Data Management

This is an old revision of the document!

Candidate concepts

Data Quality Program Peter 28/2: Ja

Data Entry Process Peter 28/2: Ja

Data Quality Service Level Agreement Peter 28/2: Ja

Data Profiling - I mentioned this in an earlier email. It is on the DQMS overview Peter 28/3: Data analytics van Laurens komt in het DQMS ipv data profiling. Maar een pagina over data profiling is ook OK natuurlijk.

Incident Tracking System - it occurs in the Data Issues factsheet Peter 28/2: Ja

Data Cleansing Methods - occurs in Data Cleansing factsheet Peter 28/2: Ja

Business Rule - relates to Data Quality Rule I think Zie http://knowledgemanagement.wiki/index.php?title=Business_rule

Database or Application - I would split this in two separate concepts Peter 28/3: Mee eens: splitsen.

Data Security Peter 28/2: Zeker

Data Deliver Agreement - I have come across this in the banking sector Peter 28/3: Ik zie de term Data contract vaak op LinkedIn.

Data Quality Team Peter 28/2: Ja

To do

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Terms in DMBOK2 DAMA DMBoK2 words that occur more than 2 times


data 8809
management 1494
business 1166
information 880
quality 851
metadata 747
organization 738
model 658
change 581
governance 546
security 499
systems 482
database 472
process 468
other 457
architecture 446
enterprise 435
system 423
tools 407
print 398
processes 396
requirements 391
content 352
integration 346
organizations 342
example 341
figure 339
dmbok2 312
support 307
one 307
through 306
rules 300
need 298
value 288
people 286
standards 283
reference 282
time 282
access 280
set 278
each 274
th 273
activities 272
master 272
most 272
level 270
what 268
there 267
different 263
design 260
modeling 259
new 251
risk 249
storage 248
models 246
analysis 243
assessment 241
include 241
changes 239
records 231
manage 226
well 226
issues 226
organizational 223
strategy 221
technology 221
key 212
application 211
based 211
(see 209
work 207
using 204
knowledge 203
provide 202
metrics 200
user 200
source 199
ensure 198
processing 197
applications 196
big 191
development 190
document 186
requires 185
goals 184
policies 183
chapter 183
control 182
across 182
identify 178
managing 178
practices 177
databases 174
table 174
program 172
specific 169
common 168
operational 168
area 166
software 165
principles 164
users 164
sets 161
values 161
compliance 159
create 159
entity 159
approach 158
understand 155
sources 155
performance 154
required 154
types 150
technical 147
those 147
part 145
define 144
lifecycle 144
plan 143
vision 143
related 143
implementation 142
because 142
re 141
structure 141
ta 141
enable 140
operations 139
over 139
environment 139
solutions 138
then 138
while 138
including 137
help 137
context 136
project 136
code 136
da 136
planning 136
make 135
standard 135
includes 135
no 133
service 133
framework 132
risks 132
roles 132
same 132
documents 131
critical 131
regulatory 130
way 130
number 130
see 128
team 128
require 128
existing 127
without 127
warehouse 126
even 125
multiple 125
focus 125
develop 124
(e.g. 124
important 124
physical 123
ata 123
stakeholders 122
best 121
levels 121
nd 121
services 121
techniques 120
two 120
terms 120
first 119
maturity 118
es 118
ng 118
managed 118
projects 117
results 117
areas 117
ing 117
does 116
impact 115
consumers 114
out 113
relationships 113
dat 113
being 112
repository 111
current 111
defined 111
high 109
entities 109
been 109
asset 108
science 108
relationship 108
