{
  "batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
  "articles": [
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_1",
      "category": "Getting Started",
      "title": "DataAnnotation Generalist AI Trainer: job_overview",
      "summary": "Train AI models as a remote contractor by reviewing AI-generated text, ranking responses, checking facts, and rating outputs on general topics.",
      "body": "Train AI models as a remote contractor by reviewing AI-generated text, ranking responses, checking facts, and rating outputs on general topics.\n\nWhat DataAnnotation actually says:\n\n“GeneralistGeneral$25 – $50 / hr452 hired recently”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation",
      "evidence_quote": "GeneralistGeneral$25 – $50 / hr452 hired recently",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "DataAnnotation Generalist AI Trainer",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "US-based platform; consistent projects, flexible hours; contractor roles; no minimum hours",
      "job": {
        "job_name": "Generalist AI Trainer",
        "category": "AI training service",
        "what_it_is": "Remote task-based contractor role reviewing, grading, and rating AI model outputs to train LLMs",
        "startup_cost": "none (free account plus skill screening)",
        "skill_level": "undergraduate-level expertise",
        "typical_pay_range": "$25 – $50 / hr",
        "pay_unit": "hour",
        "where_to_find_work": "dataannotation.tech",
        "adjacent_jobs": "DataAnnotation Coding ($40-$150+/hr), DataAnnotation Language Specialists ($25-$40/hr), Outlier AI Expert, CrowdGen subject-matter experts"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "dataannotation",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_2",
      "category": "Getting Started",
      "title": "DataAnnotation Coding Expert AI Trainer: job_overview",
      "summary": "DataAnnotation pays Coding/Software Engineer AI trainers $40-$150+/hour to review code submissions, debug, and evaluate programming solutions.",
      "body": "DataAnnotation pays Coding/Software Engineer AI trainers $40-$150+/hour to review code submissions, debug, and evaluate programming solutions.\n\nWhat DataAnnotation actually says:\n\n“Software EngineerCoding$40 – $150+ / hr312 hired recently”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation",
      "evidence_quote": "Software EngineerCoding$40 – $150+ / hr312 hired recently",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "DataAnnotation Coding Expert AI Trainer",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Remote, flexible; contract roles matched to skills; consistent projects",
      "job": {
        "job_name": "Software Engineer / Coding Expert AI Trainer",
        "category": "AI training service",
        "what_it_is": "Remote contractor role reviewing and improving code generated by AI systems, creating coding scenarios, debugging, and reasoning about edge cases",
        "startup_cost": "none (free account plus coding evaluation)",
        "skill_level": "associate or bachelor degree or self-taught coding skill",
        "typical_pay_range": "$40 – $150+ / hr",
        "pay_unit": "hour",
        "where_to_find_work": "dataannotation.tech",
        "adjacent_jobs": "DataAnnotation Generalist, Outlier Coding Expert, CrowdGen Software Engineer"
      },
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "dataannotation",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_3",
      "category": "Getting Started",
      "title": "DataAnnotation Language Specialist AI Trainer: job_overview",
      "summary": "DataAnnotation pays multilingual Language Specialists $25-$40/hour to translate and evaluate AI content across 38+ languages including Spanish, Hindi, Chinese, and Portuguese.",
      "body": "DataAnnotation pays multilingual Language Specialists $25-$40/hour to translate and evaluate AI content across 38+ languages including Spanish, Hindi, Chinese, and Portuguese.\n\nWhat DataAnnotation actually says:\n\n“Spanish SpecialistLanguages$25 – $40 / hr312 hired recently”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation",
      "evidence_quote": "Spanish SpecialistLanguages$25 – $40 / hr312 hired recently",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "DataAnnotation Language Specialist AI Trainer",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "38 languages listed; Spanish (312 hired), Hindi (288), Chinese (143), Portuguese (176); English communication required",
      "job": {
        "job_name": "Language Specialist AI Trainer",
        "category": "AI training service",
        "what_it_is": "Remote contractor role writing and translating content, evaluating language nuance, and rating translations for AI model training",
        "startup_cost": "none (free account plus language screening)",
        "skill_level": "native or near-native fluency plus undergraduate expertise in target language",
        "typical_pay_range": "$25 – $40 / hr",
        "pay_unit": "hour",
        "where_to_find_work": "dataannotation.tech",
        "adjacent_jobs": "DataAnnotation Generalist, Outlier Language Expert, CrowdGen Linguists"
      },
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "dataannotation",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_4",
      "category": "Getting Started",
      "title": "Outlier AI Expert - Biology: job_overview",
      "summary": "Outlier AI pays freelance Biology Expert trainers up to $50/hr to train AI models by writing prompts, creating grading rubrics, and ranking AI responses.",
      "body": "Outlier AI pays freelance Biology Expert trainers up to $50/hr to train AI models by writing prompts, creating grading rubrics, and ranking AI responses.\n\nWhat Outlier AI actually says:\n\n“Biology ExpertRemoteUp to $50/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Biology ExpertRemoteUp to $50/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - Biology",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "No visa sponsorship; independent contractor; paid weekly via PayPal/Airtm/ACH; work from anywhere, anytime",
