Semester 1
Week 1: Foundations of Sociology (Units 1–2)
Focus: Introduction to foundational sociological concepts: systems, theories, institutions, methods, power, and inequality.
Week 2: Foundations of Power (Unit 2)
Focus: What power is and how it operates
- Power vs force
- Authority, influence, legitimacy
Purpose: Introduce power as a structural property, not a moral judgment.
Week 3: Foundations of Systems (Unit 1)
Focus: System behavior and complexity
- Nolinearity
- Emergence
- Unintended consequences
Purpose: Move beyond simple cause-and-effect explanations.
Week 4: Foundations of Power (Unit 2)
Focus: Power exercised through systems
- Incentives
- Rules and constraints
- Metrics and classification
Purpose: Show how systems enact power without individuals acting directly.
Week 5: Systems & Power (Units 1–2) / Introduction to Tech Stack (Unit 3 begins)
Focus: Human systems and early technical orientation
- Education, economic, and information systems
- Why technical tools exist
Purpose: Begin layering technical context without replacing conceptual foundations.
Week 6: Power & Institutions (Unit 2) / Tech Stack Foundations (Unit 3)
Focus: Institutional and algorithmic power
- Institutions and authority
- Algorithms as decision systems
- Hardware basics (CPU, GPU, memory, storage)
Purpose: Connect institutional power to technical infrastructure.
Week 7: Systems Mapping (Unit 1) / Tech Stack Context (Unit 3)
Focus: Mapping systems and dependencies
- System diagrams
- Bottlenecks and constraints
- Local vs cloud computing
Purpose: Reinforce structure while demystifying computational environments.
Week 8: Power, Neutrality, and Design (Unit 2) / Applied AI Context (Unit 3)
Focus: Design choices and embedded assumptions
- Neutrality myths
- Where AI fits in data workflows
Purpose: Establish AI as a contextual tool, not an authority.
Week 9: Systems, Power, and Technology (Units 1–3)
Focus: Technology as a layered system
- Hardware → software → interface → user
- Constraints and tradeoffs
Purpose: Synthesize systems and power through technical stacks.
Week 10: Power in Technical Systems (Units 2–3)
Focus: Infrastructure and control
- Centralized vs local systems
- Data ownership
- Energy, access, and cost
Purpose: Treat infrastructure choices as power decisions.
Week 11: Foundations Taper & Tech Stack Synthesis (Units 1–3)
Focus: Reviewing and integrating foundations
- Systems, power, and tools as a single framework
- Appropriate vs inappropriate uses of AI
Purpose: Reduce cognitive load before the conceptual pivot.
Week 12: The Lifeworld and Description
Focus: What the lifeworld is, the limits of objectivity, and the art of pure description.
Week 13: Interpretation and Social Meaning
Focus: Moving from description to interpretation, understanding shared meaning, and the role of social categories.
Week 14: Phenomenology, Power, and Research
Focus: Connecting phenomenology to systems of power and the practical task of research design.
Week 15: Social Data Science Process Overview (Unit 5)
Focus: The full research process
- Ask questions
- Gather data
- Clean
- Analyze
- Communicate
Purpose: Situate question formation within a larger disciplined process.
Week 16: DSFP Stage 1: Asking Good Questions (Unit 5)
Focus: Investigable vs curiosity questions
- Variables and scope
- Ethics as design
Purpose: Develop defensible research questions.
Week 17: Applied Question Design & Framing (Unit 5)
Focus:
- Dear Data / Postcard Project
- UN Sustainable Development Goals as lenses
- Early proposal or thesis drafting
Purpose: Apply phenomenology to structured question formation.
Week 18: DSFP Stage 1 Synthesis & Lock-In (Unit 5)
Focus:
- Refining and finalizing investigative questions
- Reflection on limits and assumptions
Purpose: End Semester 1 with locked research questions, ready for execution in Semester 2.