Learning pathways
Learn with a destination in mind.
Each pathway is sequenced around a career direction rather than a catalogue of topics, so you can tell what is worth your time and what is not — yet.
- Foundations of Data AnalyticsFrom a question to a defensible answer: querying, cleaning, analysing and presenting.ModulesFraming the question · SQL for analysis · Cleaning and validation · Descriptive statistics · Visualisation and dashboards · Communicating findingsLeads towardData and AnalyticsFinance and Business AnalysisProject and Product ManagementOpen pathway →
- Introduction to Artificial IntelligenceWhat models can and cannot do, how to build with them, and how to tell whether yours works.ModulesHow models actually behave · Building with model APIs · Retrieval and grounding · Evaluation · Safety, bias and limits · Shipping and monitoringLeads towardArtificial IntelligenceSoftware DevelopmentData and AnalyticsOpen pathway →
- Software Development FundamentalsBuild something real, test it, and learn to change code you did not write.ModulesProgramming foundations · Version control · The web and APIs · Data persistence · Testing and debugging · Shipping and maintainingLeads towardSoftware DevelopmentArtificial IntelligenceCybersecurityOpen pathway →
- Cybersecurity FoundationsThe systems knowledge security assumes, then the defensive practice built on top of it.ModulesNetworking fundamentals · Operating systems and identity · Threat modelling · Detection and logging · Common vulnerability classes · Incident response basicsLeads towardCybersecuritySoftware DevelopmentBusiness and OperationsOpen pathway →
- Business Analysis EssentialsDefine the problem precisely enough that building the right thing becomes possible.ModulesProblem definition · Process mapping · Requirements elicitation · Writing requirements · Quantifying impact · Measuring the outcomeLeads towardFinance and Business AnalysisData and AnalyticsProject and Product ManagementOpen pathway →
- Digital Product and Project SkillsDiscovery, prioritisation and delivery — the judgement work around building software.ModulesDiscovery · Prioritisation · Writing the case · Breaking work down · Delivery mechanics · Measuring outcomesLeads towardProject and Product ManagementFinance and Business AnalysisDesign and Digital ExperienceOpen pathway →
These are conceptual curricula describing a sensible learning sequence. They are not enrolled courses, carry no certification or accreditation, and make no claim about employment outcomes.