      "job": {
        "job_name": "Biology Expert AI Trainer",
        "category": "AI training service",
        "what_it_is": "Freelance expert reviewing AI outputs, writing prompts, creating evaluation rubrics, and rating/ranking AI responses in biology domain",
        "startup_cost": "none (account creation + identity verification + skill screening)",
        "skill_level": "undergraduate minimum; graduate/PhD preferred in relevant field",
        "typical_pay_range": "up to $50/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "DataAnnotation Language Specialist, Outlier Coding Expert, CrowdGen Medical Clinician"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_5",
      "category": "Getting Started",
      "title": "Outlier AI Expert - Coding: job_overview",
      "summary": "Outlier AI pays Coding experts up to $27.5/hr to train AI models by reviewing code submissions and evaluating programming solutions.",
      "body": "Outlier AI pays Coding experts up to $27.5/hr to train AI models by reviewing code submissions and evaluating programming solutions.\n\nWhat Outlier AI actually says:\n\n“Coding expertRemoteUp to $27.5/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Coding expertRemoteUp to $27.5/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - Coding",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "No visa sponsorship; independent contractor; paid weekly via PayPal/Airtm/ACH; flexible hours",
      "job": {
        "job_name": "Coding Expert AI Trainer",
        "category": "AI training service",
        "what_it_is": "Freelance expert reviewing and improving AI-generated code, debugging, evaluating implementations, and reasoning about edge cases",
        "startup_cost": "none (account + identity verification + skill screening)",
        "skill_level": "undergraduate minimum in CS or relevant technical field",
        "typical_pay_range": "up to $27.5/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "Outlier Biology Expert, DataAnnotation Coding Expert, CrowdGen Software Engineer"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_6",
      "category": "Getting Started",
      "title": "Outlier AI Expert - English Writing: job_overview",
      "summary": "Outlier AI pays English writing experts up to $15/hr to train AI models by evaluating and rating AI-generated text and creating prompts.",
      "body": "Outlier AI pays English writing experts up to $15/hr to train AI models by evaluating and rating AI-generated text and creating prompts.\n\nWhat Outlier AI actually says:\n\n“English writing expertRemoteUp to $15/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "English writing expertRemoteUp to $15/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - English Writing",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "No visa sponsorship; independent contractor; paid weekly via PayPal/Airtm/ACH; flexible schedule",
      "job": {
        "job_name": "English Writing Expert AI Trainer",
        "category": "AI training service",
        "what_it_is": "Freelance expert writing challenging prompts, rating and ranking AI responses, creating grading rubrics, and evaluating AI-generated text quality",
        "startup_cost": "none (account creation + identity verification + skill screening)",
        "skill_level": "strong English communication skills; undergraduate expertise preferred",
        "typical_pay_range": "up to $15/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "Outlier Biology Expert, DataAnnotation Language Specialist, CrowdGen Linguists"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_7",
      "category": "Getting Started",
      "title": "Outlier AI Expert - Graphic Design: job_overview",
      "summary": "Outlier AI pays Graphic Design experts up to $40/hr to train AI models by evaluating AI-generated visual outputs and creating design rubrics.",
      "body": "Outlier AI pays Graphic Design experts up to $40/hr to train AI models by evaluating AI-generated visual outputs and creating design rubrics.\n\nWhat Outlier AI actually says:\n\n“Graphic Design ExpertRemoteUp to $40/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Graphic Design ExpertRemoteUp to $40/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - Graphic Design",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "No visa sponsorship; independent contractor; paid weekly via PayPal/Airtm/ACH; flexible schedule",
      "job": {
        "job_name": "Graphic Design Expert AI Trainer",
        "category": "AI training service",
        "what_it_is": "Freelance expert reviewing AI-generated graphics, rating design quality, and creating grading rubrics for visual AI models",
        "startup_cost": "none (account + identity verification + skill screening)",
        "skill_level": "undergraduate minimum; graphic design portfolio or degree preferred",
        "typical_pay_range": "up to $40/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "Outlier English Writing Expert, DataAnnotation Designer, CrowdGen domain experts"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_8",
      "category": "Getting Started",
      "title": "Remotasks Tasker: job_overview",
      "summary": "Remotasks pays taskers a weekly USD wage (amount varies by task difficulty) for labeling images, transcribing audio, and annotating data that trains AI, available in 90+ countries.",
      "body": "Remotasks pays taskers a weekly USD wage (amount varies by task difficulty) for labeling images, transcribing audio, and annotating data that trains AI, available in 90+ countries.\n\nWhat Remotasks actually says:\n\n“Get paid to label images, transcribe audio, and annotate data that trains AI — remotely, on your own schedule.”",
      "source_type": "official",
      "source_link": "https://www.remotasks.com",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Remotasks",
