Stack Exchange — sqa.stackexchange.com

A Stack Exchange (sqa.stackexchange.com) dataset of 9,165 users, 20,221 answer-collaboration edges, 11,681 questions, 24,818 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 sqa.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..

#Expertise network#Quality assurance#Reputation#Software testing#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 9,165 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

9.2K
Nodes
20.2K
Edges
2.41e-04
Density
115
Components
-0.1466
Assortativity
1.5%
Reciprocity
4.8K
Bridges
Most central nodes
19330.01353
55740.01299
147400.00884
215390.00884
93370.00873
1660.00818
371230.00808
93690.00775
126290.00764
317450.00731
Content metrics

36,499 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 2.166 ± 4.419
min -10max 176
view countμ 1.3K ± 8.1K
min 0max 508K
answer countμ 0.68 ± 1.468
min 0max 26
comment countμ 1.081 ± 1.878
min 0max 64
11.0
Flesch–Kincaid grade
US school grade level
12.4
Automated readability index
Frequent terms
testquottestingtestsdriveruseseleniumcodeclassjavanewliketimeneeddatadivrunsystempageelementapplicationautomationclickwebdriverfilewantuserpublicstringwayworkbrowservaluedifferentcasesxpathcasesoftwaretextfindteamwebjmetergoodtryimportexampledonerrorknow
Topic clusters

Topic 0

test
testing
tester
team
work
code
software
developer

Topic 1

test
app
device
android
mobile
case
tool
testing

Topic 2

jmeter
load
request
user
performance
thread
server
time

Topic 3

bug
fix
defect
report
issue
find
developer
release

Topic 4

selenium
automation
test
webdriver
learn
java
tool
testing

Topic 5

datum
database
test
data
sql
file
query
need

Topic 6

wait
element
click
page
try
selenium
webelement
driver

Topic 7

xpath
element
css
selector
text
use
locator
find
Top hashtags
#x332153
#1124
#290
#339
#driver35
#3925
#content23
#00000020
#018
#e6e6e617
#print17
#region17
#s17
#endregion16
#for14
#413
#ffffff13
#get13
#login12
#name12

Sampled: text metrics from 50K of 88.9K records; topic model from 20K.

Record

Catalog key
stackexchange-sqa-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
88,864
Nodes
9,165
Edges
20,221 (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, 37.5 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 — sqa.stackexchange.com [Data set]. https://stackexchange-sqa-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 — sqa.stackexchange.com. 2025, stackexchange-sqa-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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