{
  "checked": "2026-10-04",
  "resources": [
    {
      "id": "google-python",
      "provider": "Google",
      "title": "Python class",
      "url": "https://developers.google.com/edu/python",
      "topics": "Programming, data cleaning and automation",
      "prerequisites": "Basic programming familiarity helps; the course is not a complete computer-science degree.",
      "access": "Free public lessons and exercises.",
      "businessPractice": "Use Python to validate a synthetic order record.",
      "checked": "2026-10-04",
      "reviewScope": "Official overview or module page; not every exercise, credential or linked service reviewed",
      "subjectTags": [
        "Programming",
        "Data"
      ]
    },
    {
      "id": "google-ml",
      "provider": "Google",
      "title": "Machine Learning Crash Course",
      "url": "https://developers.google.com/machine-learning/crash-course/",
      "topics": "AI and machine learning foundations",
      "prerequisites": "Begin with Python, algebra and basic statistics; use the course prerequisites.",
      "access": "Free public self-study; no paid certificate is promised here.",
      "businessPractice": "Define a business prediction task and a non-ML baseline.",
      "checked": "2026-10-04",
      "reviewScope": "Official overview or module page; not every exercise, credential or linked service reviewed",
      "subjectTags": [
        "AI",
        "Data"
      ]
    },
    {
      "id": "google-regression",
      "provider": "Google",
      "title": "Linear regression",
      "url": "https://developers.google.com/machine-learning/crash-course/linear-regression",
      "topics": "Regression and prediction",
      "prerequisites": "Work through ML foundations and distinguish prediction from causation.",
      "access": "Free public module.",
      "businessPractice": "Compare forecast errors with a simple mean baseline.",
      "checked": "2026-10-04",
      "reviewScope": "Official overview or module page; not every exercise, credential or linked service reviewed",
      "subjectTags": [
        "AI",
        "Data"
      ]
    },
    {
      "id": "google-classification",
      "provider": "Google",
      "title": "Classification",
      "url": "https://developers.google.com/machine-learning/crash-course/classification",
      "topics": "Classification and decision thresholds",
      "prerequisites": "Understand labels and basic probabilities.",
      "access": "Free public module.",
      "businessPractice": "Explain the cost of false positives and false negatives in a support queue.",
      "checked": "2026-10-04",
      "reviewScope": "Official overview or module page; not every exercise, credential or linked service reviewed",
      "subjectTags": [
        "AI",
        "Data"
      ]
    },
    {
      "id": "google-overfitting",
      "provider": "Google",
      "title": "Generalisation and overfitting",
      "url": "https://developers.google.com/machine-learning/crash-course/overfitting",
      "topics": "Dataset splits and validation",
      "prerequisites": "Study models and datasets first.",
      "access": "Free public module.",
      "businessPractice": "Identify how customer duplicates could leak across a train/test split.",
      "checked": "2026-10-04",
      "reviewScope": "Official overview or module page; not every exercise, credential or linked service reviewed",
      "subjectTags": [
        "AI",
        "Data"
      ]
    },
    {
      "id": "google-fairness",
      "provider": "Google",
      "title": "ML fairness",
      "url": "https://developers.google.com/machine-learning/crash-course/fairness",
      "topics": "Responsible AI and governance",
      "prerequisites": "Study classification and evaluation; a module is not a fairness certification.",
      "access": "Free public module.",
      "businessPractice": "Identify affected groups, review authority and appeal evidence.",
      "checked": "2026-10-04",
      "reviewScope": "Official overview or module page; not every exercise, credential or linked service reviewed",
      "subjectTags": [
        "AI",
        "Business"
      ]
    },
    {
      "id": "google-llm",
      "provider": "Google",
      "title": "Introduction to large language models",
      "url": "https://developers.google.com/machine-learning/crash-course/llm",
      "topics": "NLP and language models",
      "prerequisites": "Start with ML fundamentals; learning content does not supply a production API.",
      "access": "Free public module; external services are separate.",
      "businessPractice": "Draft an evaluation plan for a customer-support assistant using synthetic cases.",
      "checked": "2026-10-04",
      "reviewScope": "Official overview or module page; not every exercise, credential or linked service reviewed",
      "subjectTags": [
        "AI",
        "Programming"
      ]
    },
    {
      "id": "ibm-catalog",
      "provider": "IBM",
      "title": "SkillsBuild learning catalogue",
      "url": "https://skillsbuild.org/learning-catalog",
      "topics": "AI, data, cybersecurity, cloud and workplace skills",
      "prerequisites": "Choose the appropriate adult or university audience and inspect each course requirement.",
      "access": "IBM describes SkillsBuild learning as free. Registration may be needed; catalogue content can depend on audience and location. Individual credential requirements were not fully audited.",
