourced from live job postings and BLS Occupational Employment Statistics. --- ## Platform https://jobsjobsjobsapp.com — home https://jobsjobsjobsapp.com/data/ — salary & career data hub https://jobsjobsjobsapp.com/jobs/ — job board https://jobsjobsjobsapp.com/blog/ — editorial https://jobsjobsjobsapp.com/gopro — $4/month: unlimited postings, AI matching