Skip to main content
Harvard
Government
4 credits

Harvard GOV 50: Data Science for the Social Sciences

Gov 50 is Harvard's data science course for the social sciences — visualization, data wrangling, causal inference, and statistical inference in R — and one of the most popular quantitative courses in the college. Its course materials are published openly, giving it an audience of self-learners working through the public site.

Fennie is independent and not affiliated with Harvard University. This is an unofficial study guide.

Build my GOV 50 study plan

What makes it hard

Two learning curves run simultaneously: R and the tidyverse for students who've never coded, and causal reasoning for everyone — confounding, randomization, and why correlation keeps not being causation. The coding catches up with practice; the causal-inference concepts are what exams and the final project actually grade.

What you'll cover

  • R and the tidyverse
  • Data visualization
  • Data wrangling
  • Causal inference and experiments
  • Sampling and uncertainty
  • Regression

The GOV 50 study guide

How to study for Harvard GOV 50, step by step.

  1. 1

    Type every line of code yourself

    Copy-pasting from the course materials feels efficient and teaches nothing. Retype, run, break, and fix the examples — R fluency in Gov 50 comes from fingers, not eyes.

  2. 2

    Separate the coding problem from the stats problem

    When stuck, diagnose which kind of stuck: syntax or concept. They have different fixes, and conflating them is why problem sets stall for hours.

  3. 3

    Write the causal story before the code

    For every analysis, state in words what's being compared and what could confound it. The causal-reasoning layer is what's graded; the R code is just how you express it.

  4. 4

    Build toward the final project from mid-semester

    Pick a dataset early and apply each week's tools to it as you learn them. The project rewards accumulation, and the students who start at the deadline produce visualizations without arguments.

  5. 5

    Keep both curves climbing with Fennie

    Upload the Gov 50 schedule — or the public course materials — and Fennie's Daily Plan interleaves R practice with causal-inference concept review, generating quizzes from the actual course content so the conceptual layer keeps pace with the coding. Free to start.

    Start my GOV 50 plan free

How Fennie helps with GOV 50

Fennie's Daily Plans interleave Gov 50's two learning curves — R practice and causal-inference concepts — so neither stalls the other. Chat through why a comparison is confounded or what a regression coefficient claims, and quiz yourself on the reasoning layer that the exams and final project actually grade.

FAQ

Is Gov 50 hard if I've never coded?

It's designed for beginners and many students arrive with zero programming. The R curve is steep for about a month; daily typing practice flattens it.

Does Gov 50 count toward the government concentration?

It's the department's data science foundation and feeds its quantitative methods pathway. It's also taken widely by non-concentrators for the skills.

Gov 50 or CS 109A?

Gov 50 teaches R and causal thinking for social science questions with no prerequisites; CS 109A is Python-based and assumes programming and statistics. Gov 50 is the gentler, social-science-flavored entry.

Pass GOV 50 with a plan, not a cram

Upload your GOV 50 materials and Fennie generates a Daily Plan paced to your deadline — plus chat, flashcards, and quizzes built from the actual course content.

Get started free

More Harvard courses