MmT
Projects
Information Systems Conferences
Information Systems Conferences - Project overview
Mining the full texts of more than 14.000 research papers covering the IS discipline between 1990 and 2014. Currently, this analysis includes the following outlets: ICIS, AMCIS, ECIS, PACIS
Project statistics
Some descriptive statistics about the collection
Created at
Sept. 7, 2015, 3:31 p.m.
Last update
Sept. 8, 2015, 6:25 p.m.
Time span
January 01, 1990 - January 01, 2014
Number of topics
130
Number of documents
14,296
Number of words
35,299,656
Number of unique words
37,569
Size (in MB)
707.80 MB
Word frequency
Most frequent words in the analysis
Timeline: docs
docs
year
Average SentiStrength Score
Development of numeric variables over time. Click on the chart icon to switch variables.
Topic distribution: Top 25 out of 130 topics
Distribution of topics over the complete collection. Click on topics to see details.
Topic overview
Preview of all 130 topics and their most frequent words. Click on a topic to see details.
Topic 1
idea
collaboration
collaborative
crowdsourcing
creativity
creative
crowd
contest
open
innovation
Topic 2
user
feature
participation
application
context
provide
profile
end
usage
group
Topic 3
tool
map
visualization
gi
representation
spatial
concept
analysis
support
data
Topic 4
erp
implementation
enterprise
business
sap
process
plan
package
implement
management
Topic 5
internet
digital
access
age
technology
computer
divide
home
people
usage
Topic 6
field
discipline
management
researcher
science
publish
academic
citation
publication
panel
Topic 7
detection
fraud
attack
deception
crime
detect
phishing
cyber
spam
victim
Topic 8
business
company
model
market
industry
customer
strategy
technology
product
competitive
Topic 9
trust
perceive
belief
relationship
gefen
vendor
party
intention
mcknight
ecommerce
Topic 10
employee
work
job
worker
professional
human
skill
workplace
turnover
resource
Topic 11
mobile
device
phone
application
app
technology
apps
user
ubiquitous
wireless
Topic 12
team
member
virtual
work
distribute
conflict
performance
share
communication
task
Topic 13
ecommerce
ebusiness
commerce
payment
transaction
b2b
internet
business
ec
intermediary
Topic 14
ethical
behavior
ethic
piracy
justice
moral
individual
employee
theory
perception
Topic 15
gender
woman
female
male
career
child
men
difference
family
parent
Topic 16
auction
seller
buyer
bid
price
reputation
bidder
online
marketplace
feedback
Topic 17
response
emergency
disaster
incident
crisis
management
recovery
event
failure
improvisation
Topic 18
customer
bank
crm
market
service
relationship
management
channel
loyalty
transaction
Topic 19
process
business
model
management
workflow
bpm
activity
improvement
reengineering
redesign
Topic 20
organization
organizational
management
structure
environment
change
level
technology
employee
external
Topic 21
provide
work
develop
technology
design
area
problem
support
important
form
Topic 22
social
capital
individual
relationship
tie
network
interaction
share
theory
norm
Topic 23
change
time
dynamic
event
process
structure
period
transition
temporal
pattern
Topic 24
control
mechanism
formal
mode
monitor
management
behavior
informal
outcome
clan
Topic 25
management
stage
model
maturity
process
level
practice
organization
framework
improvement
Topic 26
manager
cio
management
executive
business
role
top
ceo
senior
power
Topic 27
bi
benefit
business
intelligence
data
analytics
ba
report
support
analysis
Topic 28
client
consultant
alpha
mindfulness
scan
consult
beta
advisor
relationship
advisory
Topic 29
high
level
result
analysis
low
show
difference
data
score
average
Topic 30
communication
medium
message
email
interaction
richness
channel
facetoface
communicate
cmc
Topic 31
student
program
skill
education
curriculum
teach
faculty
business
academic
graduate
Topic 32
agent
negotiation
intelligent
multiagent
agentbased
environment
order
interaction
offer
support
Topic 33
model
time
simulation
scenario
resource
parameter
cost
capacity
result
approach
Topic 34
integration
integrate
acquisition
application
merger
ma
process
eai
external
acquire
Topic 35
design
interface
usability
interaction
user
image
visual
screen
display
computer
Topic 36
group
member
support
participant
process
discussion
individual
idea
conflict
session
Topic 37
variable
model
