{
  "batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
  "articles": [
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_dataannotation_software_engineer",
      "category": "Getting Started",
      "title": "DataAnnotation.tech: job_overview",
      "summary": "Software Engineer role involves teaching AI expertise through remote contract work with flexible hours and expert pay rates.",
      "body": "Software Engineer role involves teaching AI expertise through remote contract work with flexible hours and expert pay rates.\n\nWhat DataAnnotation.tech actually says:\n\n“Up to $40 – $150+/hr depending on task difficulty and specialization”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech/job-board/software-engineer",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation.tech",
      "evidence_quote": "Up to $40 – $150+/hr depending on task difficulty and specialization",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "DataAnnotation.tech",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Software Engineer",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role teaching AI through coding expertise evaluation and red-teaming",
        "skill_level": "Expert",
        "typical_pay_range": "$40 - $150+/hr",
        "pay_unit": "hourly",
        "where_to_find_work": "DataAnnotation.tech job board",
        "adjacent_jobs": "Data Scientist, Machine Learning Engineer, Backend Engineer"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "dataannotationtech",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_dataannotation_generalist",
      "category": "Getting Started",
      "title": "DataAnnotation.tech: job_overview",
      "summary": "Generalist role involves reviewing and rating AI responses across everyday topics with strong writing and reasoning skills.",
      "body": "Generalist role involves reviewing and rating AI responses across everyday topics with strong writing and reasoning skills.\n\nWhat DataAnnotation.tech actually says:\n\n“Up to $25 – $50/hr depending on task difficulty and specialization”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech/job-board/generalist",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation.tech",
      "evidence_quote": "Up to $25 – $50/hr depending on task difficulty and specialization",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "DataAnnotation.tech",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Generalist",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role reviewing and rating AI responses across varied topics",
        "skill_level": "Expert",
        "typical_pay_range": "$25 - $50/hr",
        "pay_unit": "hourly",
        "where_to_find_work": "DataAnnotation.tech job board",
        "adjacent_jobs": "AI Reviewer, Tutor"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "dataannotationtech",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_dataannotation_data_scientist",
      "category": "Getting Started",
      "title": "DataAnnotation.tech: job_overview",
      "summary": "Data Scientist role involves evaluating AI-generated analyses on real datasets and red-teaming statistics.",
      "body": "Data Scientist role involves evaluating AI-generated analyses on real datasets and red-teaming statistics.\n\nWhat DataAnnotation.tech actually says:\n\n“Up to $40 – $150+/hr depending on task difficulty and specialization”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech/job-board/data-scientist",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation.tech",
      "evidence_quote": "Up to $40 – $150+/hr depending on task difficulty and specialization",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "DataAnnotation.tech",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Data Scientist",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role evaluating AI analyses and red-teaming statistical reasoning",
        "skill_level": "Expert",
        "typical_pay_range": "$40 - $150+/hr",
        "pay_unit": "hourly",
        "where_to_find_work": "DataAnnotation.tech job board",
        "adjacent_jobs": "Machine Learning Engineer, Quantitative Analyst, Financial Analyst"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "dataannotationtech",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_dataannotation_machine_learning_engineer",
      "category": "Getting Started",
      "title": "DataAnnotation.tech: job_overview",
      "summary": "Machine Learning Engineer role involves stress-testing how models reason about ML systems and writing practitioner judgments.",
      "body": "Machine Learning Engineer role involves stress-testing how models reason about ML systems and writing practitioner judgments.\n\nWhat DataAnnotation.tech actually says:\n\n“Up to $40 – $150+/hr depending on task difficulty and specialization”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech/job-board/machine-learning-engineer",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation.tech",
      "evidence_quote": "Up to $40 – $150+/hr depending on task difficulty and specialization",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "DataAnnotation.tech",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Machine Learning Engineer",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role stress-testing ML systems and writing correct solutions",
        "skill_level": "Expert",
        "typical_pay_range": "$40 - $150+/hr",
        "pay_unit": "hourly",
        "where_to_find_work": "DataAnnotation.tech job board",
        "adjacent_jobs": "Data Scientist, MLOps Engineer, Applied Scientist"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "dataannotationtech",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_dataannotation_cybersecurity_expert",
      "category": "Getting Started",
      "title": "DataAnnotation.tech: job_overview",
      "summary": "Cybersecurity Expert role involves probing frontier models for unsafe code and exploit paths.",
      "body": "Cybersecurity Expert role involves probing frontier models for unsafe code and exploit paths.\n\nWhat DataAnnotation.tech actually says:\n\n“Up to $40 – $125+/hr depending on task difficulty and specialization”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech/job-board/cybersecurity-expert",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation.tech",
