# Time until graduation as a proxy for picking between (German) universities


*If you are in high school and struggle with decision-making, please don't take this too seriously. If you're into EA maybe apply for [1-1 advice here?](https://80000hours.org/speak-with-us/?int_campaign=2021-08__primary-navigation)*

Choosing a university without knowing what metrics to base this decision on is hard. When I did this one year ago, I was mostly comparing German universities as it was my country of residence (I debated going abroad, but covid and other things made this option unattractive for me). Since most universities here are free and rankings not really popular, there isn't as much of a prestige difference between universities to cut down the possibilities. So in the end, I [based my decision](https://docs.google.com/spreadsheets/d/1LZyo_T5qJi6ractl573rjjFF5KoM3z4GqLHga5S6OPQ/edit?usp=sharing) mostly on cost of living and location/city.  

I didn't expect the differences in universities to be large enough to be worth looking further into it. I've changed my mind about that, mostly based on the fact that I could share what I've learned with other [aspiring undergraduates](https://www.lesswrong.com/posts/ZBQr9XfcASkS57Ssf/advice-to-aspiring-undergraduates).

## Data
I looked into which metrics were used for ranking universities by the CHE-Ranking which is the most popular (which ranks universities for every metric and every degree separately and refuses to aggregate them to give universities an overall rank. The idea is ["make your personal ranking according to your priorities"](https://methodik.che-ranking.de/ergebnisdarstellung/). It's like they actively refuse to play the prestige game). Most of their metrics  are either subjective ratings by a few students (how useful are these ratings if these students have never been to a different university to compare it to?), or things like money per researcher, which seem rather useless for finding the best place to study as an undergraduate. The only thing that stood out to me was "% of graduations in appropriate time". 
Unfortunately, universities in Germany have only recently (2017)[^1]  started to collect this data in a central place, so I rely on the summary statistics from the [CHE-Ranking-Site](https://ranking.zeit.de/che/en/rankingunion/show?&left_f1=309&left_f2=527&left_f3=525&order=alpha&subfach=undefined&esb=1&ab=3&hstyp=1#&left_f1=309&left_f2=527&left_f3=525&order=alpha&subfach=undefined) and hope that they did a good job. 

 As you can see in the plot below, there are lots of universities where you would be above average (median) if you finished your degree in your eighth semester. It turns out, the difference how many students (in Computer Science [most popular on lesswrong]) graduate after their eighth[^2] semester [^3]  is pretty large.
![pic](data:image/png;base64,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%0A)
Some of this may be due to random variation in student ability or curriculum, but even excluding universities with less than 1000-students (so at least (1000/4) * (around 50% passing rate)  = 125 students  passing every semester) the differences are quite large:
![pic](data:image/png;base64,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%0A)

Next I looked whether the same was happening for business administration, because it is the most popular in Germany and I would have to worry less about statistical significance (I'll leave the statistical tests to people who've actually taken a statistics class). It does look quite similar (although overall it does not look quite as bad as for CS):
![pic](data:image/png;base64,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%0A)

One thing that is more pronounced here is that the upper outliers tend to be private universities, which makes sense to me (Left as an exercise for the reader Lol). I am still surprised by the variation, before I looked into this I thought that most universities are roughly equivalent. 

## Other Considerations
- Different universities have different specialized undergrad subjects (like "data science", "bioinformatics" etc.) under the lable computer science or business administration. Some of these tend to be more competitive (My impression from going through the CHE data) and thus consist of more able students
- If it's just about more able students, then your particular subject might be less important to you compared to the whole university

I was kind of skeptical that I might be misunderstanding something basic here, so I tried to check whether the numbers from the CHE-Ranking add up to the same as when I look [at numbers from my university](https://docs.google.com/spreadsheets/d/1U5UfLMVFOL1Kko2glcJKBsA-PSXHOu0M6uYhoDSG_LY/edit#gid=0). (Caution, this just looks at who registered for the semester, so it includes students who never actually graduated!)
![](<https://docs.google.com/spreadsheets/d/e/2PACX-1vSU1J3ywCrnHUMHufcRjbJ8vCGVCK4Pqmm39EQJtXQnnvIuXzNtGa0OK93TQuk446RWrClNnzNlchLZ/pubchart?oid=816962750&format=image>)

Assuming everyone after the fifth semester eventually graduates[^4] I got ~50% (excluding last semester due to covid) which is pretty close to the 58% according to the CHE data, which means at least in this case the data is probably accurate. 



## Guess
*Interpret this as my wild guess. If you have a better interpretation, share it in the comments! I've done stupid/obvious mistakes before. If you find any please point them out!*

Average time until graduation is probably proportional to (personal ability) and/or (hurdles of the university in order to pass). If you are in university mostly for the [signalling](https://en.wikipedia.org/wiki/Signalling_(economics)) and the interesting people, then both, smaller hurdles and smarter people implied by more "graduations in appropriate time" would be good news. So maybe include it in your [decision matrix](https://putanumonit.com/2017/03/12/goddess-spreadsheet/).

## Things I'd do with more time/motivation:
- Figure out how to get more data on the whole distribution for time until graduation. To identify universities where it is easier (or students smarter) to pass not only in "appropriate time" but maybe even in the **advertised 6 Semesters,** you'd actually have to know how many pass at that time.
- Get the CHE data from past years and investigate how persistent "time until graduation" is over time, which would be rather important as we are necessarily trying to extrapolate here. I had a hard time finding past data with google.
- Look at data from other countries


[^1]:  See here for more info: [Statistisches Bundesamt. “Studienverlaufsstatistik 2020.”](https://www.destatis.de/DE/Themen/Gesellschaft-Umwelt/Bildung-Forschung-Kultur/Hochschulen/Publikationen/Downloads-Hochschulen/studienverlaufsstatistik-5213106207004.html )

[^2]: CHE's description: &ldquo;Proportion of undergraduate degree course graduates who completed their studies in an appropriate amount of time, namely the standard period of study plus one or two semesters (dependent on the subject area).&rdquo;

[^3]: (for a &ldquo;6-semester&rdquo;-degree)

[^4]: They don't but it is good enough.