      "businessPractice": "Select data fundamentals, then create a business data dictionary and a privacy-aware analysis plan.",
      "checked": "2026-10-04",
      "reviewScope": "Official overview or module page; not every exercise, credential or linked service reviewed",
      "subjectTags": [
        "AI",
        "Data",
        "Cloud",
        "Security",
        "Workplace"
      ]
    },
    {
      "id": "microsoft-learn",
      "provider": "Microsoft",
      "title": "Microsoft Learn training",
      "url": "https://learn.microsoft.com/en-us/training/",
      "topics": "Data analysis, cloud, security and business automation",
      "prerequisites": "Filter for beginner modules and the relevant product.",
      "access": "Free self-paced training; exams, instructor-led offerings, product licences and cloud consumption may involve charges. Check each exercise before provisioning services.",
      "businessPractice": "Find a data-analyst or app-maker module and connect it to a departmental workflow.",
      "checked": "2026-10-04",
      "reviewScope": "Official overview or module page; not every exercise, credential or linked service reviewed",
      "subjectTags": [
        "Data",
        "Cloud",
        "Security",
        "Business"
      ]
    },
    {
      "id": "aws-training",
      "provider": "AWS",
      "title": "Skill Builder digital training",
      "url": "https://aws.amazon.com/training/digital/",
      "topics": "Cloud; AI; security",
      "subjectTags": [
        "Cloud",
        "AI",
        "security"
      ],
      "prerequisites": "Begin with cloud fundamentals; inspect account and lab requirements.",
      "access": "Selected digital courses are free. The full immersive experience can require a subscription; cloud consumption and exams are separate.",
      "businessPractice": "Map a small-business application to compute, storage, access and cost responsibilities.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://aws.amazon.com/training/digital/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-12"
      ]
    },
    {
      "id": "salesforce-trailhead",
      "provider": "Salesforce",
      "title": "Trailhead",
      "url": "https://trailhead.salesforce.com/",
      "topics": "Business; CRM; automation",
      "subjectTags": [
        "Business",
        "CRM",
        "automation"
      ],
      "prerequisites": "Start with beginner modules; an account supports practice and progress.",
      "access": "Trailhead advertises free hands-on learning. Product subscriptions, professional exams and other training offerings are separate.",
      "businessPractice": "Map enquiry, qualified lead, opportunity and customer as distinct records.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://trailhead.salesforce.com/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-03"
      ]
    },
    {
      "id": "cisco-netacad",
      "provider": "Cisco",
      "title": "Networking Academy",
      "url": "https://www.cisco.com/site/us/en/learn/training-certifications/training/netacad/index.html",
      "topics": "Security; networks; programming",
      "subjectTags": [
        "Security",
        "networks",
        "programming"
      ],
      "prerequisites": "Choose an introductory self-paced course and check equipment requirements.",
      "access": "Official page offers free self-paced courses. Do not assume every instructor-led partner course or certification exam is free.",
      "businessPractice": "Draw a network for sales, finance and production and justify access separation.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.cisco.com/site/us/en/learn/training-certifications/training/netacad/index.html",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-13"
      ]
    },
    {
      "id": "nvidia-developer",
      "provider": "NVIDIA",
      "title": "Developer learning resources",
      "url": "https://developer.nvidia.com/developer-program",
      "topics": "AI; accelerated computing; programming",
      "subjectTags": [
        "AI",
        "accelerated computing",
        "programming"
      ],
      "prerequisites": "Some material expects Python, ML or GPU familiarity; inspect individual prerequisites.",
      "access": "Developer learning resources include free access. DLI courses are mixed-price; no unlimited free course or hardware entitlement is claimed.",
      "businessPractice": "Compare a CPU baseline with an accelerated approach, including workload and cost assumptions.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://developer.nvidia.com/developer-program",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-16"
      ]
    },
    {
      "id": "sap-learning",
      "provider": "SAP",
      "title": "Learning journeys",
      "url": "https://learning.sap.com/learning-journeys",
      "topics": "Business; ERP; data; cloud",
      "subjectTags": [
        "Business",
        "ERP",
        "data",
        "cloud"
      ],
      "prerequisites": "Understand departmental processes before studying a product-specific journey.",
      "access": "Free self-paced learning is available. Guided premium live sessions and practice systems may need a Learning Hub subscription; exams are separate.",
      "businessPractice": "Map order-to-cash across sales, fulfilment and finance with shared identifiers.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://learning.sap.com/helpcenter/learning-site",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-01",
