2023
Skill Based University Ranking Seal

CodeSignal's
University Ranking
Report

A data-driven ranking of universities based on the demonstrated programming and software engineering skills of their graduates.

Key findings

Key insights from analyzing real-world engineering skills across universities based on our skills-based ranking methodology.

4 of our top 50 universities

are not in the traditional US News Top 50, based on demonstrated skills

#1 Stony Brook

breaks into our top rankings — a university often overlooked by traditional rankings

Stony Brook holds #1

with students in the 78th percentile

Biggest mover: Princeton

Climbed 11 spots to #16 compared to last year's ranking.

10 dark horse universities

Smaller programs with outsized skill performance, including Stony Brook, Harvey Mudd, Swarthmore, and 7 more.

Top 50 Universities

Ranked by median assessment performance of students. Search and sort to explore.

Showing 50 of 50 universities
Rank
University
#1
Stony Brook logo
Stony Brook
stonybrook.edu
#2
MIT logo
MIT
mit.edu
#3
Yale logo
Yale
yale.edu
#4
Stanford logo
Stanford
stanford.edu
#5
CMU logo
CMU
cmu.edu
#6
Caltech logo
Caltech
caltech.edu
#7
Rice logo
Rice
rice.edu
#8
Harvard logo
Harvard
harvard.edu
#9
Brown logo
Brown
brown.edu
#10
UPenn logo
UPenn
upenn.edu
#11
USC logo
USC
usc.edu
#12
Columbia logo
Columbia
columbia.edu
#13
UC Berkeley logo
UC Berkeley
berkeley.edu
#14
UChicago logo
UChicago
uchicago.edu
#15
Cornell logo
Cornell
cornell.edu
#16
Princeton logo
Princeton
princeton.edu
#17
UMass logo
UMass
umass.edu
#18
UC San Diego logo
UC San Diego
ucsd.edu
#19
Harvey Mudd logo
Harvey Mudd
hmc.edu
#20
Duke logo
Duke
duke.edu
#21
Illinois logo
Illinois
illinois.edu
#22
UC Irvine logo
UC Irvine
uci.edu
#23
UT Austin logo
UT Austin
utexas.edu
#24
UCLA logo
UCLA
ucla.edu
#25
WashU logo
WashU
wustl.edu
#26
UC Santa Barbara logo
UC Santa Barbara
ucsb.edu
#27
Michigan logo
Michigan
umich.edu
#28
Northwestern logo
Northwestern
northwestern.edu
#29
Washington logo
Washington
washington.edu
#30
NC State logo
NC State
ncsu.edu
#31
Brandeis logo
Brandeis
brandeis.edu
#32
Georgia Tech logo
Georgia Tech
gatech.edu
#33
NYU logo
NYU
nyu.edu
#34
Florida logo
Florida
ufl.edu
#35
Arizona State logo
Arizona State
asu.edu
#36
Dartmouth logo
Dartmouth
dartmouth.edu
#37
Wisconsin logo
Wisconsin
wisc.edu
#38
Udel logo
Udel
udel.edu
#39
Boston University logo
Boston University
bu.edu
#40
Notre Dame logo
Notre Dame
nd.edu
#41
Uw logo
Uw
uw.edu
#42
Vanderbilt logo
Vanderbilt
vanderbilt.edu
#43
Ucdavis logo
Ucdavis
ucdavis.edu
#44
Tufts logo
Tufts
tufts.edu
#45
Pittsburgh logo
Pittsburgh
pitt.edu
#46
Buffalo logo
Buffalo
buffalo.edu
#47
Texas A&M logo
Texas A&M
tamu.edu
#48
Purdue logo
Purdue
purdue.edu
#49
San Jose State logo
San Jose State
sjsu.edu
#50
Arizona logo
Arizona
arizona.edu

Where top talent goes

Assessment data reveals hiring patterns across industries for graduates from the highest-performing universities

Hidden gems

These universities may not top traditional ranking lists, but their graduates demonstrate strong programming and software engineering skills

Stony Brook logo
#1

Stony Brook

stonybrook.edu

Harvey Mudd logo
#2

Harvey Mudd

hmc.edu

Swarthmore logo
#3

Swarthmore

swarthmore.edu

Brandeis logo
#4

Brandeis

brandeis.edu

Williams logo
#5

Williams

williams.edu

Middlebury logo
#6

Middlebury

middlebury.edu

Bucknell logo
#7

Bucknell

bucknell.edu

Bowdoin logo
#8

Bowdoin

bowdoin.edu

San Jose State logo
#9

San Jose State

sjsu.edu

RPI logo
#10

RPI

rpi.edu

Methodology

A transparent look at our data-driven ranking methodology

Data-driven skills-based rankings

Unlike traditional university rankings that rely on reputation surveys and funding metrics, our ranking is based entirely on the demonstrated programming and software engineering skills of each university's students, as measured through standardized assessments.

Inclusion Criteria

  • Proctored and successfully verified results only
  • Minimum 30 unique students per university
  • Best score per student (not averages across attempts)
  • Assessment period: 2022-02-01 to 2023-01-31

Scoring Method

Universities are ranked by their students' median percentile on CodeSignal's General Coding Assessment (GCA) and Industry Coding Assessment (ICA). The percentile represents where a university's typical student falls compared to all test-takers.