      "evidence_quote": "Get paid to label images, transcribe audio, and annotate data that trains AI — remotely, on your own schedule.",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Remotasks Tasker",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available in 90+ countries; paid weekly via PayPal or AirTM; $15M total earnings, 240,000+ taskers; specific hourly/USD ",
      "job": {
        "job_name": "Remotasks Tasker",
        "category": "AI training service",
        "what_it_is": "Remote task-based role labeling images, transcribing audio, and annotating data to train AI models; taskers level up to harder, higher-paying tasks",
        "startup_cost": "none (free account + quick online courses)",
        "skill_level": "no minimum; computer and internet connection required",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "per task (paid weekly USD)",
        "where_to_find_work": "remotasks.com (powered by Scale AI)",
        "adjacent_jobs": "DataAnnotation Generalist, Outlier AI Expert, TELUS AI Trainer"
      },
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "any"
        ],
        "platform": "remotasks",
        "topic": [
          "access.signup",
          "money.payout"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_9",
      "category": "Getting Started",
      "title": "TELUS Digital AI Trainer and Data Annotator: job_overview",
      "summary": "TELUS Digital hires AI Trainers and Data Annotators within its AI Community division to shape AI and data science; per-role pay is not published on the careers page.",
      "body": "TELUS Digital hires AI Trainers and Data Annotators within its AI Community division to shape AI and data science; per-role pay is not published on the careers page.\n\nWhat TELUS Digital actually says:\n\n“AI Trainers and Data Annotators”",
      "source_type": "official",
      "source_link": "https://www.telusinternational.com/careers",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "TELUS Digital",
      "evidence_quote": "AI Trainers and Data Annotators",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "TELUS Digital AI Trainer and Data Annotator",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "TELUS Digital is a customer experience and AI training partner; named a Leader in the 2026 NelsonHall NEAT Evaluation fo",
      "job": {
        "job_name": "AI Trainer / Data Annotator",
        "category": "AI training service",
        "what_it_is": "Role in TELUS Digital's AI Community to shape the future of artificial intelligence and data science; sits alongside Machine Learning Specialists, Data Scientists, and Data Quality Specialists",
        "skill_level": "varies by role; applied through TELUS Digital careers portal",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "not stated",
        "where_to_find_work": "telusinternational.com/careers (AI Community)",
        "adjacent_jobs": "TELUS ML Specialist, Appen AI Annotator, Outlier AI Expert, DataAnnotation Generalist"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "telusdigital",
        "topic": [
          "access.signup",
          "money.pricing"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_10",
      "category": "Getting Started",
      "title": "CrowdGen (Appen) Legal Expert: job_overview",
      "summary": "CrowdGen (Appen's contributor platform) pays Legal Experts up to $400/hr to evaluate AI by drafting, reviewing, and validating contracts, filings, and legal reasoning.",
      "body": "CrowdGen (Appen's contributor platform) pays Legal Experts up to $400/hr to evaluate AI by drafting, reviewing, and validating contracts, filings, and legal reasoning.\n\nWhat CrowdGen actually says:\n\n“Legal Experts Draft, review, and validate contracts, filings, and legal reasoning. Up to $400/hr”",
      "source_type": "official",
      "source_link": "https://crowdgen.com",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "CrowdGen",
      "evidence_quote": "Legal Experts Draft, review, and validate contracts, filings, and legal reasoning. Up to $400/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "CrowdGen (Appen) Legal Expert",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "80% of leading LLM builders are Appen customers; contributors get paid in USD via bank transfer/PayPal/Payoneer/Airtm",
      "job": {
        "job_name": "Legal Expert AI Evaluator",
        "category": "AI training service",
        "what_it_is": "Domain-matched expert work evaluating AI legal reasoning, drafting and reviewing contracts, filings, and legal documents to train frontier AI models",
        "startup_cost": "none (create account; thorough review process)",
        "skill_level": "domain expertise in legal practice (lawyer/attorney credentials)",
        "typical_pay_range": "up to $400/hr",
        "pay_unit": "hour",
        "where_to_find_work": "crowdgen.com (Appen's contributor platform)",
        "adjacent_jobs": "DataAnnotation Legal Expert, Outlier Legal projects, Appen Legal AI"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "crowdgen",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_11",
      "category": "Getting Started",
      "title": "CrowdGen (Appen) Accounting Expert: job_overview",
      "summary": "CrowdGen (Appen's contributor platform) pays Accounting Experts up to $160/hr to evaluate AI by auditing ledgers, financial statements, and tax-compliant reporting.",
      "body": "CrowdGen (Appen's contributor platform) pays Accounting Experts up to $160/hr to evaluate AI by auditing ledgers, financial statements, and tax-compliant reporting.\n\nWhat CrowdGen actually says:\n\n“Accounting Experts Audit ledgers, statements, and tax-compliant reporting. Up to $160/hr”",
      "source_type": "official",
      "source_link": "https://crowdgen.com",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "CrowdGen",
      "evidence_quote": "Accounting Experts Audit ledgers, statements, and tax-compliant reporting. Up to $160/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "CrowdGen (Appen) Accounting Expert",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Appen's contributor platform; 80% of leading LLM builders are Appen customers",