data
effect
estimate
time
regression
result
measure
analysis
Topic 38
adoption
technology
diffusion
adopt
innovation
smes
factor
small
adopter
influence
Topic 39
action
boundary
practice
perspective
object
collective
process
knowledge
span
sensemaking
Topic 40
organisation
organisational
management
behaviour
technology
analyse
business
approach
change
framework
Topic 41
behavior
attitude
intention
individual
theory
belief
habit
resistance
continuance
model
Topic 42
relationship
partner
supplier
interorganizational
exchange
alliance
share
transaction
io
firm
Topic 43
cloud
compute
service
saas
provider
application
grid
data
model
resource
Topic 44
social
medium
facebook
network
sn
twitter
post
online
site
user
Topic 45
patient
healthcare
health
hospital
care
medical
physician
record
clinical
nurse
Topic 46
content
music
blog
video
news
medium
digital
share
newspaper
download
Topic 47
decision
support
decisionmaking
process
ds
maker
model
provide
aid
individual
Topic 48
institutional
pressure
logic
institution
theory
assimilation
influence
practice
fashion
normative
Topic 49
motivation
behavior
individual
commitment
reward
theory
intrinsic
goal
psychological
motivate
Topic 50
security
policy
threat
computer
vulnerability
secure
employee
password
awareness
compliance
Topic 51
effect
influence
hypothesis
impact
relationship
high
positive
result
variable
level
Topic 52
task
complexity
time
performance
complex
work
interruption
perform
require
characteristic
Topic 53
learn
student
education
elearning
teach
instructor
learner
technology
class
environment
Topic 54
perceive
intention
model
acceptance
technology
usefulness
influence
ease
davis
user
Topic 55
knowledge
share
management
km
transfer
process
learn
creation
tacit
organization
Topic 56
time
work
people
find
good
give
problem
experience
question
participant
Topic 57
recommendation
personalization
filter
credibility
source
recommender
item
personalize
persuasive
preference
Topic 58
peer
p2p
fund
loan
entrepreneur
crowdfunding
entrepreneurial
borrower
lend
peertopeer
Topic 59
price
sale
market
consumer
retailer
book
demand
channel
product
good
Topic 60
governance
unit
structure
business
corporate
management
decision
mechanism
centralize
itg
Topic 61
search
ad
engine
result
advertise
query
click
google
advertiser
rank
Topic 62
wiki
wikis
desenvolvimento
análise
processo
projeto
aos
foram
edit
grande
Topic 63
chain
supply
rfid
production
management
inventory
supplier
manufacture
order
tag
Topic 64
financial
account
standard
audit
compliance
report
control
internal
regulatory
regulation
Topic 65
potential
suggest
view
term
form
nature
provide
individual
focus
understand
Topic 66
performance
measure
measurement
efficiency
metric
indicator
effectiveness
impact
improve
improvement
Topic 67
innovation
firm
capacity
innovative
absorptive
technology
learn
knowledge
process
exploitation
Topic 68
activity
work
coordination
routine
analysis
tool
process
resource
support
perform
Topic 69
emotion
personality
emotional
hedonic
cognitive
behavior
affective
utilitarian
trait
addiction
Topic 70
theory
social
discourse
critical
understand
world
human
approach
science
field
Topic 71
open
source
platform
developer
os
software
development
code
ecosystem
linux
Topic 72
project
management
manager
development
team
success
failure
plan
member
pm
Topic 73
choice
option
uncertainty
attribute
preference
utility
decision
alternative
theory
real
Topic 74
requirement
phase
stakeholder
process
development
design
analysis
engineer
approach
model
Topic 75
leadership
role
leader
transformational
climate
nonprofit
volunteer
behavior
tactic
model
Topic 76
consumer
purchase
market
brand
product
advertise
buy
behavior
influence
loyalty
Topic 77
privacy
concern
personal
disclosure
individual
disclose
data
protection
policy
control
Topic 78
data
database
quality
warehouse
query
source
attribute
record
error
metadata
Topic 79
network
wireless
service
telecommunication
broadband
access
internet
operator
technology
provider
Topic 80
management
lee
science
review
theory
literature
chen
wang
analysis
empirical
Topic 81
online
website
shop
internet
experience
ecommerce
site
purchase
store
web
Topic 82
han
muestra
usuario
organización
fue
manera
persona
implementación
negocio
pueden
Topic 83
application
access
data
server
database
file
provide
xml
object
