Econ 140 at UC Berkeley

I have taught Econ 140 (Undergraduate Econometrics) as a Graduate Student Instructor at UC Berkeley every semester since Fall 2022. Across 16 sections of around 30 students each, I received an average overall effectiveness rating of 6.41 out of 7, against a department average of 5.85.
For my teaching in the academic year 2022–23, I received an Outstanding Graduate Student Instructor Award.

What students say

“This was one of two major courses that made me fall in love with economics as a discipline, and decide to pursue academia. Jonathan was a large contributor to this and is an excellent educator.”

Annika, Fall 2024

A few of the visualizations I use to teach undergraduate applied econometrics:


Section materials

Slides, notebooks and code I wrote for my Econ 140 sections.

Spring 2025

Earlier semesters

Fall 2023 All slides (one PDF)

Slides and notebooks by section

Spring 2023 All slides (one PDF)

Slides and code by section
  • Section 1: Introduction to causal reasoning. Slides
  • Section 2: Potential outcomes and selection bias. Slides
  • Section 3: Regression in action: bias, squares, measurement error. Slides
  • Section 4: Getting fit for the midterm: interaction terms, logs, misc topics. Slides
  • Section 6: RCTs and Teacher Performance Pay in India. Slides
  • Section 7: Introduction to Instrumental Variables. Slides, R code
  • Section 8: Applications of IV: Settler Mortality. Slides
  • Section 9: Differences-in-Differences. Slides
  • Section 10: IV: Applications and Exercise. Slides
  • Section 11: From DiD to Panel data. Slides, Code for Panel Data estimation, Code for FE visualization
  • Section 12: RD, Exam Revision. Slides.

Fall 2022 All slides and notebooks (one PDF)

Slides and notebooks by section

Evaluation reports

Evaluation reports by semester and section

Each official University report gives the full rating distribution, the departmental mean for comparison, and every written comment.

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