Stack Exchange — salesforce.stackexchange.com

A Stack Exchange (salesforce.stackexchange.com) dataset of 36,329 users, 113,498 answer-collaboration edges, 133,827 questions, 155,428 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 salesforce.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..

#Crm software#Expertise network#Reputation#Salesforce#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 36,329 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

36.3K
Nodes
113.5K
Edges
8.60e-05
Density
534
Components
-0.131
Assortativity
1.0%
Reciprocity
18.7K
Bridges
Most central nodes
2560.00977
1130.0071
8870.00666
87220.00647
2600.00614
82960.00573
99370.00567
33900.00545
105780.00526
11220.0049
Content metrics

289,255 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 1.757 ± 3.583
min -12max 216
view countμ 840.94 ± 3.3K
min 0max 278.1K
answer countμ 0.537 ± 0.817
min 0max 27
comment countμ 1.371 ± 2.051
min 0max 44
10.6
Flesch–Kincaid grade
US school grade level
12.6
Automated readability index
Frequent terms
apexnewpagevaluestringlistpublicaccountfieldclassobjectsetuserusecodesalesforcetriggercustomdatasystemselectneedrecordliketestadderroremailcreatetypefieldsampnullwantupdatecasecontactreturnquerytruerecordsopportunitycontrollerapiwayvisualforcedebugmethodinsertmap
Topic clusters

Topic 0

page
public
controller
visualforce
button
value
class
return

Topic 1

salesforce
api
app
rest
datum
use
string
service

Topic 2

package
deploy
sandbox
ide
manage
change
production
version

Topic 3

trigger
insert
update
test
new
class
account
opportunity

Topic 4

filter
article
dashboard
report
app
subflow
cloud
flow

Topic 5

query
soql
select
field
group
list
account
return

Topic 6

email
template
send
address
mail
case
message
user

Topic 7

date
datetime
formula
time
field
yyyy
day
format

Topic 8

profile
permission
user
role
sharing
object
access
share

Topic 9

report
field
object
lookup
relationship
account
custom
master

Topic 10

batch
job
schedule
global
class
run
apex
limit

Topic 11

portal
customer
site
user
page
login
domain
license
Show all 13 topics

Topic 12

chatter
post
feed
feeditem
connectapi
group
user
community
Top hashtags
#bodytable112
#170
#262
#046
#3938
#c0c0c034
#starttopic33
#cshid31
#00000027
#ffffff27
#326
#00024
#tabs24
#map22
#f2f3f320
#cccccc18
#ff000018
#2d97cc16
#fff16
#ccc14

Sampled: text metrics from 50K of 823.2K records; topic model from 20K.

Record

Catalog key
stackexchange-salesforce-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
823,173
Nodes
36,329
Edges
113,498 (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/download/stackexchange unverified
Hosted copy
Mirrored on echo.directory on 2026-10-09, 264.4 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 — salesforce.stackexchange.com [Data set]. https://stackexchange-salesforce-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 — salesforce.stackexchange.com. 2025, stackexchange-salesforce-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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