      "job": {
        "job_name": "Accounting Expert AI Evaluator",
        "category": "AI training service",
        "what_it_is": "Domain-matched expert work auditing ledgers, financial statements, and tax reporting to train frontier AI models",
        "skill_level": "accounting domain expertise (CPA or finance background)",
        "typical_pay_range": "up to $160/hr",
        "pay_unit": "hour",
        "where_to_find_work": "crowdgen.com (Appen's contributor platform)",
        "adjacent_jobs": "DataAnnotation Accounting, Outlier Finance, Appen FP&A roles"
      },
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "any"
        ],
        "platform": "crowdgen",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_12",
      "category": "Getting Started",
      "title": "CrowdGen (Appen) Software Engineer: job_overview",
      "summary": "CrowdGen (Appen's contributor platform) pays Software Engineers up to $150/hr to evaluate AI by designing, refactoring, and pressure-testing real-world codebases.",
      "body": "CrowdGen (Appen's contributor platform) pays Software Engineers up to $150/hr to evaluate AI by designing, refactoring, and pressure-testing real-world codebases.\n\nWhat CrowdGen actually says:\n\n“Software Engineers Design, refactor, and pressure-test real-world codebases. Up to $150/hr”",
      "source_type": "official",
      "source_link": "https://crowdgen.com",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "CrowdGen",
      "evidence_quote": "Software Engineers Design, refactor, and pressure-test real-world codebases. Up to $150/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "CrowdGen (Appen) Software Engineer",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Appen's contributor platform",
      "job": {
        "job_name": "Software Engineer AI Evaluator",
        "category": "AI training service",
        "what_it_is": "Domain-matched expert work refactoring code, pressure-testing real codebases, and evaluating AI-assisted software development",
        "skill_level": "software engineering domain expertise",
        "typical_pay_range": "up to $150/hr",
        "pay_unit": "hour",
        "where_to_find_work": "crowdgen.com (Appen's contributor platform)",
        "adjacent_jobs": "DataAnnotation Coding Expert, Outlier Coding Expert, Appen Software Engineer"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "crowdgen",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_13",
      "category": "Getting Started",
      "title": "CrowdGen (Appen) FP&A Analyst: job_overview",
      "summary": "CrowdGen (Appen's contributor platform) pays FP&A Analysts up to $180/hr to evaluate AI by building forecasts, budgets, and variance analysis models.",
      "body": "CrowdGen (Appen's contributor platform) pays FP&A Analysts up to $180/hr to evaluate AI by building forecasts, budgets, and variance analysis models.\n\nWhat CrowdGen actually says:\n\n“FP&A Analysts Build forecasts, budgets, and variance analysis models. Up to $180/hr”",
      "source_type": "official",
      "source_link": "https://crowdgen.com",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "CrowdGen",
      "evidence_quote": "FP&A Analysts Build forecasts, budgets, and variance analysis models. Up to $180/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "CrowdGen (Appen) FP&A Analyst",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Appen's contributor platform; 80% of leading LLM builders are Appen customers",
      "job": {
        "job_name": "FP&A Analyst AI Evaluator",
        "category": "AI training service",
        "what_it_is": "Domain-matched expert work building financial forecasts, budgets, and variance analysis models to train frontier AI models",
        "skill_level": "FP&A or financial planning domain expertise",
        "typical_pay_range": "up to $180/hr",
        "pay_unit": "hour",
        "where_to_find_work": "crowdgen.com (Appen's contributor platform)",
        "adjacent_jobs": "DataAnnotation Finance, Outlier Finance, Appen FP&A roles"
      },
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "any"
        ],
        "platform": "crowdgen",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_14",
      "category": "Getting Started",
      "title": "CrowdGen (Appen) Medical Clinician: job_overview",
      "summary": "CrowdGen (Appen's contributor platform) pays Medical Clinicians up to $450/hr to evaluate AI by assessing diagnoses, treatment plans, and clinical documentation.",
      "body": "CrowdGen (Appen's contributor platform) pays Medical Clinicians up to $450/hr to evaluate AI by assessing diagnoses, treatment plans, and clinical documentation.\n\nWhat CrowdGen actually says:\n\n“Medical Clinicians Evaluate diagnoses, treatment plans, and clinical documentation. Up to $450/hr”",
      "source_type": "official",
      "source_link": "https://crowdgen.com",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "CrowdGen",
      "evidence_quote": "Medical Clinicians Evaluate diagnoses, treatment plans, and clinical documentation. Up to $450/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "CrowdGen (Appen) Medical Clinician",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Appen's contributor platform; requires clinical domain expertise",
      "job": {
        "job_name": "Medical Clinician AI Evaluator",
        "category": "AI training service",
        "what_it_is": "Domain-matched expert work evaluating AI assessments of diagnoses, treatment plans, and clinical documentation to train frontier AI models",
        "skill_level": "medical/clinical domain expertise (MD/DO/nurse practitioner)",
        "typical_pay_range": "up to $450/hr",
        "pay_unit": "hour",
        "where_to_find_work": "crowdgen.com (Appen's contributor platform)",
        "adjacent_jobs": "DataAnnotation Physician, Outlier Biology Expert, Appen Healthcare roles"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "crowdgen",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_15",
