socialscience.ai / workshop / day-4

§ iv · Thursday, 4 June 2026

Applied research & capstone

Deliverable
Working API script + meaningful progress on your own research project.

Slides

Open deck in presentation mode ↗

Schedule

10:00 AM – 3:00 PM ET · 255 min content · 45 min breaks + lunch

  1. 10:00
    Day 3 recap + show-and-tell from Days 2-3 (3-4 pre-selected participants)Discussion
    15 min
  2. 10:15
    Force multiplier framing: APIs, drafting, ideation, brief mention of scrapingLecture
    15 min
  3. 10:30
    API demos back-to-back: FRED in R (data pull + plot) + OpenAI text classification in PythonLecture
    25 min
  4. 10:55
    API exercise: choose your track (FRED/CrossRef/Census, or OpenAI on workshop data)Workshop
    30 min
  5. 11:25
    BreakBreak
    15 min
  6. 11:40
    Drafting prose with Claude: collaboration vs. ghostwriting; what to delegate; reproducibility implicationsLecture
    20 min
  7. 12:00
    Drafting exercise: take a Day 2 result + draft 2 paragraphs about it (own data preferred)Workshop
    25 min
  8. 12:25
    LunchBreak
    30 min
  9. 12:55
    BYOP framing: pick one of three scaffolded options or your own thing (cleaning pipeline / robustness refactor with worktrees / API-driven extension)Lecture
    10 min
  10. 1:05
    Applied capstone session 1Workshop
    60 min
  11. 2:05
    Mid-session check-in: progress reactions + 'if stuck, try X' reframingDiscussion
    10 min
  12. 2:15
    Applied capstone session 2Workshop
    30 min
  13. 2:45
    Participant share-out: 4-5 participants share what they accomplishedDiscussion
    10 min
  14. 2:55
    Closing: 30-day plan + resources + signup CTALecture
    5 min

Materials

  • 30-day planavailable

    Distributed in the 2:55 closing.

  • Emailed 48 hours before Day 4. Sets up the BYOP capstone with awareness of where Claude drifts.

  • API examples (FRED, OpenAI, CrossRef, Census)coming soon

    Copy-paste templates for the 10:55 API exercise.

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