Stack Exchange — engineering.stackexchange.com

A Stack Exchange (engineering.stackexchange.com) dataset of 9,421 users, 17,986 answer-collaboration edges, 16,173 questions, 21,229 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 engineering.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..

#Engineering#Expertise network#Reputation#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 9,421 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

9.4K
Nodes
18K
Edges
2.03e-04
Density
162
Components
-0.1325
Assortativity
0.6%
Reciprocity
5K
Bridges
Most central nodes
133720.00732
610.00584
16720.00573
330.00552
950.00541
1100.0052
1910.00467
2030.00435
3740.00393
90.0035
Content metrics

37,402 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 1.729 ± 3.405
min -7max 133
view countμ 448.443 ± 4.1K
min 0max 440.5K
answer countμ 0.568 ± 0.992
min 0max 15
comment countμ 1.892 ± 2.571
min 0max 49
9.9
Flesch–Kincaid grade
US school grade level
10.5
Automated readability index
Frequent terms
fracuseneedquotlikepressuresystemforcewaterairpowerheatloadflowtimepointrightampwayknowtemperatureenergydesignmaterialquestionmotorworkwantendbeamdifferentdonstressspeedfindcasetorqueproblemhighexampleleftequationsmallmasssteelareamomentcontrolsurfacepossible
Topic clusters

Topic 0

beam
moment
stress
force
load
shear
support
strain

Topic 1

steel
metal
material
heat
alloy
glass
temperature
carbon

Topic 2

engineering
engineer
datum
product
design
work
model
software

Topic 3

system
control
function
controller
amp
loop
pole
state

Topic 4

concrete
soil
slab
wall
load
bridge
beam
column

Topic 5

heat
air
fan
temperature
cool
water
transfer
flow

Topic 6

battery
voltage
current
charge
power
circuit
transformer
bit

Topic 7

bolt
bearing
nut
shaft
thread
screw
washer
hole

Topic 8

wing
aircraft
air
thrust
lift
rocket
speed
airfoil

Topic 9

wheel
tire
car
steering
rear
vehicle
turn
axle

Topic 10

drawing
view
dimension
line
cad
autocad
draw
file

Topic 11

light
laser
lens
wavelength
camera
mirror
led
optical
Show all 20 topics

Topic 12

flow
fluid
velocity
pipe
pressure
equation
reynolds
viscosity

Topic 13

gear
tooth
ratio
torque
pitch
clutch
worm
planet

Topic 14

motor
torque
speed
stepper
current
power
rpm
need

Topic 15

steam
pressure
gas
temperature
liquid
volume
process
water

Topic 16

engine
fuel
diesel
efficiency
combustion
gasoline
car
cylinder

Topic 17

pump
valve
pressure
flow
water
vacuum
rate
tank

Topic 18

signal
antenna
wifi
channel
receiver
frequency
receive
phone

Topic 19

turbine
blade
wind
power
flow
energy
plant
gas
Top hashtags
#1159
#293
#337
#436
#1019
#515
#812
#611
#711
#include8
#the8
#combo7
#v7
#356
#define5
#end5
#these5
#334
#394
#404

Sampled: text metrics from 50K of 125K records; topic model from 20K.

Record

Catalog key
stackexchange-engineering-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
124,979
Nodes
9,421
Edges
17,986 (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
2015/2024 (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, 41.5 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 — engineering.stackexchange.com [Data set]. https://stackexchange-engineering-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 — engineering.stackexchange.com. 2025, stackexchange-engineering-stackexchange-com.echo.directory/.

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