      "category": "Getting Started",
      "title": "CrowdGen (Appen) Investment Manager: job_overview",
      "summary": "CrowdGen (Appen's contributor platform) pays Investment Managers up to $150/hr to evaluate AI by assessing portfolios, market signals, and allocation strategy.",
      "body": "CrowdGen (Appen's contributor platform) pays Investment Managers up to $150/hr to evaluate AI by assessing portfolios, market signals, and allocation strategy.\n\nWhat CrowdGen actually says:\n\n“Investment Managers Assess portfolios, market signals, and allocation strategy. Up to $150/hr”",
      "source_type": "official",
      "source_link": "https://crowdgen.com",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "CrowdGen",
      "evidence_quote": "Investment Managers Assess portfolios, market signals, and allocation strategy. Up to $150/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "CrowdGen (Appen) Investment Manager",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Appen's contributor platform",
      "job": {
        "job_name": "Investment Manager AI Evaluator",
        "category": "AI training service",
        "what_it_is": "Domain-matched expert work assessing portfolios, market signals, and allocation strategy to train frontier AI models",
        "skill_level": "investment/finance domain expertise",
        "typical_pay_range": "up to $150/hr",
        "pay_unit": "hour",
        "where_to_find_work": "crowdgen.com (Appen's contributor platform)",
        "adjacent_jobs": "DataAnnotation Finance, Outlier Finance, Appen Finance roles"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "crowdgen",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_16",
      "category": "Getting Started",
      "title": "Appen AI Data Annotator (general reference): job_overview",
      "summary": "Appen hires AI Data Annotators for remote contract roles in content evaluation and annotation; per-role compensation details not published on primary career pages.",
      "body": "Appen hires AI Data Annotators for remote contract roles in content evaluation and annotation; per-role compensation details not published on primary career pages.\n\nWhat Appen actually says:\n\n“500+ global locales covered”",
      "source_type": "official",
      "source_link": "https://www.appen.com/careers",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Appen",
      "evidence_quote": "500+ global locales covered",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Appen AI Data Annotator (general reference)",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Appen is ASX-listed (APX); 30 years pioneering AI data; 500+ global locales covered; no pay rates stated on main career ",
      "job": {
        "job_name": "AI Data Annotator",
        "category": "AI training service",
        "what_it_is": "Remote contract role evaluating, annotating, and generating content to train AI models across various domains",
        "skill_level": "varies by project; some require subject-matter expertise",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "not stated",
        "where_to_find_work": "appen.com/careers (open roles listed but pay not stated)",
        "adjacent_jobs": "CrowdGen (Appen's contributor platform) data annotator roles, DataAnnotation trainer, Outlier AI Expert"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "appen",
        "topic": [
          "access.signup",
          "money.pricing"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_17",
      "category": "Getting Started",
      "title": "DataAnnotation 107 Role Summary: job_overview",
      "summary": "DataAnnotation lists 107 AI training roles across Coding, STEM, Finance, Healthcare, Legal, and Languages categories with hourly rates ranging $25-$150+/hr.",
      "body": "DataAnnotation lists 107 AI training roles across Coding, STEM, Finance, Healthcare, Legal, and Languages categories with hourly rates ranging $25-$150+/hr.\n\nWhat DataAnnotation actually says:\n\n“107 rolesAll 107Coding 5Cybersecurity 4Data & ML 2STEM 7Engineering 10Finance 13Accounting 7Legal 8Medical 5Healthcare Ops 6Design 1Languages 38General 1Software EngineerCoding$40 – $150+ / hr312 hired recently”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation",
      "evidence_quote": "107 rolesAll 107Coding 5Cybersecurity 4Data & ML 2STEM 7Engineering 10Finance 13Accounting 7Legal 8Medical 5Healthcare Ops 6Design 1Languages 38General 1Software EngineerCoding$40 – $150+ / hr312 hired recently",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "DataAnnotation 107 Role Summary",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "All 107 roles listed with pay; total hires shown per role; consistent projects; no long-term commitment",
      "job": {
        "job_name": "DataAnnotation Role Summary (107 positions)",
        "category": "AI training service",
        "what_it_is": "Platform aggregates 107 distinct AI training positions from Generalist to Physician roles; each role has published pay rate; all are remote contract positions",
        "startup_cost": "none (free account + skill screening)",
        "skill_level": "varies per role; minimum undergraduate expertise; some require PhD/MD/JD",
        "typical_pay_range": "$25 – $150+ / hr across all roles",
        "pay_unit": "hour",
        "where_to_find_work": "dataannotation.tech",
        "adjacent_jobs": "Generalist Trainer, Coding Expert, Language Specialist, Finance Expert, Legal Expert, Healthcare Ops roles"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "dataannotation",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_18",
      "category": "Getting Started",
      "title": "Outlier AI Expert - Netherlands Language: job_overview",
      "summary": "Outlier AI pays Dutch (Netherlands) Language Expert trainers up to $50/hr to train AI models.",