        "global-brief-04"
      ]
    },
    {
      "id": "oracle-learning",
      "provider": "Oracle",
      "title": "Free foundations through Oracle University",
      "url": "https://www.oracle.com/in/education/",
      "topics": "Cloud; AI; enterprise applications",
      "subjectTags": [
        "Cloud",
        "AI",
        "enterprise applications"
      ],
      "prerequisites": "Choose the explicitly free foundations offer; check the specific course and credential terms.",
      "access": "The official page advertises selected free foundations training and certifications. Unlimited Learning Subscription is a separate paid offering.",
      "businessPractice": "Describe an enterprise data flow and the responsibilities for cloud access and review.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.oracle.com/in/education/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-12"
      ]
    },
    {
      "id": "redhat-overviews",
      "provider": "Red Hat",
      "title": "Free technical overviews",
      "url": "https://www.redhat.com/en/events/na-rhls-resources",
      "topics": "Cloud; Linux; systems",
      "subjectTags": [
        "Cloud",
        "Linux",
        "systems"
      ],
      "prerequisites": "Choose the technical-overview section; introductory operating-system knowledge helps.",
      "access": "The resources page identifies free technical overviews. Broader learning subscriptions and advanced courses may be paid.",
      "businessPractice": "Explain users, permissions, processes and service recovery for a business server.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.redhat.com/en/events/na-rhls-resources",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-13"
      ]
    },
    {
      "id": "mongodb-learning",
      "provider": "MongoDB",
      "title": "MongoDB learning and skill badges",
      "url": "https://learn.mongodb.com/",
      "topics": "Data; databases; AI",
      "subjectTags": [
        "Data",
        "databases",
        "AI"
      ],
      "prerequisites": "Know basic records and queries; inspect the chosen path and account requirements.",
      "access": "Catalogue labels selected skills and badges free and instructor-led training paid. Atlas service usage has separate terms.",
      "businessPractice": "Model a synthetic customer/order document and identify integrity and query tradeoffs.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://learn.mongodb.com/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-10"
      ]
    },
    {
      "id": "hubspot-academy",
      "provider": "HubSpot",
      "title": "Academy",
      "url": "https://academy.hubspot.com/",
      "topics": "Business; marketing; sales; automation",
      "subjectTags": [
        "Business",
        "marketing",
        "sales",
        "automation"
      ],
      "prerequisites": "Begin with a relevant fundamentals course; an account is used for learning.",
      "access": "Academy advertises free online courses. Commercial tools and product-specific practical requirements need separate checking.",
      "businessPractice": "Create a customer journey and specify feedback ownership at each handoff.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://academy.hubspot.com/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-03"
      ]
    },
    {
      "id": "hp-life",
      "provider": "HP LIFE",
      "title": "Business and digital skills",
      "url": "https://www.life-global.org/allcourses",
      "topics": "Business; workplace; entrepreneurship; data",
      "subjectTags": [
        "Business",
        "workplace",
        "entrepreneurship",
        "data"
      ],
      "prerequisites": "Suitable for a foundation route; select the available course language.",
      "access": "HP LIFE describes its business and digital-skills programme as free. Individual completion conditions still apply.",
      "businessPractice": "Build a small-business offer, basic cash timeline and professional communication sample.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.life-global.org/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-01",
        "global-brief-03",
        "global-brief-06"
      ]
    },
    {
      "id": "openlearn",
      "provider": "The Open University",
      "title": "OpenLearn free courses",
      "url": "https://www.open.edu/openlearn/free-courses",
      "topics": "Business; data; workplace; research",
      "subjectTags": [
        "Business",
        "data",
        "workplace",
        "research"
      ],
      "prerequisites": "Filter by introductory, intermediate or advanced level and estimated effort.",
      "access": "OpenLearn courses are free to study. This is separate from enrolling in a formal degree; recognition varies by course.",
      "businessPractice": "Compare management explanations and write a bounded application to an Indian SME.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.open.edu/openlearn/free-courses",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-05",
        "global-brief-07",
        "global-brief-17",
        "global-brief-18"
      ]
    },
    {
      "id": "saylor",
      "provider": "Saylor",
      "title": "Free self-paced course catalogue",
      "url": "https://learn.saylor.org/",
      "topics": "Business; programming; mathematics",