stewards 108
production 107
concepts 107
state 107
intelligence 106
term 106
tool 105
form 105
attributes 105
customer 105
effective 105
role 105
ethical 104
lineage 104
assets 104
however 104
necessary 104
record 104
up 103
product 102
al 102
possible 102
available 102
drivers 101
place 101
definitions 101
cost 101
means 99
monitoring 99
subject 99
decisions 99
name 99
elements 98
ability 98
understanding 98
functions 98
usually 98
improvement 97
methods 97
relational 97
organization’s 97
handling 96
communication 96
provides 96
improve 96
financial 95
procedures 94
reporting 94
analytics 94
like 94
take 94
privacy 93
operating 93
ways 93
review 92
policy 92
whether 92
overall 92
external 92
dbas 92
type 91
definition 91
stored 91
student 91
guide 90
costs 89
us 89
capabilities 89
web 89
we 88
shared 88
audit 87
associated 87
reports 87
structures 87
implement 86
might 86
format 86
appropriate 86
success 85
training 85
account 85
tion 85
describe 84
large 84
target 84
logical 83
store 83
internal 83
potential 82
er 82
single 82
meet 81
primary 81
consistent 81
co 81
environments 80
uses 80
group 80
effort 79
legal 79
media 79
unstructured 78
network 77
much 77
examples 77
customers 77
better 77
strategic 76
query 76
nt 76
created 76
responsible 76
report 75
ion 75
scope 75
get 75
architects 75
essential 74
vocabulary 74
individual 74
simple 74
complex 74
activity 74
dg 73
capture 73
personal 73
patterns 72
problems 72
various 72
would 72
resources 72
attribute 72
expectations 71
point 71
ent 71
address 71
integrated 71
determine 71
perform 70
bi 70
pr 70
se 70
de 70
•data 70
creating 70
efforts 70
dama 69
maintain 69
sharing 69
tables 69
range 69
resource 69
before 69
was 69
made 69
morgan 69
kaufmann 69
during 69
profiling 68
test 68
ma 68
measure 68
addition 68
transaction 68
protection 68
teams 68
wiley 68
controls 67
clear 67
professionals 67
describes 67
formal 67
usage 66
able 66
several 66
goal 66
once 66
include: 66
delivery 66
build 65
very 65
view 65
regulations 65
solution 65
guidelines 64
industry 64
centralized 64
function 64
list 64
own 64
employees 64
objects 64
good 64
components 64
either 64
become 63
st 63
additional 63
against 63
right 63
identifying 62
guiding 62
communications 62
structured 62
rather 62
section 62
cases 62
reduce 62
electronic 61
visualization 61
dimensions 61
itself 61
needed 61
could 61
complete 61
products 60
future 60
act 60
benefits 60
end 60
press 60
every 60
social 60
culture 59
practice 59
ensuring 59
contain 59
file 59
introduction 58
alignment 58
works 58
warehousing 58
capability 58
defining 58
learning 58
developed 58
implemented 58
domain 58
batch 58
real-time 58
dw 58
challenges 57
establish 57
cultural 57
search 57
controlled 57
distributed 57
developing 57
criteria 57
since 57
maintenance 57
stores 57
analysts 57
sensitive 57
cloud 56
dimensional 56
ts 56
having 56
directly 56
issue 55
keys 55
steps 55
called 55
apply 55
things 55
event 55
perspective 55
case 55
known 55
useful 55
individuals 55
less 55
behavior 55
result 55
building 55
lack 55
availability 55
load 55
transformation 54
documentation 54
ongoing 54
another 54
know 54
consistency 54
general 54
likely 54
course 54
ethics 53
assess 53
repositories 53
mdm 53
status 53
object 53
managers 53
questions 53
allow 53
points 52
roadmap 52
actions 52
root 52
corporate 52
detail 52
working 52
le 52
integrity 52
retention 52
identified 52
causes 52
initial 51
technologies 51
represent 51
loss 51
certain 51
others 51
