ECON 104
Data Science for Economists
Lecture. The registrar has published a final exam time.
Fall 2026: 1 section. It is open. The oldest of these readings was 64 minutes ago.
Grades
3.08
Average grade awarded in ECON 104. Not a student rating: this is what the grades were.
In the A range
34%
of the 3,226 letter grades
D, F or W
2.3%
of every letter grade awarded, plus withdrawals
Taken pass/no pass
<1%
5 of 6 students passed
The registrar's own records: 3,226 grades over 17 terms, Fall 2021 to Fall 2025. Every instructor is pooled here.
What is inside that record
4 of those terms are summer sessions, and summer sessions are counted here.
The table below splits them, and term averages across those 17 terms ran 2.78 to 3.41.
Historical grades for BOSWELL, KIMBERLY SASHA-GAYE, across recorded terms. The course summary above includes all professors.
- A+ 147 · 7.1%
- A 290 · 14.0%
- A- 274 · 13.2%
- B+ 325 · 15.7%
- B 338 · 16.3%
- B- 259 · 12.5%
- C+ 155 · 7.5%
- C 207 · 10.0%
- C- 65 · 3.1%
- D+ 3 · 0.1%
- D 8 · 0.4%
- D- 1 · 0.0%
- F 4 · 0.2%
- P 1 of 2,086
- I 9 of 2,086
Percentages are of the 2,076 letter grades. Grey bars are non-letter outcomes: passes (P) and incompletes (I).
How the non-letter outcomes are counted
They are excluded from the GPA entirely rather than scored, because counting a P as a 4.0 would be a fabrication.
By instructor
| Instructor | Predicted GPA | Raw | n | Terms | A range | Workload | Fall 2026 |
|---|---|---|---|---|---|---|---|
| BOSWELL, KIMBERLY SASHA-GAYE reviews ↗ | 3.10 | 3.10 | 2,076 | 9 | 34% | light | Open, 28 seats left |
| ROJAS, RANDALL R reviews ↗ | 3.03 | 3.03 | 1,150 | 8 | 34% | average | not teaching it |
Why Predicted is not the Raw average
“Predicted” is shrunk toward the course average, which is itself shrunk toward the department, so an instructor with a handful of students sits near the course mean rather than topping the list.
Grade records describe outcomes. For what a course is like to take, read student reviews written on dibs below or follow the separate external review link.
Workload and assignments
Work types reported in BruinWalk reviews of this course, across recorded instructors and terms. They may differ from this term's syllabus.
What the work looks like
- 1 exam, said by 12 reviewers
- 3 projects, said by 9 reviewers
Read from 38 reviews 26 days ago. dibs counts only what a review actually states, so a kind of work nobody mentioned is absent rather than zero.
What comes first
The chain dibs can see is 7 courses long before ECON 104. This is a floor, not a deadline: dibs has not read a class page for MATH 170A and MATH 3B, so the real chain can only be longer than this, never shorter.
Counted in courses rather than quarters: dibs does not know which of them a department lets you take together.
In Falls
Ran in 5 of the last 5 Falls.
From the terms dibs holds, which start in Fall 2021 and exclude summer. A department can run a course in a quarter it never has before.
From the registrar's catalog
Lecture, three hours; laboratory, one hour. Enforced requisites: courses 11, 103. Enforced corequisite: course 104L. In-depth discussion of multivariate regression. Introduction to estimation of multivariate regression, and confidence intervals and hypothesis tests in context of multivariate regression. Discussion of instrumental variables and binary choice models. Emphasis on hands-on experience on data analytics and real data applications. P/NP or letter grading.
Sections in Fall 2026
Seat counts as of . Seat readings are snapshots, not live availability. Their timestamps show when dibs last checked.
-
Lec 1 MW 3:30pm-4:45pmOpen3.10predicted, this instructor · 2,076 grades
28 seats left. 292 of 320 enrolled medium risk
Final enrollment, averaged across each term's sections: between 93 and 340 a term over 12 terms, summer excluded, most recently 207 in Fall 2025. That is the shape across years, not this term, which is above.
From the people who took it
Student reviews
What taking ECON 104 was like: the work, the teaching, and what students wish they’d known.
Your experience could be the first.
No student reviews are available to read on dibs for this course yet. Took it? Tell the next person what helped, what was hard, and how you spent your time.
Looking for more perspectives?
External reviews are separate and do not count toward the dibs rating.
Seats over time in Fall 2026
How each lecture has filled since dibs first saw it.
A dot is a reading where something moved: the seat count, the status, or the waitlist.
What a flat run means, and where a line starts
Flat between dots means it did not drift, it held and then jumped, and a line starts when dibs first saw that lecture rather than reaching back before it existed. A lecture that has never moved draws a flat line across the whole window, and one with two or three readings draws a line joining them, which is too few to read a trend from.
Lec 1 · Boswell, K.S. · 292 of 320 enrolled
Freed 17 seats over about 2 months
How readings and alerts work
A reading and an hourly record are different things, and most charts here hold more of the second missing than present. dibs has taken readings of a section since long before it began keeping an hour-by-hour log of when it looked, so the empty stretches are dibs saying it was not keeping that log yet, not that it looked and found nothing. That is the age of the record and not a fault.
Seat counts show the last successful read, not live availability. Refreshes can be delayed by request limits or upstream interruptions. Watched sections receive priority, but an hourly update for every section is not guaranteed.
The registrar can change a seat count between our checks. Alerts depend on dibs detecting an opening and completing delivery; a quiet watch does not prove that no seat opened. Check the registrar before enrolling.