Stack Exchange — academia.stackexchange.com

A Stack Exchange (academia.stackexchange.com) dataset of 29,641 users, 86,788 answer-collaboration edges, 43,792 questions, 103,840 answers, collected by Stack Exchange, Inc. via the annual Stack Exchange Data Dump. Each record contains user nodes (reputation, badge counts, vote history), directed weighted edges (answerer→asker, weight=answer score, count=interactions, accepted=bool), post text, tag distribution. User collaboration network from academia.stackexchange.com — directed weighted graph where edges represent knowledge-sharing relationships (A answered B's question), with edge weight reflecting answer quality. Enables prestige hierarchy, community detection, and expertise flow analysis.. Suitable for expertise network analysis, reputation systems, community detection, knowledge flow, PageRank-based authority ranking, Q&A platform dynamics..

#Academia stack exchange#Accepted answer#Higher education#Reputation#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 29,641 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

29.6K
Nodes
86.8K
Edges
9.88e-05
Density
206
Components
-0.1121
Assortativity
0.6%
Reciprocity
13.6K
Bridges
Most central nodes
848340.01103
88020.00945
4520.00884
6000.0085
7870.0081
1004060.00732
359090.00671
200700.00574
61440.0057
9290.00513
Content metrics

147,632 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 8.71 ± 17.047
min -43max 635
view countμ 1K ± 6.2K
min 0max 487.2K
answer countμ 0.704 ± 1.643
min 0max 28
comment countμ 2.483 ± 3.485
min 0max 44
10.6
Flesch–Kincaid grade
US school grade level
11.0
Automated readability index
Frequent terms
researchworkpaperstudentstimephdlikegooddonstudentpeoplethinkuniversitywantknowquestionneedwaypapersusefieldcoursejournalprofessorfinddifferentschoolacademicgraduatecaseaskprogramansweryearthingsexperiencethesisproblemadvisornewbetterexamplejobdegreeyearsdepartmentsciencewritehelpprobably
Topic clusters

Topic 0

student
class
grade
exam
course
question
lecture
teacher

Topic 1

journal
editor
review
paper
reviewer
author
manuscript
publish

Topic 2

conference
paper
poster
submit
proceeding
abstract
present
journal

Topic 3

cite
reference
citation
source
style
bibliography
paper
use

Topic 4

math
program
course
mathematic
school
degree
graduate
master

Topic 5

phd
research
year
industry
job
degree
work
program

Topic 6

tenure
faculty
position
department
candidate
professor
offer
job

Topic 7

school
admission
graduate
application
program
committee
apply
year

Topic 8

phd
program
internship
apply
student
university
lab
disadvantage

Topic 9

copyright
license
publisher
permission
right
use
author
transfer

Topic 10

thesis
dissertation
copy
publish
phd
university
book
chapter

Topic 11

latex
file
use
version
document
word
git
pdf
Show all 29 topics

Topic 12

grant
funding
nsf
proposal
fellowship
fund
award
agency

Topic 13

english
book
language
native
textbook
speaker
write
non

Topic 14

advisor
work
supervisor
project
student
good
talk
adviser

Topic 15

paper
proof
mathematical
journal
mathematic
publish
theorem
math

Topic 16

author
authorship
contribution
paper
publication
field
publish
work

Topic 17

gre
score
test
gpa
school
admission
application
program

Topic 18

code
datum
software
matlab
repository
license
share
source

Topic 19

author
paper
authorship
publish
article
review
contribution
correspond

Topic 20

arxiv
preprint
version
paper
journal
submit
publish
submission

Topic 21

review
peer
reviewer
referee
paper
reject
journal
book

Topic 22

paper
read
section
conclusion
write
sentence
introduction
understand

Topic 23

degree
master
germany
phd
bachelor
europe
year
german

Topic 24

email
mail
address
account
gmail
send
spam
beer

Topic 25

letter
recommendation
write
writer
reference
ask
application
professor

Topic 26

work
time
task
feel
hour
day
thing
people

Topic 27

google
scholar
index
citation
search
scopus
web
paper

Topic 28

field
research
neuroscience
science
problem
area
work
question
Top hashtags
#1131
#288
#349
#3927
#414
#56
#105
#233
#73
#s3
#1002
#9872
#authors2
#mingre2
#spnetwork2
#sthash2
#true2
#your2
#01
#111

Sampled: text metrics from 50K of 559.3K records; topic model from 20K.

Record

Catalog key
stackexchange-academia-stackexchange-com
Authors
Stack Exchange, Inc.
Year
2025
Source paper
Stack Exchange Data Dump
License
CC BY-SA 2.5 / 3.0 / 4.0 (by post date) (CC-BY-SA-2.5 AND CC-BY-SA-3.0 AND CC-BY-SA-4.0)
Records
559,297
Nodes
29,641
Edges
86,788 (directed)
Nodes are
user (Stack Exchange account)
Edges are
answer collaboration (A answered B's question)
Attributes
nodes have attributes; edges have attributes
Text corpus
question titles, post bodies, comment text, tag names
Languages
en
Collected
2011/2024 (2010s, 2020s)
Tasks
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://archive.org/download/stackexchange link checked
Hosted copy
Mirrored on echo.directory on 2026-10-09, 189.4 MB across 1 files. Checksums in MANIFEST.json.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@misc{stackexchange_2025,
  title     = {Stack Exchange Data Dump},
  author    = {{Stack Exchange, Inc.}},
  year      = {2025},
  publisher = {Internet Archive},
  url       = {https://archive.org/download/stackexchange}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Stack Exchange, Inc. (2025). Stack Exchange — academia.stackexchange.com [Data set]. https://stackexchange-academia-stackexchange-com.echo.directory/

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Stack Exchange, Inc. Stack Exchange — academia.stackexchange.com. 2025, stackexchange-academia-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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