AF-HE · Computing
Data Science and Statistics
University & tertiary Ages 18–99 60 hours en
Turn data into careful, useful knowledge.
Descriptive statistics, probability, data cleaning, visualisation, interpretation and ethical data stewardship.
Curriculum family: African Higher Education Common Programmes
Course overview
This Computing course connects core university concepts to African contexts, practical inquiry and community-based application. Learners work through guided readings, a weekly studio and an applied final task.
Learning outcomes
Explain key Computing concepts; analyse evidence and assumptions; apply methods to an African case; communicate findings clearly; reflect on ethics, power and community impact.
Weekly outline
Week 1: Orientation and local context; Week 2: Core concepts; Week 3: Methods and evidence; Week 4: African case study; Week 5: Applied project; Week 6: Assessment and reflection.
Assessment
Weekly activities 30%; participation and peer response 20%; applied final project 50%.
Prerequisites: No formal prerequisite. Learners need curiosity, regular study time and access to weekly course materials.
Course media
Exams and assessment papers
No exam papers are available for download yet. Exam papers and results will appear here when a teacher publishes them.
Weekly lessons
| Week | Lesson | Studio |
|---|---|---|
| 1 | Week 1 - Orientation and local context: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 2 | Week 2 - Key concepts and vocabulary: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 3 | Week 3 - Methods, evidence and practice: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 4 | Week 4 - African case study and application: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 5 | Week 5 - Community project or problem studio: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 6 | Week 6 - Reflection, assessment and next steps: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 7 | Unit 7 - a local case study: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 8 | Unit 8 - comparison across places: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 9 | Unit 9 - voice and representation: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 10 | Unit 10 - ethics and responsibility: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 11 | Unit 11 - systems and relationships: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 12 | Unit 12 - patterns and interpretation: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 13 | Unit 13 - measurement and proportion: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 14 | Unit 14 - change over time: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 15 | Unit 15 - power and access: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 16 | Unit 16 - community strengths: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 17 | Unit 17 - primary sources and lived experience: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 18 | Unit 18 - research questions: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 19 | Unit 19 - organising evidence: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 20 | Unit 20 - mid-course synthesis: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 21 | Unit 21 - language and meaning: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 22 | Unit 22 - identity and community memory: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 23 | Unit 23 - land, environment and place: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 24 | Unit 24 - technology and access: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 25 | Unit 25 - designing a fair process: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 26 | Unit 26 - creative practice: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 27 | Unit 27 - problem definition: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 28 | Unit 28 - hypotheses and explanations: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 29 | Unit 29 - testing and revision: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 30 | Unit 30 - collaboration: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 31 | Unit 31 - communicating to an audience: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 32 | Unit 32 - visuals, numbers and media: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 33 | Unit 33 - resources and sustainability: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 34 | Unit 34 - rights and dignity: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 35 | Unit 35 - regional connections: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 36 | Unit 36 - project proposal: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 37 | Unit 37 - project purpose: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 38 | Unit 38 - project consultation: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 39 | Unit 39 - project preparation: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 40 | Unit 40 - project milestone one: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 41 | Unit 41 - constructive feedback: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 42 | Unit 42 - improving after feedback: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 43 | Unit 43 - quality and standards: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 44 | Unit 44 - risk and safety: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 45 | Unit 45 - leadership and responsibility: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 46 | Unit 46 - African innovation: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 47 | Unit 47 - professional application: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 48 | Unit 48 - project milestone two: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 49 | Unit 49 - accessible knowledge: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 50 | Unit 50 - self-assessment: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 51 | Unit 51 - debate and evidence: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 52 | Unit 52 - policy and collective action: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 53 | Unit 53 - livelihoods and value: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 54 | Unit 54 - health and wellbeing: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 55 | Unit 55 - climate resilience: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 56 | Unit 56 - heritage and future generations: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 57 | Unit 57 - digital literacy: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 58 | Unit 58 - community review: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 59 | Unit 59 - project milestone three: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 60 | Unit 60 - independent inquiry: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 61 | Unit 61 - theory and practice: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 62 | Unit 62 - uncertainty and limitations: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 63 | Unit 63 - future pathways: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 64 | Unit 64 - justice and reciprocity: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 65 | Unit 65 - clear presentation: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 66 | Unit 66 - project rehearsal: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 67 | Unit 67 - final evidence: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 68 | Unit 68 - applied project completion: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 69 | Unit 69 - public storytelling: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 70 | Unit 70 - teacher conference: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 71 | Unit 71 - exam preparation: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 72 | Unit 72 - practice assessment: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 73 | Unit 73 - correcting misconceptions: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 74 | Unit 74 - peer teaching: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 75 | Unit 75 - course synthesis: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 76 | Unit 76 - learning portfolio: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 77 | Unit 77 - community action: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 78 | Unit 78 - learner voice: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 79 | Unit 79 - assessment submission: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
| 80 | Unit 80 - mentorship and lifelong learning: Data Science and Statistics Open full lesson | Learner activity: make a one-page response for Data Science and Statistics. Start with what you already know, investigate one local example, compare two viewpoints, create a small artefact or worked solution, and share your reasoning with a peer or family member. |
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