      "evidence_quote": "Up to $40 – $125+/hr depending on task difficulty and specialization",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "DataAnnotation.tech",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Cybersecurity Expert",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role probing models for security weaknesses and writing secure answers",
        "skill_level": "Expert",
        "typical_pay_range": "$40 - $125+/hr",
        "pay_unit": "hourly",
        "where_to_find_work": "DataAnnotation.tech job board",
        "adjacent_jobs": "Penetration Tester, Application Security Engineer, Incident Responder"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "dataannotationtech",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_dataannotation_pen_tester",
      "category": "Getting Started",
      "title": "DataAnnotation.tech: job_overview",
      "summary": "Penetration Tester role involves evaluating how models reason about offensive security and breaking exploit chains.",
      "body": "Penetration Tester role involves evaluating how models reason about offensive security and breaking exploit chains.\n\nWhat DataAnnotation.tech actually says:\n\n“Up to $40 – $125+/hr depending on task difficulty and specialization”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech/job-board/penetration-tester",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation.tech",
      "evidence_quote": "Up to $40 – $125+/hr depending on task difficulty and specialization",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "DataAnnotation.tech",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Penetration Tester",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role evaluating model offensive security reasoning and writing attack paths",
        "skill_level": "Expert",
        "typical_pay_range": "$40 - $125+/hr",
        "pay_unit": "hourly",
        "where_to_find_work": "DataAnnotation.tech job board",
        "adjacent_jobs": "Cybersecurity Expert, Application Security Engineer, Incident Responder"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "dataannotationtech",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_dataannotation_incident_responder",
      "category": "Getting Started",
      "title": "DataAnnotation.tech: job_overview",
      "summary": "Incident Responder role involves grading how models handle detection, triage, and forensics in real intrusions.",
      "body": "Incident Responder role involves grading how models handle detection, triage, and forensics in real intrusions.\n\nWhat DataAnnotation.tech actually says:\n\n“Up to $40 – $125+/hr depending on task difficulty and specialization”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech/job-board/incident-responder",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation.tech",
      "evidence_quote": "Up to $40 – $125+/hr depending on task difficulty and specialization",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "DataAnnotation.tech",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Incident Responder",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role grading model incident response and writing correct playbooks",
        "skill_level": "Expert",
        "typical_pay_range": "$40 - $125+/hr",
        "pay_unit": "hourly",
        "where_to_find_work": "DataAnnotation.tech job board",
        "adjacent_jobs": "Cybersecurity Expert, Penetration Tester, DFIR Analyst"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "dataannotationtech",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_dataannotation_finance_expert",
      "category": "Getting Started",
      "title": "DataAnnotation.tech: job_overview",
      "summary": "Finance Expert role involves reviewing AI-generated financial analyses and red-teaming models.",
      "body": "Finance Expert role involves reviewing AI-generated financial analyses and red-teaming models.\n\nWhat DataAnnotation.tech actually says:\n\n“Up to $40 – $125+/hr depending on task difficulty and specialization”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech/job-board/finance-expert",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation.tech",
      "evidence_quote": "Up to $40 – $125+/hr depending on task difficulty and specialization",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "DataAnnotation.tech",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Finance Expert",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role evaluating AI financial analyses and writing correct judgments",
        "skill_level": "Expert",
        "typical_pay_range": "$40 - $125+/hr",
        "pay_unit": "hourly",
        "where_to_find_work": "DataAnnotation.tech job board",
        "adjacent_jobs": "Quantitative Analyst, Investment Banker, Financial Analyst"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "dataannotationtech",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_dataannotation_legal_expert",
      "category": "Getting Started",
      "title": "DataAnnotation.tech: job_overview",
      "summary": "Legal Expert role involves probing frontier models for unsafe legal reasoning and writing secure answers.",
      "body": "Legal Expert role involves probing frontier models for unsafe legal reasoning and writing secure answers.\n\nWhat DataAnnotation.tech actually says:\n\n“Up to $40 – $125+/hr depending on task difficulty and specialization”",
      "source_type": "official",
      "source_link": "https://www.dataannotation.tech/job-board/legal-expert",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "DataAnnotation.tech",
      "evidence_quote": "Up to $40 – $125+/hr depending on task difficulty and specialization",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "DataAnnotation.tech",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Legal Expert",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role evaluating AI legal reasoning and writing secure legal answers",
