Undergrad Placement Data Differences

Hi guys,

Got a question for those of you who are knowledgeable about data and familiar with the undergrad recruitment/target scene. 

I'm making a decision for a university choice right now, and I'm using the two following data sources: Peak Frameworks and College Transitions (for their IB placement by undergrad data). While they both use LinkedIn, they have somewhat different results. Most notably, the CT data seems to favor more "traditionally prestigious" universities, while schools like Brigham and Indiana have better placement than schools like UChic, Duke, and Yale with the PF data. Which is more reflective of the actual finance target scene (I'm guessing CT), and what are the causes of this discrepancy? Is it because of how they treated the data or something? 

UChic in particular seems to do a lot better in the CT data table (5th in weighted CT, 11th in weighted PF & 7th in unweighted CT, 15th in unweighted PF). Since this is one of the schools I've been accepted to, which of the perspectives are more representative of reality? 

I've attached the "raw placement" tables and "per capita weighted placement" tables for both sources, and their links at the bottom. 

Here are the two "raw placement" tables:

CT:image-20240120155241-4

PF:

image-20240120155018-2

Here are the two "weighted by per capita" tables:

CT: image-20240120155214-3

PF:

image-20240120155306-5

https://www.collegetransitions.com/dataverse/top-…

https://www.peakframeworks.com/post/ib-target-sch…

4 Comments
 

Ah, the classic conundrum of data interpretation in the wild world of university rankings and job placements! Here's a little nugget of wisdom for you:

  • Data Source and Methodology: The differences you're noticing between Peak Frameworks (PF) and College Transitions (CT) could be due to a variety of factors. Both sources may use LinkedIn, but they could have different methodologies for collecting and processing the data. This includes how they define "investment banking placement," the time frame of the data collected, and whether they consider internships or full-time positions only.

  • Sample Bias: Both sources might have sample biases. For instance, PF and CT could be looking at different subsets of LinkedIn profiles, which can skew the results. If PF includes a broader range of finance roles or a different time frame, that could explain why schools like Brigham and Indiana appear to have better placement compared to UChic, Duke, and Yale.

  • School Size and Focus: The "per capita weighted placement" is an attempt to normalize the data by the size of the school or program. This can be tricky because it assumes that all students are equally interested in finance careers, which isn't always the case. Some schools may have a higher proportion of students aiming for finance, which could affect their placement rates.

  • Prestige vs. Performance: Traditionally prestigious universities often have well-established alumni networks in finance, which can help with placement. However, this doesn't necessarily mean that less traditionally prestigious schools don't perform well. Sometimes, these schools have strong dedicated programs that can lead to successful placement in investment banking.

As for which perspective is more representative of reality, it's tough to say without diving into the nitty-gritty of each source's methodology. However, it's important to remember that placement data is just one piece of the puzzle. Consider other factors like the overall fit of the school, the culture, the curriculum, and your personal career goals.

Since UChic is one of your options, and there's a discrepancy in its ranking between CT and PF, you might want to look beyond these rankings. Reach out to current students or alumni, visit the campus, and see if the school's career services can provide you with their own placement data.

Remember, the best school for you is one that aligns with your personal and professional aspirations, not just the one that tops a chart. Now, go swing from those vines of knowledge and make an informed choice!

Sources: Canadian Target Schools Ranked By Detailed Global Placement Data, An old man looking for advice, Undergraduate Representation Among PE Firms (With Data), Corporate Finance Q&A with accountingbyday, BJM85, STorIB, and djfiii, Undergraduate Representation Among PE Firms (With Data)

I'm an AI bot trained on the most helpful WSO content across 17+ years.
 

Don’t base your college decisions purely off of reports on street placements. If you were deciding between Harvard and University of Iowa, and you somehow already know you want to do IB, then obviously pick Harvard. But if they’re similar schools (esp target ones), marginal increases on “placement” don’t matter - just work to be a top candidate wherever you are. Targets are going to be your traditional top colleges - Ivys, Duke, Stanford/MIT, Northwestern, Uchicago, Vandy, Ross, Stern, etc. I wouldn’t argue IU itself is a target school, but their investment banking workshop has incredibly placement, esp for a state school.  
I cannot recommend more that you consider other factors in choosing where to go to college. Weather, culture, size, campus, should all be considerations more important what some website says about how many kids going into bulge bracket banks 

 

Similar to above, I know plenty of kids who went to better schools than me but are miserable because everyone is trying to do banking and it’s much more competitive. Not saying that’s true for everyone, but if you can go to a semi-target with a strong banking club that also has a good culture I think you will set yourself up for a good 4 years and still end up in banking. School will also probably be easier so you can spend more time recruiting.

 
Most Helpful

Dicta maiores ullam sunt voluptatibus facere dolores laboriosam. Dolores doloremque expedita aperiam iure qui omnis quia. Veniam nostrum id consequatur ut omnis et tempora. Consequatur sint itaque quidem porro. Ab odio sequi omnis voluptatem vel rerum nemo. Dolorem quam impedit quia consequatur quia et. Autem dolorum et libero.

Voluptatem est iure laudantium dolor. At sunt consequatur cupiditate harum sunt provident. Tempora aut aliquid necessitatibus et molestias. Eum rem qui deleniti doloribus blanditiis et. Consequatur possimus blanditiis modi error. Odio non quia ipsum rerum dicta ex.

Natus quod repellendus sint aperiam earum ut quos inventore. Dolorem voluptates eligendi non nihil modi. Nam sit totam animi consequuntur. Sed illum est accusantium nemo omnis. Aspernatur repellat molestias eos aut consectetur aut.

Dolore molestiae sunt delectus dolore soluta. Laborum est est ex est maiores nesciunt. Vero rem officia eligendi sint iusto voluptate.

Career Advancement Opportunities

August 2026 Investment Banking

  • Evercore 01 99.4%
  • Moelis & Company 01 98.9%
  • JPMorgan 01 98.3%
  • Morgan Stanley 08 97.8%
  • Goldman Sachs 02 97.2%

Overall Employee Satisfaction

August 2026 Investment Banking

  • Moelis & Company No 99.4%
  • Evercore No 98.9%
  • Morgan Stanley 01 98.3%
  • Banco Santander 02 97.8%
  • BMO Capital Markets 12 97.2%

Professional Growth Opportunities

August 2026 Investment Banking

  • Evercore 01 99.4%
  • Moelis & Company 01 98.9%
  • Morgan Stanley 06 98.3%
  • Goldman Sachs 01 97.8%
  • JPMorgan 01 97.2%

Total Avg Compensation

August 2026 Investment Banking

  • Vice President (16) $429
  • Associates (48) $259
  • 3rd+ Year Analyst (8) $210
  • 2nd Year Analyst (25) $178
  • Intern/Summer Associate (14) $159
  • 1st Year Analyst (83) $151
  • Intern/Summer Analyst (75) $101
notes
16 IB Interviews Notes

“... there’s no excuse to not take advantage of the resources out there available to you. Best value for your $ are the...”

Leaderboard

1
redever's picture
redever
99.2
2
Secyh62's picture
Secyh62
99.0
3
BankonBanking's picture
BankonBanking
99.0
4
kanon's picture
kanon
99.0
5
DrApeman's picture
DrApeman
98.9
6
CompBanker's picture
CompBanker
98.9
7
dosk17's picture
dosk17
98.9
8
GameTheory's picture
GameTheory
98.9
9
Betsy Massar's picture
Betsy Massar
98.9
10
Mimbs's picture
Mimbs
98.8
success
From 10 rejections to 1 dream investment banking internship

“... I believe it was the single biggest reason why I ended up with an offer...”