implementing 51
recovery 51
discovery 50
interoperability 50
response 50
executive 50
opportunities 50
transactions 50
involved 50
especially 50
date 50
integrate 49
leadership 49
similar 49
execution 49
cannot 49
stewardship 49
en 49
three 49
inputs 49
(p) 49
particular 49
messages 49
names 48
establishing 48
groups 48
conceptual 48
ty 48
just 48
changed 48
characteristics 48
difficult 48
ar 48
improving 48
initiatives 48
staff 48
principle 48
files 48
queries 48
readiness 47
exchange 47
drive 47
participants 47
advantage 47
fo 47
wi 47
etc.) 47
depends 47
vendors 47
complexity 47
email 47
early 47
errors 46
map 46
cause 46
go 46
recognize 46
defines 46
still 46
applied 46
put 46
accuracy 46
providing 46
mapping 46
me 46
testing 46
update 46
classification 46
monitor 45
factors 45
under 45
flow 45
due 45
publications 45
pro 45
enables 45
always 45
doing 45
codes 45
around 45
lists 45
te 45
sometimes 45
depending 45
description 45
start 45
predictive 45
version 45
flows 45
refers 45
hapter 44
improvements 44
rule 44
dmma 44
valuable 44
ca 44
purposes 44
architectural 44
find 44
after 44
valid 44
xml 44
programs 43
online 43
agreements 43
dw/bi 43
innovation 43
categories 43
want 43
share 43
given 43
purpose 43
easy 43
direct 43
lead 43
computer 43
helps 43
resolution 43
instances 43
updates 43
server 42
recommended 42
glossary 42
configuration 42
statistical 42
diagram 42
identification 42
collection 42
together 42
why 42
action 42
typically 42
component 42
language 42
message 42
backup 42
measurement 41
keep 41
instance 41
inventory 41
(i.e. 41
represents 41
concept 41
exist 41
ch 41
expected 41
etc 41
ation 41
center 41
semantic 41
prevent 41
basic 41
ll 41
location 41
replication 41
school 41
measures 40
input 40
poor 40
maintained 40
detailed 40
relevant 40
publishing 40
(d) 40
core 40
via 40
2nd 40
ly 40
method 40
outside 40
quickly 40
assigned 40
dba 40
moving 40
retrieval 39
bus 39
stakeholder 39
committee 39
built 39
log 39
relation 39
approaches 39
effectively 39
collected 39
meaning 39
generally 39
category 39
successful 39
traditional 39
designed 39
remediation 39
automated 39
developers 39
computing 38
coalition 38
sense 38
human 38
person 38
reliable 38
problem 38
line 38
low 38
involves 38
creation 38
text 38
john 38
consider 38
machine 38
step 38
ons 38
historical 38
latency 38
interfaces 38
e-discovery 37
align 37
algorithms 37
oversight 37
error 37
significant 37
separate 37
confidentiality 37
digital 37
statistics 37
influence 37
volume 37
central 37
ss 37
fact 37
objectives 37
ment 37
david 37
company 37
avoid 37
schedule 37
interface 37
amount 37
manual 37
responsibility 36
analyze 36
movement 36
adoption 36
laws 36
functional 36
iso 36
add 36
events 36
variety 36
established 36
making 36
benefit 36
ad 36
executed 36
secure 36
decision 36
deliverables 36
(o) 36
mining 36
et 36
taxonomy 36
requirement 36
column 36
words 36
interaction 36
priorities 36
findings 36
workflow 35
hybrid 35
urgency 35
our 35
improved 35
were 35
following 35
unique 35
aligned 35
effectiveness 35
layer 35
done 35
contains 35
accountability 35
completeness 35
analytical 35
measurements 35
down 35
commitment 34
cited 34
world 34
enabling 34
ve 34
parts 34
request 34
along 34
few 34
professional 34
capacity 34
takes 34
last 34
ne 34
small 34
enough 34
details 34
basis 34
therefore 34
ity 34
responsibilities 34
occur 34
technics 34
dimension 34
numbers 34
columns 34
views 34
main 34
senior 33
collaboration 33
rights 33
international 33