      "subjectTags": [
        "Business",
        "programming",
        "mathematics"
      ],
      "prerequisites": "Inspect a course outline and assessments before selecting a sequence.",
      "access": "Catalogue courses are free to learn. Credit arrangements and proctored services have separate conditions; do not infer automatic transfer credit.",
      "businessPractice": "Choose a business or computing course and map its outcomes to a personal study plan.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.saylor.org/TuitionFees",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-02",
        "global-brief-06"
      ]
    },
    {
      "id": "huggingface-llm",
      "provider": "Hugging Face",
      "title": "LLM course",
      "url": "https://huggingface.co/learn/llm-course/chapter1/1",
      "topics": "AI; NLP; programming",
      "subjectTags": [
        "AI",
        "NLP",
        "programming"
      ],
      "prerequisites": "Python and introductory ML help; inspect the course requirements before advanced chapters.",
      "access": "The course introduction states the learning is free. Hosted model inference, hardware and other platform services have separate limits and pricing.",
      "businessPractice": "Evaluate a text-classification task with synthetic cases and an explicit error-cost table.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://huggingface.co/learn/llm-course/chapter1/1",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-16"
      ]
    },
    {
      "id": "fastai",
      "provider": "fast.ai",
      "title": "Practical Deep Learning for Coders",
      "url": "https://course.fast.ai/",
      "topics": "AI; data; programming",
      "subjectTags": [
        "AI",
        "data",
        "programming"
      ],
      "prerequisites": "Some coding experience is expected; course support covers required mathematical ideas.",
      "access": "Course learning is free. Notebook hosting availability and quotas must be checked independently; no perpetual compute allowance is promised.",
      "businessPractice": "Define a business prediction problem, baseline and held-out evaluation before training.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://course.fast.ai/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-08",
        "global-brief-16"
      ]
    },
    {
      "id": "freecodecamp",
      "provider": "freeCodeCamp",
      "title": "Interactive programming curriculum",
      "url": "https://www.freecodecamp.org/learn",
      "topics": "Web; programming; data",
      "subjectTags": [
        "Web",
        "programming",
        "data"
      ],
      "prerequisites": "Begin with the current foundational curriculum and inspect its project requirements.",
      "access": "Free learning is described in official material. The curriculum page rendered little text in retrieval; individual current modules were not audited.",
      "businessPractice": "Build an accessible business enquiry form and validate inputs with synthetic examples.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.freecodecamp.org/news/about/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-09"
      ]
    },
    {
      "id": "odin",
      "provider": "The Odin Project",
      "title": "Full-stack development curriculum",
      "url": "https://www.theodinproject.com/",
      "topics": "Web; programming; systems",
      "subjectTags": [
        "Web",
        "programming",
        "systems"
      ],
      "prerequisites": "Start with Foundations and prepare a local development environment.",
      "access": "The official site describes a free full-stack curriculum. External hosting and services are separate.",
      "businessPractice": "Build a small stock or order application and explain validation and version control.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.theodinproject.com/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-11"
      ]
    },
    {
      "id": "databricks",
      "provider": "Databricks",
      "title": "Training and fundamentals",
      "url": "https://www.databricks.com/learn/training/home",
      "topics": "Data; AI; engineering",
      "subjectTags": [
        "Data",
        "AI",
        "engineering"
      ],
      "prerequisites": "Start with fundamentals; SQL and Python help for more advanced data engineering.",
      "access": "Selected fundamentals and listed training are marked free. Account eligibility, platform use and certifications must be checked separately.",
      "businessPractice": "Trace ingestion, transformation, quality checks and a business report in a synthetic pipeline.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.databricks.com/learn/training/home",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-14",
        "global-brief-15"
      ]
    },
    {
      "id": "snowflake",
      "provider": "Snowflake",
      "title": "Free on-demand workshops",
      "url": "https://learn.snowflake.com/en/",
      "topics": "Data; engineering; cloud",
      "subjectTags": [
        "Data",
        "engineering",
        "cloud"
      ],
      "prerequisites": "Start with data warehousing and SQL basics; inspect workshop setup.",
      "access": "The catalogue has a Free OnDemand area and free badge workshops. Trial accounts, consumption and other offerings have separate terms.",
