Stack Exchange — workplace.stackexchange.com

The content of workplace.stackexchange.com (https://workplace.stackexchange.com/), a Stack Exchange question-and-answer site, as published in the Stack Exchange Data Dump of April 2024 on the Internet Archive. The posts table holds 514,845 rows: 143,598 posts (32,002 questions, 110,893 answers, 325 tag wiki excerpts, 325 tag wikis, 48 posts of type 6 and 5 posts of type 7) and 371,247 comments, written between 7 March 2012 and 31 March 2024. Beside it are 106,548 user accounts, 2,010,225 votes, 284,082 badges awarded, 496 tags, 366,209 post revisions and 13,836 links between posts. Every answer keeps the question it answers and every comment the post it was written on, so the threads can be rebuilt. The Internet Archive item describes the dump as anonymised; the votes table names the voter in only 305 rows.

#Career#Expertise network#Stack exchange data dump#Workplace

Download data package README Original files as received BibTeX JSONSimilar datasets

Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 27,485 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

27.5K
Nodes
96.2K
Edges
1.27e-04
Density
80
Components
-0.09085
Assortativity
0.2%
Reciprocity
8.7K
Bridges
Most central nodes
300620.01022
406090.00804
435280.00488
23170.00426
123360.00411
860110.00411
624930.00408
194300.00404
32980.00397
326110.00389
Content metrics

514,845 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

x scoreμ 4.929 ± 17.409
min -49max 968
x view countμ 5.2K ± 19.5K
min 33max 1.8M
x answer countμ 3.465 ± 2.788
min 0max 32
x comment countμ 2.586 ± 3.519
min 0max 68
x favorite count0.1% true
true 0.1%false 100.0%
8.8
Flesch–Kincaid grade
US school grade level
9.3
Automated readability index
Frequent terms
workcompanydonjobtimelikepeoplewantknowgoodthinkmanagerneedwayquestionaskteamnewanswerbossthingsworkingpersongoingbetteremployerproblemfinddoesnofferexperiencesureinterviewpositionhelppointuseprojectsituationtellcasebestrightfeeldayemployeedifferentpayprobablything
Topic clusters

Topic 0

salary
pay
offer
raise
company
increase
money
market

Topic 1

code
bug
developer
test
write
team
software
review

Topic 2

edit
comment
question
answer
post
discussion
remove
meta

Topic 3

people
word
like
rude
talk
person
try
mean

Topic 4

email
phone
meeting
mail
send
reply
message
number

Topic 5

degree
school
university
experience
college
year
graduate
job

Topic 6

boss
feel
work
workplace
like
thing
people
job

Topic 7

contract
sign
notice
period
law
agreement
employment
pay

Topic 8

leave
company
boss
new
job
want
quit
good

Topic 9

coffee
drink
eat
chair
food
lunch
medical
smoke

Topic 10

recruiter
company
contact
candidate
recruitment
position
directly
interview

Topic 11

pip
employer
company
job
lie
hire
current
unethical
Show all 42 topics

Topic 12

resume
cover
letter
list
page
job
hire
include

Topic 13

internship
intern
summer
experience
unpaid
work
time
apply

Topic 14

laptop
password
access
datum
account
security
computer
machine

Topic 15

lawyer
legal
law
advice
crime
criminal
attorney
consult

Topic 16

developer
software
development
project
work
career
year
company

Topic 17

wear
dress
shirt
casual
clothe
jean
suit
clothing

Topic 18

vacation
week
notice
holiday
day
period
pay
leave

Topic 19

boss
mrs
ask
parent
problem
know
tell
leave

Topic 20

team
lead
member
manager
leader
task
need
management

Topic 21

manager
management
work
manage
problem
need
job
thing

Topic 22

thank
answer
helpful
appreciate
comment
glad
update
perspective

Topic 23

point
yes
answer
yeah
nice
absolutely
obligatory
good

Topic 24

fire
bridge
burn
reason
connect
cause
safety
section

Topic 25

extended
chat
discussion
conversation
comment
chatroom
romance
innovation

Topic 26

offer
credit
card
accept
money
reimburse
ask
range

Topic 27

country
tag
india
germany
location
add
hitler
state

Topic 28

downvote
vote
upvote
upvoted
answer
close
voting
voter

Topic 29

sick
doctor
day
certificate
medical
note
sickness
health

Topic 30

manager
ticket
ask
task
contact
know
meeting
question

Topic 31

gender
culture
woman
male
man
sexist
female
racist

Topic 32

interview
interviewer
candidate
question
ask
like
answer
interviewee

Topic 33

interview
interviewer
candidate
interviewee
phone
detail
test
ask

Topic 34

overtime
hour
hourly
pay
salary
wage
minimum
work

Topic 35

lie
argue
conflict
disagree
politic
question
truth
answer

Topic 36

scrum
agile
sprint
team
master
story
backlog
process

Topic 37

hour
work
overtime
time
day
home
shift
employee

Topic 38

linkedin
profile
recommendation
connection
social
network
update
contact

Topic 39

hour
week
day
time
work
clock
friday
bill

Topic 40

clearance
background
check
security
government
classify
job
secret

Topic 41

coworker
stress
colleague
boss
tell
talk
meeting
superior
Top hashtags
#11.1K
#2837
#3417
#4141
#580
#269546
#639
#724
#metoo24
#269619
#817
#269415
#dontask15
#s15
#q14
#t13
#how12
#noun12
#1239
#random9
Top emoji
💡4

Computed over the full corpus.

Record

Catalog key
stackexchange-workplace-stackexchange-com
Authors
Stack Exchange, Inc.
Year
2024
Source paper
Stack Exchange Data Dump
License
CC BY-SA 3.0 / 4.0 (by contribution date) (CC-BY-SA-3.0 AND CC-BY-SA-4.0)
Records
547,156
Nodes
27,485
Edges
96,164 (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
2012/2024 (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/details/stackexchange link checked
Original files as received
The source files, unconverted, kept for reference: mirrored on echo.directory on 2026-10-09, 191.7 MB across 1 files. Checksums in MANIFEST.json. For use, start with the data package below.
Data package
Version 1.0.0 of this dataset as an ECHO Data Package: posts (514,845 rows), users (106,548 rows), x_votes (2,010,225 rows), x_badges (284,082 rows), x_tags (496 rows), x_post_history (366,209 rows), x_post_links (13,836 rows).
Structure
Temporal (timestamped), Node attributes, Text, Threaded conversations

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_2024,
  title     = {Stack Exchange Data Dump},
  author    = {{Stack Exchange, Inc.}},
  year      = {2024},
  month     = {apr},
  publisher = {Internet Archive},
  url       = {https://archive.org/details/stackexchange}
}

APA

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

Stack Exchange, Inc. (2024). Stack Exchange — workplace.stackexchange.com [Data set]. https://stackexchange-workplace.echo.directory/

MLA

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

Stack Exchange, Inc. Stack Exchange — workplace.stackexchange.com. 2024, stackexchange-workplace.echo.directory/.

BibTeX · RIS · CSL-JSON

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