Stack Exchange — softwareengineering.stackexchange.com

A Stack Exchange (softwareengineering.stackexchange.com) dataset of 49,714 users, 157,683 answer-collaboration edges, 63,423 questions, 178,628 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 softwareengineering.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..

#Programming#Reputation#Software engineering#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 49,714 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

49.7K
Nodes
157.7K
Edges
6.38e-05
Density
607
Components
-0.1272
Assortativity
0.4%
Reciprocity
21.8K
Bridges
Most central nodes
22100.00706
66050.00648
314180.00589
1213680.00547
127500.00533
178870.00505
3890.00441
111070.0043
128930.00408
47670.004
Content metrics

242,051 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 6.681 ± 21.972
min -69max 2.9K
view countμ 1.2K ± 9K
min 0max 831.4K
answer countμ 0.738 ± 2.246
min 0max 357
comment countμ 2.243 ± 3.484
min 0max 245
9.6
Flesch–Kincaid grade
US school grade level
10.2
Automated readability index
Frequent terms
codelikeusetimedonworkgoodneedthinkknowpeoplewantwayprojectlanguagesoftwareprogrammingthingsnewdatabetterproblemfindteamdevelopmentwritelotdifferentdesignsourcesystemetcexampleworkingcompanyjavaapplicationtestlearngoingweblanguagesquestionbestjobthingdevelopersstartdoesnexperience
Topic clusters

Topic 0

work
job
interview
people
company
question
good
time

Topic 1

code
comment
write
line
review
cod
standard
good

Topic 2

class
object
pointer
method
function
type
variable
int

Topic 3

estimate
agile
project
team
scrum
work
time
client

Topic 4

language
english
programming
learn
programmer
know
python
write

Topic 5

git
commit
version
build
svn
branch
file
control

Topic 6

test
unit
testing
tdd
code
write
tester
case

Topic 7

javascript
browser
web
silverlight
app
jquery
application
wpf

Topic 8

degree
science
computer
school
math
programming
learn
university

Topic 9

php
rail
mvc
ruby
framework
java
language
web

Topic 10

database
sql
orm
table
query
datum
store
object

Topic 11

visual
queue
action
saga
mel
gps
flow
raii
Show all 18 topics

Topic 12

ide
emacs
editor
eclipse
vim
visual
studio
use

Topic 13

open
source
software
free
project
microsoft
product
company

Topic 14

functional
haskell
lisp
language
scala
programming
type
learn

Topic 15

bug
fix
system
defect
feature
code
change
time

Topic 16

license
gpl
copyright
source
open
software
code
use

Topic 17

book
read
programming
programmer
good
pragmatic
reference
like
Top hashtags
#1163
#2125
#define101
#include61
#349
#3930
#424
#ifdef23
#region22
#endif17
#endregion14
#511
#78
#if8
#regions8
#67
#82126
#95
#callingclass5
#else5

Sampled: text metrics from 50K of 851.8K records; topic model from 20K.

Record

Catalog key
stackexchange-softwareengineering-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
851,808
Nodes
49,714
Edges
157,683 (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
2008/2024 (2000s, 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, 346.2 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 — softwareengineering.stackexchange.com [Data set]. https://stackexchange-softwareengineering-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 — softwareengineering.stackexchange.com. 2025, stackexchange-softwareengineering-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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