      "businessPractice": "Create a warehouse model with clearly defined sales measures and reconciliation checks.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://learn.snowflake.com/en/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-10",
        "global-brief-15"
      ]
    },
    {
      "id": "uipath",
      "provider": "UiPath",
      "title": "Academy automation learning",
      "url": "https://academy.uipath.com/",
      "topics": "Business; automation; AI",
      "subjectTags": [
        "Business",
        "automation",
        "AI"
      ],
      "prerequisites": "Study the process and exceptions before automating it; choose a beginner learning plan.",
      "access": "Official Academy FAQ describes courses and learning plans as free. Software licensing, certification exams and services are separate.",
      "businessPractice": "Map a repetitive invoice task, exception owner, retry rule and human approval boundary.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.uipath.com/rpa/academy/faq",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-04"
      ]
    },
    {
      "id": "tableau",
      "provider": "Tableau",
      "title": "Free training videos",
      "url": "https://www.tableau.com/learn/training",
      "topics": "Data; visualisation; business",
      "subjectTags": [
        "Data",
        "visualisation",
        "business"
      ],
      "prerequisites": "Know basic tables and metrics; use synthetic data in public learning environments.",
      "access": "This is the official free training-video area. Tableau product licences and certifications are separate; do not publish confidential data to a public portfolio.",
      "businessPractice": "Build a chart with explicit units, denominator, period and a justified baseline.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.tableau.com/learn/training",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-14"
      ]
    },
    {
      "id": "swayam",
      "provider": "SWAYAM",
      "title": "Indian open-course platform",
      "url": "https://swayam.gov.in/",
      "topics": "Business; programming; data; research",
      "subjectTags": [
        "Business",
        "programming",
        "data",
        "research"
      ],
      "prerequisites": "Inspect the individual syllabus, dates, prerequisites and assessment schedule.",
      "access": "Learning is free; certification generally requires a paid proctored exam and course-specific eligibility.",
      "businessPractice": "Map a selected course unit to a chapter, exercise and revision question in the library.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://swayam.gov.in/about",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-18"
      ]
    },
    {
      "id": "nptel",
      "provider": "NPTEL",
      "title": "Engineering and management courses",
      "url": "https://nptel.ac.in/",
      "topics": "Programming; engineering; data; business",
      "subjectTags": [
        "Programming",
        "engineering",
        "data",
        "business"
      ],
      "prerequisites": "Inspect an individual offering or archive and distinguish current enrolment from archived videos.",
      "access": "Enrolment and learning are free; optional certification exams have fees. Current course-specific terms take precedence.",
      "businessPractice": "Choose a computing or management topic and produce a concept–framework–example study record.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://nptel.ac.in/aboutus",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-18"
      ]
    },
    {
      "id": "helsinki-moocs",
      "provider": "University of Helsinki",
      "title": "Open online courses",
      "url": "https://www.mooc.fi/en/",
      "topics": "Programming; AI; data",
      "subjectTags": [
        "Programming",
        "AI",
        "data"
      ],
      "prerequisites": "Inspect each course’s language, version, prerequisites and available learning environment.",
      "access": "University policy states MOOC participation is free. Formal credit registration can have separate conditions and fees depending on course.",
      "businessPractice": "Study a programming sequence and produce a tested synthetic business calculation.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://www.helsinki.fi/en/admissions-and-education/open-university/open-online-courses-or-moocs",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-09"
      ]
    },
    {
      "id": "elements-ai",
      "provider": "University of Helsinki",
      "title": "Elements of AI",
      "url": "https://course.elementsofai.com/",
      "topics": "AI; business; responsible technology",
      "subjectTags": [
        "AI",
        "business",
        "responsible technology"
      ],
      "prerequisites": "Beginner conceptual route; inspect the selected course version and language.",
      "access": "Official course indexing describes free course access. Certificate terms differ across related courses; no universal free certificate claim is made.",
      "businessPractice": "Write an AI opportunity brief that distinguishes automation, prediction and human judgement.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://course.elementsofai.com/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-17"
      ]
    },
    {
      "id": "linux-foundation",
      "provider": "Linux Foundation",
      "title": "Free open-source learning resources",
      "url": "https://training.linuxfoundation.org/resources/",