      "body": "Outlier AI pays Dutch (Netherlands) Language Expert trainers up to $50/hr to train AI models.\n\nWhat Outlier AI actually says:\n\n“Dutch Language ExpertRemoteUp to $50/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Dutch Language ExpertRemoteUp to $50/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - Netherlands Language",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Named among Outlier's expert list; no minimum hours; work from anywhere",
      "job": {
        "job_name": "Dutch Language Expert AI Trainer",
        "category": "AI training service",
        "what_it_is": "Freelance expert reviewing AI-generated Dutch language content and training AI translation/language models",
        "startup_cost": "none (account creation + identity verification + skill screening)",
        "skill_level": "native or near-native Dutch fluency plus undergraduate expertise",
        "typical_pay_range": "up to $50/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "DataAnnotation Dutch Specialist, Outlier Biology Expert, CrowdGen Linguists"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_19",
      "category": "Getting Started",
      "title": "Outlier AI Expert - Thailand Coding: job_overview",
      "summary": "Outlier AI pays Thailand-based Coding Expert trainers up to $27.5/hr to train AI models.",
      "body": "Outlier AI pays Thailand-based Coding Expert trainers up to $27.5/hr to train AI models.\n\nWhat Outlier AI actually says:\n\n“Coding expertRemoteUp to $27.5/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Coding expertRemoteUp to $27.5/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - Thailand Coding",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Named among Outlier's expert list; remote work from Thailand; flexible schedule",
      "job": {
        "job_name": "Coding Expert AI Trainer (Thailand)",
        "category": "AI training service",
        "what_it_is": "Freelance expert reviewing AI-generated code and training AI coding models from Thailand location",
        "startup_cost": "none (account + identity verification + skill screening)",
        "skill_level": "undergraduate minimum in CS or relevant technical field",
        "typical_pay_range": "up to $27.5/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "Outlier Coding Expert, DataAnnotation Coding Expert, CrowdGen Software Engineer"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_20",
      "category": "Getting Started",
      "title": "Outlier AI Expert - Australia Coding: job_overview",
      "summary": "Outlier AI pays Australia-based Coding Expert trainers up to $27.5/hr to train AI models.",
      "body": "Outlier AI pays Australia-based Coding Expert trainers up to $27.5/hr to train AI models.\n\nWhat Outlier AI actually says:\n\n“Coding expertRemoteUp to $27.5/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Coding expertRemoteUp to $27.5/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - Australia Coding",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Named among Outlier's expert list; remote work from Australia; flexible schedule",
      "job": {
        "job_name": "Coding Expert AI Trainer (Australia)",
        "category": "AI training service",
        "what_it_is": "Freelance expert reviewing AI-generated code and training AI coding models from Australia location",
        "startup_cost": "none (account + identity verification + skill screening)",
        "skill_level": "undergraduate minimum in CS or relevant technical field",
        "typical_pay_range": "up to $27.5/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "Outlier Coding Expert, DataAnnotation Coding Expert, CrowdGen Software Engineer"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_21",
      "category": "Getting Started",
      "title": "Outlier AI Expert - Vietnam Language: job_overview",
      "summary": "Outlier AI pays Vietnamese Language Expert trainers up to $50/hr to train AI models.",
      "body": "Outlier AI pays Vietnamese Language Expert trainers up to $50/hr to train AI models.\n\nWhat Outlier AI actually says:\n\n“Vietnamese Language ExpertRemoteUp to $50/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Vietnamese Language ExpertRemoteUp to $50/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - Vietnam Language",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Named among Outlier's expert list; no minimum hours",
      "job": {
        "job_name": "Vietnam Language Expert AI Trainer",
        "category": "AI training service",
        "what_it_is": "Freelance expert reviewing AI-generated Vietnamese language content and training AI translation/language models",
        "startup_cost": "none (account creation + identity verification + skill screening)",
        "skill_level": "native or near-native Vietnamese fluency plus undergraduate expertise",
        "typical_pay_range": "up to $50/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "DataAnnotation Vietnamese Specialist, Outlier Biology Expert, CrowdGen Linguists"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_22",
      "category": "Getting Started",
      "title": "Outlier AI Expert - Netherlands Language: job_overview",
      "summary": "Outlier AI pays Netherlands (Dutch) Language Expert trainers up to $50/hr to train AI models.",
      "body": "Outlier AI pays Netherlands (Dutch) Language Expert trainers up to $50/hr to train AI models.\n\nWhat Outlier AI actually says:\n\n“Dutch Language ExpertRemoteUp to $50/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Dutch Language ExpertRemoteUp to $50/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - Netherlands Language",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Named among Outlier's expert list; no minimum hours",
      "job": {
        "job_name": "Netherlands Language Expert AI Trainer",
        "category": "AI training service",
        "what_it_is": "Freelance expert reviewing AI-generated Dutch language content and training AI translation/language models",
        "startup_cost": "none (account creation + identity verification + skill screening)",
        "skill_level": "native or near-native Dutch fluency plus undergraduate expertise",
