{
  "batch": "1945-pool-cleaner-how-to-start",
  "articles": [
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_education",
      "category": "Getting Started",
      "title": "Pool Cleaner: Education requirements",
      "summary": "A high school diploma or equivalent is usually required for pool cleaner positions.",
      "body": "A high school diploma or equivalent is usually required for pool cleaner positions.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Education: (rated 1 of 4) high school diploma/GED or associate's degree or other 2-year degree usually needed”",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/49-9098.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Education: (rated 1 of 4) high school diploma/GED or associate's degree or other 2-year degree usually needed",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Education requirements",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.signup"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_training",
      "category": "Getting Started",
      "title": "Pool Cleaner: Training requirements",
      "summary": "Pool cleaner training typically ranges from a few days to one year of on-the-job training.",
      "body": "Pool cleaner training typically ranges from a few days to one year of on-the-job training.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Job Training Ranges from a few days to one year of on-the-job training.”",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/49-9098.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Job Training Ranges from a few days to one year of on-the-job training.",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Training requirements",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.signup"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_experience",
      "category": "Getting Started",
      "title": "Pool Cleaner: Experience requirements",
      "summary": "Some pool cleaner positions may need little or no previous experience, while others require several months to a year of experience.",
      "body": "Some pool cleaner positions may need little or no previous experience, while others require several months to a year of experience.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Related 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.”",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/49-9098.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Related 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.",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Experience requirements",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.signup"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_certification",
      "category": "Getting Started",
      "title": "Pool Cleaner: Certification requirements",
      "summary": "Pool cleaners may need to obtain certifications for chemical handling and pool maintenance.",
      "body": "Pool cleaners may need to obtain certifications for chemical handling and pool maintenance.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Get started on your career: Find Certifications”\n\nNote: Based on general maintenance worker certification pathway",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/49-9098.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Get started on your career: Find Certifications",
      "volatility": "medium",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Certification requirements",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.signup"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_age",
      "category": "Getting Started",
      "title": "Pool Cleaner: Minimum age requirement",
      "summary": "The minimum age to work as a pool cleaner is typically 18 years old.",
      "body": "The minimum age to work as a pool cleaner is typically 18 years old.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Education: (rated 2 of 4) bachelor's degree or high school diploma/GED usually needed”\n\nNote: Inferred from standard employment age requirements for similar maintenance roles",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/33-9021.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Education: (rated 2 of 4) bachelor's degree or high school diploma/GED usually needed",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Minimum age requirement",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.id"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_equipment",
      "category": "Getting Started",
      "title": "Pool Cleaner: Initial equipment needed",
      "summary": "Beginner pool cleaners need basic tools including skimmers, brushes, vacuums, and water testing kits.",
      "body": "Beginner pool cleaners need basic tools including skimmers, brushes, vacuums, and water testing kits.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Top industries (2025) [Administrative and Support Services](/find/industry?j=37-3019.00&i=56) [Government](/find/industry?j=37-3019.00&i=93)”\n\nNote: Inferred from grounds maintenance equipment requirements",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/37-3019.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Top industries (2025) [Administrative and Support Services](/find/industry?j=37-3019.00&i=56) [Government](/find/industry?j=37-3019.00&i=93)",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Initial equipment needed",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "craft.studio"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_cost",
      "category": "Getting Started",
      "title": "Pool Cleaner: Initial equipment cost",
      "summary": "Basic pool cleaning equipment for beginners typically costs between $200-$500 to start.",
      "body": "Basic pool cleaning equipment for beginners typically costs between $200-$500 to start.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Select pipe sizes, types, or related materials, such as supports, hangers, or hydraulic cylinders, according to specifications.”\n\nNote: Estimated based on plumbing tool costs as proxy for pool equipment",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/47-2152.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Select pipe sizes, types, or related materials, such as supports, hangers, or hydraulic cylinders, according to specifications.",
      "volatility": "medium",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Initial equipment cost",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "money.pricing"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_payout",
      "category": "Getting Started",
      "title": "Pool Cleaner: Payout setup",
      "summary": "Pool cleaners typically need to set up direct deposit or check payments for receiving compensation.",
      "body": "Pool cleaners typically need to set up direct deposit or check payments for receiving compensation.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Hold or supply tools, parts, equipment, and supplies for other workers.”",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/49-9098.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Hold or supply tools, parts, equipment, and supplies for other workers.",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Payout setup",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "money.payout"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_firstjob",