      "topics": "Cloud; systems; programming; security",
      "subjectTags": [
        "Cloud",
        "systems",
        "programming",
        "security"
      ],
      "prerequisites": "Filter for an introductory free course or webinar; inspect technical prerequisites.",
      "access": "The resources page describes a free collection of courses, videos and webinars. Other training subscriptions and certification exams are separate.",
      "businessPractice": "Explain deployment, service ownership and recovery for a synthetic business application.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://training.linuxfoundation.org/resources/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-12"
      ]
    },
    {
      "id": "github",
      "provider": "GitHub",
      "title": "Learn and Git/GitHub resources",
      "url": "https://learn.github.com/",
      "topics": "Programming; collaboration; systems",
      "subjectTags": [
        "Programming",
        "collaboration",
        "systems"
      ],
      "prerequisites": "Start with version-control foundations; a GitHub account may be needed for exercises.",
      "access": "Official GitHub documentation links free GitHub-authored learning paths. Copilot, compute quotas and certification products have separate terms.",
      "businessPractice": "Use commits and review to document a calculation change and preserve an earlier version.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://docs.github.com/en/get-started/start-your-journey/git-and-github-learning-resources",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-01",
        "global-brief-11"
      ]
    },
    {
      "id": "mdn",
      "provider": "MDN",
      "title": "Web development learning",
      "url": "https://developer.mozilla.org/en-US/docs/Learn_web_development",
      "topics": "Web; programming; accessibility",
      "subjectTags": [
        "Web",
        "programming",
        "accessibility"
      ],
      "prerequisites": "Use getting-started modules before core HTML, CSS and JavaScript.",
      "access": "Public learning documentation is readable without payment. Linked third-party courses may mix free and paid components.",
      "businessPractice": "Create a keyboard-accessible enquiry page with understandable error messages.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://developer.mozilla.org/en-US/docs/Learn_web_development",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-11"
      ]
    },
    {
      "id": "harvard-cs50",
      "provider": "Harvard CS50",
      "title": "CS50x public course",
      "url": "https://cs50.harvard.edu/x/",
      "topics": "Programming; algorithms; data",
      "subjectTags": [
        "Programming",
        "algorithms",
        "data"
      ],
      "prerequisites": "Introductory computing route; allow time for problem sets and projects.",
      "access": "Public course materials are available. A free CS50 certificate has stated completion requirements; an edX verified certificate is a separate offering.",
      "businessPractice": "Explain an algorithm, implement a small synthetic business task and test its boundaries.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://cs50.harvard.edu/x/certificate/",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-09"
      ]
    },
    {
      "id": "mit-ocw",
      "provider": "MIT",
      "title": "OpenCourseWare",
      "url": "https://ocw.mit.edu/",
      "topics": "Business; programming; data; research",
      "subjectTags": [
        "Business",
        "programming",
        "data",
        "research"
      ],
      "prerequisites": "Choose one archived course and inspect its syllabus and prerequisites.",
      "access": "OCW is a free public collection. Required textbooks, linked tools and every assignment environment are not necessarily free; no degree credit is granted by browsing.",
      "businessPractice": "Compare a selected syllabus with a personal route and record missing practical or theoretical coverage.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://openlearning.mit.edu/courses-programs/mit-opencourseware",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-05",
        "global-brief-07"
      ]
    },
    {
      "id": "khan",
      "provider": "Khan Academy",
      "title": "Economics and finance foundations",
      "url": "https://www.khanacademy.org/economics-finance-domain",
      "topics": "Business; economics; mathematics",
      "subjectTags": [
        "Business",
        "economics",
        "mathematics"
      ],
      "prerequisites": "Start with basic economics and arithmetic; some content uses US examples.",
      "access": "Khan Academy learning is free. The destination rendered little text in retrieval; current individual units were not fully reviewed.",
      "businessPractice": "Explain opportunity cost, elasticity or a financial statement using an invented local-business example.",
      "checked": "2026-10-04",
      "accessEvidenceUrl": "https://support.khanacademy.org/hc/en-us/articles/202260114-Does-it-cost-money-to-use-Khan-Academy",
      "reviewScope": "Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed",
      "chapterIds": [
        "global-brief-02",
        "global-brief-08"
      ]
    }
  ],
  "note": "Broad selected official discovery directory. It is not an exhaustive census of providers or a complete syllabus review."
}