Stack Exchange — pm.stackexchange.com

A Stack Exchange (pm.stackexchange.com) dataset of 6,338 users, 16,323 answer-collaboration edges, 6,398 questions, 19,238 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 pm.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..

#Project management#Reputation#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 6,338 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

6.3K
Nodes
16.3K
Edges
4.06e-04
Density
54
Components
-0.1444
Assortativity
1.7%
Reciprocity
2.8K
Bridges
Most central nodes
208710.02493
3010.01231
43640.01199
910.01168
84170.01042
326130.0101
403760.0101
700.00963
55220.00931
890.00931
Content metrics

25,636 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 3.09 ± 5.333
min -8max 170
view countμ 592.745 ± 4.1K
min 0max 228.4K
answer countμ 0.75 ± 1.73
min 0max 40
comment countμ 1.083 ± 1.857
min 0max 38
9.5
Flesch–Kincaid grade
US school grade level
10.1
Automated readability index
Frequent terms
teamprojectworkscrumtimesprintproductneedlikemanagementstorypeopledonquotagiletasksdevelopmentwaytaskuseprocessstoriesquestiongoodwantnewuserbacklogprojectsteamsthinkworkingknowchangesoftwarethingsproblemplanningmanagerbusinessanswervaluedifferentstartendrequirementshelpdevelopersexampleowner
Topic clusters

Topic 0

team
people
work
way
person
good
thing
know

Topic 1

kanban
board
wip
limit
work
card
column
team

Topic 2

manager
project
management
skill
role
technical
experience
job

Topic 3

sprint
story
backlog
team
planning
week
product
work

Topic 4

story
user
epic
write
acceptance
want
break
criterion

Topic 5

client
contract
cost
customer
pay
project
risk
work

Topic 6

estimate
estimation
risk
range
target
time
schedule
project

Topic 7

scrum
team
master
daily
member
meeting
role
work

Topic 8

scrum
certification
master
csm
psm
alliance
course
training

Topic 9

jira
issue
ticket
board
task
create
filter
story

Topic 10

risk
project
impact
mitigation
probability
plan
register
mitigate

Topic 11

gantt
chart
task
field
custom
column
date
view
Show all 36 topics

Topic 12

bug
code
developer
defect
fix
quality
review
software

Topic 13

agile
team
member
small
project
development
management
web

Topic 14

story
point
estimate
velocity
sprint
team
estimation
capacity

Topic 15

tool
tracking
task
track
basecamp
use
free
software

Topic 16

scope
change
cost
creep
project
requirement
define
schedule

Topic 17

meeting
note
minute
agenda
people
phone
talk
ask

Topic 18

task
duration
resource
day
date
start
hour
calendar

Topic 19

exam
pmp
pmi
study
pdu
training
pmbok
book

Topic 20

resource
task
project
multiple
assign
pump
allocation
proposal

Topic 21

estimate
estimation
size
cost
project
time
task
unfamiliar

Topic 22

sprint
planning
scrum
retrospective
length
backlog
item
plan

Topic 23

process
javadoc
documentation
methodology
development
software
roadmap
method

Topic 24

retrospective
mortem
team
post
meeting
action
stand
minute

Topic 25

requirement
document
functional
quality
specification
srs
system
assurance

Topic 26

task
duration
date
subtask
start
finish
workstream
summary

Topic 27

management
project
manager
manage
specific
vsm
coordinator
office

Topic 28

agile
team
process
methodology
scrum
design
manifesto
development

Topic 29

pmp
certification
experience
management
pmi
project
equivalent
capm

Topic 30

waterfall
agile
methodology
change
model
development
requirement
software

Topic 31

wbs
package
breakdown
work
deliverable
level
structure
element

Topic 32

tfs
template
item
server
scrum
project
query
foundation

Topic 33

chart
burn
burndown
sprint
story
remain
line
work

Topic 34

requirement
business
design
prototype
client
specification
need
document

Topic 35

critical
path
chain
diagram
activity
arrow
network
buffer
Top hashtags
#1172
#2149
#393
#435
#517
#3916
#610
#error10
#events10
#noestimates10
#team10
#89
#127
#dontask7
#76
#it6
#105
#questions5
#fail4
#s4

Sampled: text metrics from 50K of 60.4K records; topic model from 20K.

Record

Catalog key
stackexchange-pm-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
60,437
Nodes
6,338
Edges
16,323 (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
2010/2024 (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, 29.9 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 — pm.stackexchange.com [Data set]. https://stackexchange-pm-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 — pm.stackexchange.com. 2025, stackexchange-pm-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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