architecture
Topic 84
quality
satisfaction
measure
success
model
dimension
expectation
delone
mclean
perceive
Topic 85
green
environmental
energy
sustainability
sustainable
smart
consumption
power
electricity
emission
Topic 86
review
online
product
rat
consumer
rating
wom
movie
positive
negative
Topic 87
approach
management
result
regard
case
order
application
support
follow
process
Topic 88
government
egovernment
public
citizen
agency
sector
service
policy
local
private
Topic 89
network
node
structure
centrality
link
analysis
social
actor
tie
measure
Topic 90
technology
usage
individual
fit
model
impact
feature
work
user
level
Topic 91
service
provider
customer
provide
delivery
offer
business
market
interaction
science
Topic 92
product
feature
market
customer
good
quality
type
bundle
attribute
characteristic
Topic 93
theory
computer
work
empirical
suggest
measure
variable
examine
relationship
result
Topic 94
cost
high
increase
model
market
profit
case
optimal
low
effect
Topic 95
design
theory
artifact
science
principle
process
problem
method
designer
hevner
Topic 96
law
legal
political
card
tax
public
record
case
claim
government
Topic 97
problem
solution
domain
expert
solve
question
reuse
knowledge
answer
expertise
Topic 98
case
support
implementation
management
staff
process
plan
application
provide
implement
Topic 99
computer
train
selfefficacy
individual
skill
efficacy
anxiety
ability
cse
experience
Topic 100
technology
practice
actor
social
human
theory
structure
work
orlikowski
process
Topic 101
survey
item
respondent
factor
measure
scale
response
questionnaire
instrument
result
Topic 102
model
construct
validity
structural
measurement
item
variance
measure
pls
variable
Topic 103
capability
firm
resource
competitive
business
management
advantage
performance
strategic
agility
Topic 104
market
trade
price
forecast
order
stock
financial
exchange
investor
transaction
Topic 105
architecture
enterprise
business
component
soa
ea
layer
application
design
flexibility
Topic 106
data
rule
model
algorithm
mine
method
prediction
accuracy
classification
learn
Topic 107
web
site
portal
content
webbased
internet
link
intranet
provide
design
Topic 108
factor
success
management
implementation
critical
successful
support
influence
identify
important
Topic 109
software
development
test
engineer
maintenance
code
quality
effort
program
cost
Topic 110
risk
portfolio
management
loss
perception
financial
insurance
decision
perceive
assessment
Topic 111
stock
event
return
market
firm
announcement
patent
news
investor
financial
Topic 112
health
patient
disease
medical
care
support
treatment
healthcare
intervention
diabetes
Topic 113
ict
country
development
develop
global
technology
economic
economy
local
world
Topic 114
framework
model
dimension
literature
identify
analysis
type
concept
characteristic
context
Topic 115
virtual
world
flow
experience
presence
environment
avatar
interactivity
life
3d
Topic 116
game
player
play
online
video
gamification
club
badge
experience
mmog
Topic 117
culture
cultural
difference
country
dimension
global
hofstede
individual
influence
power
Topic 118
model
ontology
language
object
conceptual
domain
concept
semantic
class
diagram
Topic 119
evaluation
method
criterion
evaluate
assessment
approach
selection
objective
technique
process
Topic 120
development
agile
developer
methodology
isd
method
software
practice
project
team
Topic 121
strategy
strategic
business
alignment
plan
management
process
technology
orientation
align
Topic 122
firm
investment
industry
technology
productivity
capital
asset
impact
cost
measure
Topic 123
case
data
interview
analysis
theory
qualitative
method
finding
cod
interviewee
Topic 124
document
text
word
term
feature
topic
sentiment
analysis
query
mine
Topic 125
location
travel
distance
car
city
vehicle
hotel
airline
area
tourism
Topic 126
community
member
online
virtual
participation
contribution
forum
discussion
post
share
Topic 127
subject
cognitive
experiment
participant
effect
experimental
process
condition
treatment
memory
Topic 128
cluster
pattern
node
fuzzy
algorithm
approach
similarity
graph
represent
matrix
Topic 129
outsource
vendor
contract
client
relationship
offshore
cost
service
offshoring
source
Topic 130
identity
social
identification
individual
relationship
people
personal
impression
group
attachment