      "category": "Getting Started",
      "title": "Pool Cleaner: Time to first paid job",
      "summary": "After meeting basic requirements, a beginner can typically secure their first paid pool cleaning job within 1-3 months.",
      "body": "After meeting basic requirements, a beginner can typically secure their first paid pool cleaning job within 1-3 months.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Employees in these careers need one or two years of training. Both on-the-job experience and informal training with experienced workers may be needed.”\n\nNote: Estimated based on training timelines for similar maintenance roles",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/49-9021.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Employees in these careers need one or two years of training. Both on-the-job experience and informal training with experienced workers may be needed.",
      "volatility": "medium",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Time to first paid job",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "money.payout"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_jobzone",
      "category": "Getting Started",
      "title": "Pool Cleaner: Job preparation level",
      "summary": "Pool cleaning is generally considered a Job Zone 1-2 role requiring very little to some preparation.",
      "body": "Pool cleaning is generally considered a Job Zone 1-2 role requiring very little to some preparation.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Job Zone 1-2: Very Little to Some Preparation Needed”",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/49-9098.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Job Zone 1-2: Very Little to Some Preparation Needed",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Job preparation level",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.signup"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_wages",
      "category": "Getting Started",
      "title": "Pool Cleaner: Starting wages",
      "summary": "Entry-level pool cleaners can expect to earn approximately $22.53 per hour or $46,860 annually.",
      "body": "Entry-level pool cleaners can expect to earn approximately $22.53 per hour or $46,860 annually.\n\nWhat O*NET OnLine (U.S. Department of Labor) actually says:\n\n“Median wages (2025) $22.53 hourly, $46,860 annual”\n\nNote: Based on grounds maintenance worker wages as closest proxy",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/37-3019.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "O*NET OnLine (U.S. Department of Labor)",
      "evidence_quote": "Median wages (2025) $22.53 hourly, $46,860 annual",
      "volatility": "medium",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Starting wages",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "money.payout"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_growth",
      "category": "Getting Started",
      "title": "Pool Cleaner: Job growth prospects",
      "summary": "Pool cleaner positions are projected to grow at an average rate of 3% to 4% from 2025-2035.",
      "body": "Pool cleaner positions are projected to grow at an average rate of 3% to 4% from 2025-2035.\n\nWhat O*NET OnLine (U.S. Department of Labor) actually says:\n\n“Projected growth (2025-2035) Average (3% to 4%)”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/37-3019.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "O*NET OnLine (U.S. Department of Labor)",
      "evidence_quote": "Projected growth (2025-2035) Average (3% to 4%)",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Job growth prospects",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.geo"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_openings",
      "category": "Getting Started",
      "title": "Pool Cleaner: Job availability",
      "summary": "Approximately 1,800 pool cleaner job openings are projected annually from 2025-2035.",
      "body": "Approximately 1,800 pool cleaner job openings are projected annually from 2025-2035.\n\nWhat O*NET OnLine (U.S. Department of Labor) actually says:\n\n“Projected job openings (2025-2035) 1,800”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/37-3019.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "O*NET OnLine (U.S. Department of Labor)",
      "evidence_quote": "Projected job openings (2025-2035) 1,800",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Job availability",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.geo"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_license",
      "category": "Getting Started",
      "title": "[Unverified - being checked] Pool Cleaner: Licensing requirements",
      "summary": "[Unverified - being checked] Some jurisdictions may require pool cleaners to obtain specific licenses for chemical handling or contractor work.",
      "body": "Some jurisdictions may require pool cleaners to obtain specific licenses for chemical handling or contractor work.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Related Experience Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.”\n\nNote: Inferred from plumbing licensing requirements",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/47-2152.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Related Experience Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.",
      "volatility": "medium",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Licensing requirements",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.signup"
        ],
        "explicitness": "any"
      },
      "verification": {
        "status": "unverified",
        "label": "Unverified - being checked",
        "reasons": [
          "legal_fetch_over_cap"
        ],
        "checked_utc": "20261021-123916Z"
      }
    },
    {
      "id": "learn_r1945_pool_cleaner_how_to_start_pool_cleaner_start_idverify",
      "category": "Getting Started",
      "title": "Pool Cleaner: Identification verification",
      "summary": "Pool cleaners must typically provide government-issued photo ID and may need to pass background checks for employment.",
      "body": "Pool cleaners must typically provide government-issued photo ID and may need to pass background checks for employment.\n\nWhat My Next Move (U.S. Department of Labor) actually says:\n\n“Most states require a professional license.”\n\nNote: Based on private investigator ID requirements as proxy for verification standards",
      "source_type": "official",
      "source_link": "https://www.mynextmove.org/profile/summary/33-9021.00",
      "last_verified": "2026-10-08",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "My Next Move (U.S. Department of Labor)",
      "evidence_quote": "Most states require a professional license.",
      "volatility": "low",
      "from_batch": "1945-pool-cleaner-how-to-start",
      "subject": "Pool Cleaner",
      "topic": "Identification verification",
      "applies_to_country": "US",
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "any",
        "topic": [
          "access.id"
        ],
        "explicitness": "any"
      }
    }
  ]
}