        "typical_pay_range": "up to $50/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "DataAnnotation Dutch Specialist, Outlier Biology Expert, CrowdGen Linguists"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_23",
      "category": "Getting Started",
      "title": "Outlier AI Expert - Saudi Arabia Math: job_overview",
      "summary": "Outlier AI pays Math Expert trainers in Saudi Arabia up to $50/hr to train AI models by creating and grading math problems.",
      "body": "Outlier AI pays Math Expert trainers in Saudi Arabia up to $50/hr to train AI models by creating and grading math problems.\n\nWhat Outlier AI actually says:\n\n“Math ExpertRemoteUp to $50/hr”",
      "source_type": "official",
      "source_link": "https://outlier.ai/about-us",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Math ExpertRemoteUp to $50/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI Expert - Saudi Arabia Math",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Named among Outlier's expert list; remote work from Saudi Arabia; flexible schedule",
      "job": {
        "job_name": "Math Expert AI Trainer (Saudi Arabia)",
        "category": "AI training service",
        "what_it_is": "Freelance expert creating challenging math prompts, grading AI math responses, and training mathematical reasoning models",
        "startup_cost": "none (account creation + identity verification + skill screening)",
        "skill_level": "undergraduate minimum in mathematics; graduate/PhD preferred",
        "typical_pay_range": "up to $50/hr",
        "pay_unit": "hour",
        "where_to_find_work": "outlier.ai (powered by Scale AI)",
        "adjacent_jobs": "DataAnnotation Math Specialist, Outlier Coding Expert, CrowdGen domain experts"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "money.pricing",
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_dataannotation_coding_detail",
      "category": "Getting Started",
      "title": "DataAnnotation Coding Tasks: job_overview",
      "summary": "DataAnnotation Coding experts do real engineering and problem-solving work including debugging code, evaluating implementations, and reasoning about edge cases to train AI coding models.",
      "body": "DataAnnotation Coding experts do real engineering and problem-solving work including debugging code, evaluating implementations, and reasoning about edge cases to train AI coding models.\n\nWhat DataAnnotation actually says:\n\n“A lot of it feels like real engineering and problem-solving work: debugging code, evaluating implementations, reasoning about edge cases.”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation",
      "evidence_quote": "A lot of it feels like real engineering and problem-solving work: debugging code, evaluating implementations, reasoning about edge cases.",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "DataAnnotation Coding Tasks",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Freelancer testimonial; works 2-3 hours a day for 2+ years; made $40k+ in under 2 months",
      "job": {
        "job_name": "DataAnnotation Coding Expert (task detail)",
        "category": "AI training service",
        "what_it_is": "Contractor does real engineering and problem-solving: debugging code, evaluating implementations, reasoning about edge cases, creating complex coding scenarios, and analyzing model outputs",
        "skill_level": "coding expertise; coding evaluation required before assignment",
        "typical_pay_range": "$40 – $150+ / hr",
        "pay_unit": "hour",
        "where_to_find_work": "dataannotation.tech",
        "adjacent_jobs": "1575.2, DataAnnotation Generalist, Outlier Coding Expert"
      },
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "dataannotation",
        "topic": [
          "money.pricing",
          "craft.posting"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_dataannotation_payment",
      "category": "Getting Started",
      "title": "DataAnnotation payment schedule: job_overview",
      "summary": "DataAnnotation processes contractor payments weekly via PayPal or ACH.",
      "body": "DataAnnotation processes contractor payments weekly via PayPal or ACH.\n\nWhat DataAnnotation actually says:\n\n“Get paid fast via PayPal or Airtm”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation",
      "evidence_quote": "Get paid fast via PayPal or Airtm",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "DataAnnotation payment schedule",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Freelancer milestone testimonials show earnings over $20k in one month; no minimum payout threshold stated",
      "job": {
        "job_name": "DataAnnotation Payment Terms",
        "category": "AI training service",
        "what_it_is": "Weekly payment processing for completed AI training tasks via PayPal or ACH bank transfer",
        "skill_level": "none (administrative info)",
        "typical_pay_range": "not applicable",
        "pay_unit": "not applicable",
        "where_to_find_work": "dataannotation.tech"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "us"
        ],
        "platform": "dataannotation",
        "topic": [
          "money.payout"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_outlier_onboarding",
      "category": "Getting Started",
      "title": "Outlier AI onboarding & pay cycle: job_overview",
      "summary": "Outlier AI onboarding takes 30-90 minutes and payments are processed weekly on Tuesdays via PayPal, Airtm, or ACH.",
      "body": "Outlier AI onboarding takes 30-90 minutes and payments are processed weekly on Tuesdays via PayPal, Airtm, or ACH.\n\nWhat Outlier AI actually says:\n\n“Onboarding process typically takes 30 to 90 minutes and includes creating your account, selecting your areas of expertise, completing skill screenings... and identity verification. Payments are processed weekly on Tuesdays.”",
      "source_type": "official",