        "skill_level": "Expert",
        "typical_pay_range": "$40 - $125+/hr",
        "pay_unit": "hourly",
        "where_to_find_work": "DataAnnotation.tech job board",
        "adjacent_jobs": "Attorney, Compliance Officer, IP Attorney"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "dataannotationtech",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_crowdgen_legal_experts",
      "category": "Getting Started",
      "title": "CrowdGen by Appen: job_overview",
      "summary": "Legal Experts role involves lawyers training AI models on legal authority, procedure, and judgment.",
      "body": "Legal Experts role involves lawyers training AI models on legal authority, procedure, and judgment.\n\nWhat CrowdGen by Appen actually says:\n\n“Rate up to $400 / hr”",
      "source_type": "official",
      "source_link": "https://crowdgen.com/domains-legal",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "CrowdGen by Appen",
      "evidence_quote": "Rate up to $400 / hr",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "CrowdGen by Appen",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Legal Experts",
        "category": "AI training/legal data",
        "what_it_is": "Remote contract role where lawyers train AI models on legal reasoning and procedure",
        "skill_level": "Expert",
        "typical_pay_range": "$400 / hr",
        "pay_unit": "hourly",
        "where_to_find_work": "CrowdGen by Appen",
        "adjacent_jobs": "IP Attorney, Compliance Officer, Legal Analyst"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "crowdgenbyappen",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_outlier_ai_trainers",
      "category": "Getting Started",
      "title": "Outlier AI: job_overview",
      "summary": "AI Trainer role involves subject matter experts improving AI models through prompt writing, grading, and ranking.",
      "body": "AI Trainer role involves subject matter experts improving AI models through prompt writing, grading, and ranking.\n\nWhat Outlier AI actually says:\n\n“Competitive pay + quality-based rewards, paid weekly”",
      "source_type": "official",
      "source_link": "https://www.outlier.ai",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Outlier AI",
      "evidence_quote": "Competitive pay + quality-based rewards, paid weekly",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "Outlier AI",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "AI Trainer",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote contract role improving AI models through expert feedback and evaluation",
        "skill_level": "Expert",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "hourly",
        "where_to_find_work": "Outlier AI",
        "adjacent_jobs": "Prompt Engineer, ML Engineer, Data Scientist"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "outlierai",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_remotasks_data_annotators",
      "category": "Getting Started",
      "title": "Remotasks: job_overview",
      "summary": "Data Annotator role involves labeling images, transcribing audio, and annotating data that trains AI.",
      "body": "Data Annotator role involves labeling images, transcribing audio, and annotating data that trains AI.\n\nWhat Remotasks actually says:\n\n“Earn $USD completing simple tasks from home”",
      "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": "Earn $USD completing simple tasks from home",
      "volatility": "medium",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "Remotasks",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "Available globally for remote work",
      "job": {
        "job_name": "Data Annotator",
        "category": "AI training/data-annotation",
        "what_it_is": "Remote task role labeling images, transcribing audio, and annotating data for AI training",
        "skill_level": "Beginner",
        "typical_pay_range": "could_not_verify",
        "pay_unit": "per task",
        "where_to_find_work": "Remotasks website",
        "adjacent_jobs": "Image Labeler, Audio Transcriber"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "any"
        ],
        "platform": "remotasks",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    },
    {
      "id": "learn_r1595_job_discovery_ai_evaluation_and_red_teaming_angle_boards_onet_data_scientists",
      "category": "Getting Started",
      "title": "O*NET OnLine: job_overview",
      "summary": "Data Scientists develop and implement techniques to transform raw data into meaningful information.",
      "body": "Data Scientists develop and implement techniques to transform raw data into meaningful information.\n\nWhat Bureau of Labor Statistics actually says:\n\n“Median wages (2025): $57.80 hourly, $120,230 annual”",
      "source_type": "official",
      "source_link": "https://www.onetonline.org/link/summary/15-2051.00",
      "last_verified": "2026-10-05",
      "reliability": "STRONG PRACTICE",
      "source_tier": "A",
      "source_publisher": "Bureau of Labor Statistics",
      "evidence_quote": "Median wages (2025): $57.80 hourly, $120,230 annual",
      "volatility": "low",
      "from_batch": "1595-job-discovery-ai-evaluation-and-red-teaming-angle-boards",
      "subject": "O*NET OnLine",
      "topic": "job_overview",
      "applies_to_country": "*",
      "applies_to_scope": "U.S. federal occupational data",
      "job": {
        "job_name": "Data Scientists",
        "category": "Computer and information technology",
        "what_it_is": "Professional role developing analytics applications and implementing data mining, modeling, and ML",
        "skill_level": "Bachelor's degree",
        "typical_pay_range": "$57.80 hourly, $120,230 annual",
        "pay_unit": "hourly / annual",
        "where_to_find_work": "BLS O*NET summary for 15-2051.00",
        "adjacent_jobs": "Business Intelligence Analyst, Clinical Data Manager"
      },
      "tags": {
        "lane": "any",
        "stage": "running",
        "region": [
          "us"
        ],
        "platform": "onetonline",
        "topic": [
          "unclassified"
        ],
        "explicitness": "any"
      }
    }
  ]
}