2022
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

#4 Stony Brook

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

Yale holds #1

with students in the 72nd percentile

Biggest mover: UPenn

Climbed 17 spots to #7 compared to last year's ranking.

9 dark horse universities

Smaller programs with outsized skill performance, including Stony Brook, Harvey Mudd, Williams, and 6 more.

Top 50 Universities

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

Showing 50 of 50 universities
Rank
University
#1
Yale logo
Yale
yale.edu
#2
MIT logo
MIT
mit.edu
#3
CMU logo
CMU
cmu.edu
#4
Stony Brook logo
Stony Brook
stonybrook.edu
#5
Rice logo
Rice
rice.edu
#6
UCLA logo
UCLA
ucla.edu
#7
UPenn logo
UPenn
upenn.edu
#8
UC Santa Barbara logo
UC Santa Barbara
ucsb.edu
#9
UC San Diego logo
UC San Diego
ucsd.edu
#10
Johns Hopkins logo
Johns Hopkins
jhu.edu
#11
Harvard logo
Harvard
harvard.edu
#12
Stanford logo
Stanford
stanford.edu
#13
Brown logo
Brown
brown.edu
#14
UC Berkeley logo
UC Berkeley
berkeley.edu
#15
Washington logo
Washington
washington.edu
#16
Caltech logo
Caltech
caltech.edu
#17
Harvey Mudd logo
Harvey Mudd
hmc.edu
#18
Columbia logo
Columbia
columbia.edu
#19
USC logo
USC
usc.edu
#20
Cornell logo
Cornell
cornell.edu
#21
Duke logo
Duke
duke.edu
#22
UChicago logo
UChicago
uchicago.edu
#23
UC Irvine logo
UC Irvine
uci.edu
#24
Illinois logo
Illinois
illinois.edu
#25
UT Austin logo
UT Austin
utexas.edu
#26
UMass logo
UMass
umass.edu
#27
Princeton logo
Princeton
princeton.edu
#28
Northwestern logo
Northwestern
northwestern.edu
#29
UCSC logo
UCSC
ucsc.edu
#30
Michigan logo
Michigan
umich.edu
#31
Purdue logo
Purdue
purdue.edu
#32
UC Riverside logo
UC Riverside
ucr.edu
#33
NYU logo
NYU
nyu.edu
#34
NC State logo
NC State
ncsu.edu
#35
Texas A&M logo
Texas A&M
tamu.edu
#36
Georgia Tech logo
Georgia Tech
gatech.edu
#37
Uw logo
Uw
uw.edu
#38
Ucdavis logo
Ucdavis
ucdavis.edu
#39
Case logo
Case
case.edu
#40
Arizona State logo
Arizona State
asu.edu
#41
Minnesota logo
Minnesota
umn.edu
#42
Wisconsin logo
Wisconsin
wisc.edu
#43
Arizona logo
Arizona
arizona.edu
#44
Colorado logo
Colorado
colorado.edu
#45
Dartmouth logo
Dartmouth
dartmouth.edu
#46
Rit logo
Rit
rit.edu
#47
WPI logo
WPI
wpi.edu
#48
Santa Clara logo
Santa Clara
scu.edu
#49
Notre Dame logo
Notre Dame
nd.edu
#50
Northeastern logo
Northeastern
northeastern.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

Williams logo
#3

Williams

williams.edu

RPI logo
#4

RPI

rpi.edu

Swarthmore logo
#5

Swarthmore

swarthmore.edu

Bucknell logo
#6

Bucknell

bucknell.edu

WPI logo
#7

WPI

wpi.edu

Brandeis logo
#8

Brandeis

brandeis.edu

Santa Clara logo
#9

Santa Clara

scu.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: 2021-02-01 to 2022-01-31

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.