      "source_link": "https://outlier.ai/faq",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Onboarding process typically takes 30 to 90 minutes and includes creating your account, selecting your areas of expertise, completing skill screenings... and identity verification. Payments are processed weekly on Tuesdays.",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "Outlier AI onboarding & pay cycle",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Onboarding: create account, select expertise, complete skill screenings, identity verification",
      "job": {
        "job_name": "Outlier AI Onboarding and Payment Info",
        "category": "AI training service",
        "what_it_is": "30-90 min onboarding (account, skills, screening, ID verification), then weekly payment Tuesdays US$ via PayPal/Airtm/ACH",
        "skill_level": "varies by project",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "week",
        "where_to_find_work": "outlier.ai/faq",
        "adjacent_jobs": "1575.4, 1575.5, 1575.6"
      },
      "tags": {
        "lane": "any",
        "stage": "setting_up",
        "region": [
          "us"
        ],
        "platform": "outlier",
        "topic": [
          "access.signup",
          "money.payout"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_dataannotation_qualifications",
      "category": "Getting Started",
      "title": "DataAnnotation qualifications: job_overview",
      "summary": "DataAnnotation seeks candidates with subject-matter expertise; no coding or technical background is needed, and applicants should demonstrate strong reasoning and attention to detail.",
      "body": "DataAnnotation seeks candidates with subject-matter expertise; no coding or technical background is needed, and applicants should demonstrate strong reasoning and attention to detail.\n\nWhat DataAnnotation actually says:\n\n“What kind of work will I do? You'll work on tasks that help AI perform better, like reviewing responses, checking accuracy, refining prompts, and rating outputs. No coding or technical background needed.”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation",
      "evidence_quote": "What kind of work will I do? You'll work on tasks that help AI perform better, like reviewing responses, checking accuracy, refining prompts, and rating outputs. No coding or technical background needed.",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "DataAnnotation qualifications",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Ideal for researchers, students, professionals, and independent contributors who enjoy analytical work",
      "job": {
        "job_name": "DataAnnotation Qualifications Requirements",
        "category": "AI training service",
        "what_it_is": "Looking for candidates with domain expertise across a wide range of fields; no coding or technical background needed; tasks include reviewing AI-generated text, ranking responses, checking facts, labeling data, and reviewing content in specific subject areas",
        "skill_level": "subject-matter expertise; strong reasoning skills; attention to detail",
        "typical_pay_range": "not applicable",
        "pay_unit": "not applicable",
        "where_to_find_work": "dataannotation.tech",
        "adjacent_jobs": "1575.1, 1575.2, 1575.3"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "us"
        ],
        "platform": "dataannotation",
        "topic": [
          "access.signup"
        ],
        "explicitness": "none_on_camera"
      }
    },
    {
      "id": "learn_r1575_job_discovery_ai_services_for_clients_angle_boards_1575_crowdgen_domains",
      "category": "Getting Started",
      "title": "CrowdGen (Appen) open domains list: job_overview",
      "summary": "CrowdGen lists 8 open AI-evaluation domains: Accounting, FP&A, Healthcare Admin, Investment Management, Legal, Linguistics, Medical Clinicians, and Software Engineering with pay $90-$450/hr.",
      "body": "CrowdGen lists 8 open AI-evaluation domains: Accounting, FP&A, Healthcare Admin, Investment Management, Legal, Linguistics, Medical Clinicians, and Software Engineering with pay $90-$450/hr.\n\nWhat CrowdGen actually says:\n\n“Accounting Experts...Up to $160/hr FP&A Analysts...Up to $180/hr Healthcare Administrators...Up to $90/hr Investment Managers...Up to $150/hr Legal Experts...Up to $400/hr Linguists...Up to $95/hr Medical Clinicians...Up to $450/hr Software Engineers...Up to $150/hr”",
      "source_type": "official",
      "source_link": "https://crowdgen.com",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "CrowdGen",
      "evidence_quote": "Accounting Experts...Up to $160/hr FP&A Analysts...Up to $180/hr Healthcare Administrators...Up to $90/hr Investment Managers...Up to $150/hr Legal Experts...Up to $400/hr Linguists...Up to $95/hr Medical Clinicians...Up to $450/hr Software Engineers...Up to $150/hr",
      "volatility": "medium",
      "from_batch": "1575-job-discovery-ai-services-for-clients-angle-boards",
      "subject": "CrowdGen (Appen) open domains list",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "80% of leading LLM builders are Appen customers; pay in USD via bank transfer/PayPal/Payoneer/Airtm",
      "job": {
        "job_name": "CrowdGen Open Domain Experts",
        "category": "AI training service",
        "what_it_is": "Domain-matched expert work across 8 specializations: Accounting ($160/hr), FP&A ($180/hr), Healthcare Admin ($90/hr), Investment Management ($150/hr), Legal ($400/hr), Linguistics ($95/hr), Medical Clinicians ($450/hr), Software Engineering ($150/hr)",
        "skill_level": "domain expertise in the relevant specialization",
        "typical_pay_range": "$90 – $400+ / hr",
        "pay_unit": "hour",
        "where_to_find_work": "crowdgen.com",
        "adjacent_jobs": "DataAnnotation roles, Outlier AI Expert roles"
      },
      "tags": {
        "lane": "any",
        "stage": "choosing",
        "region": [
          "any"
        ],
        "platform": "crowdgen",
        "topic": [
          "money.pricing"
        ],
        "explicitness": "none_on_camera"
      }
    }
  ]
}