independent 33
described 33
throughout 33
highly 33
understood 33
measured 33
representation 33
here 33
experts 33
accurate 33
llc 33
id 33
platform 33
performed 33
masking 33
vendor 33
unit 33
count 33
actual 33
frequently 33
hub 33
allows 33
space 33
validation 32
virtualization 32
global 32
too 32
read 32
base 32
field 32
rs 32
insight 32
limited 32
times 32
int 32
higher 32
long 32
local 32
affect 32
long-term 32
items 32
next 32
community 32
manner 32
follow 32
confidential 32
tions 32
mechanisms 32
artifacts 32
evaluate 32
functionality 32
warehouses 32
outcomes 31
tracking 31
identity 31
formats 31
marts 31
element 31
regulation 31
(the 31
serve 31
trends 31
skills 31
consistently 31
challenge 31
strategies 31
moves 31
present 31
ted 31
track 31
engineering 31
particularly 31
employee 31
ess 31
back 31
makes 31
desired 31
lines 31
rows 31
match 31
naming 30
release 30
domains 30
man 30
updated 30
protect 30
supporting 30
fit 30
found 30
balance 30
differences 30
ensures 30
hat 30
(or 30
infrastructure 30
focused 30
council 30
open 30
accounts 30
communicate 30
respond 30
adopt 30
population 30
included 30
ry 30
speed 30
constraints 30
schema 30
dbms 30
contents 29
4.2 29
chief 29
diagram: 29
sample 29
schemes 29
scheme 29
plans 29
administrators 29
ot 29
provided 29
failure 29
paper 29
growth 29
sales 29
differ 29
execute 29
conditions 29
© 29
management: 29
confidence 29
managemen 29
reducing 29
gaps 29
ools 29
concerns 29
ex 29
you 29
hardware 29
enforce 29
fields 29
maintaining 29
nosql 29
sql 29
disk 29
percentage 29
published 28
2.1 28
2.2 28
3.1 28
3.3 28
1.1 28
4.1 28
lower 28
litigation 28
decentralized 28
ge 28
per 28
dq 28
chapters 28
exists 28
storing 28
represented 28
tha 28
produce 28
simply 28
depend 28
refer 28
ble 28
age 28
job 28
forms 28
least 28
su 28
move 28
increase 28
con 28
achieve 28
show 28
four 28
phase 28
total 28
matter 28
executives 28
degree 28
series 28
affected 28
taxonomies 28
com 28
frameworks 27
1.2 27
efficient 27
analytic 27
involve 27
communicating 27
give 27
manag 27
shows 27
measuring 27
market 27
inform 27
progress 27
wh 27
your 27
•business 27
awareness 27
creates 27
off 27
feedback 27
distribution 27
architect 27
servers 27
addressed 27
hierarchical 27
taken 26
companies 26
3.2 26
1.3 26
5.1 26
5.2 26
dii 26
major 26
cdo 26
hierarchy 26
states 26
commonly 26
importance 26
ce 26
come 26
ds 26
advanced 26
lost 26
versions 26
referred 26
themselves 26
determining 26
nts 26
ownership 26
transform 26
initiative 26
high-level 26
fundamental 26
larger 26
easier 26
behaviors 26
proper 26
changing 26
history 26
offer 26
owners 26
specifications 26
row 26
party 26
cdm 26
matching 26
6.1 25
federated 25
stage 25
dependencies 25
cha 25
accounting 25
res 25
mana 25
ement 25
now 25
pe 25
government 25
evolve 25
something 25
department 25
timely 25
organized 25
peter 25
trusted 25
comes 25
geographic 25
lake 25
office 25
ideally 25
pattern 25
ldm 25
ask 25
indexes 25
encryption 25
extract 25
ecm 25
engine 24
deliver 24
prioritize 24
transition 24
index 24
dependent 24
class 24
vs 24
aspects 24
facts 24
ate 24
public 24
documented 24
think 24
efficiency 24
clearly 24
organ 24
organi 24
becomes 24
supports 24
data) 24
instead 24
full 24
suppliers 24
tasks 24
look 24
mo 24
wit 24
michael 24
reasons 24
research 24
legitimate 24
among 24
rate 24
health 24
captured 24
virtual 24
already 24
standardization 24
archiving 24
logs 24
generated 24
malicious 24
staging 24
ontologies 24
library 23
2.3 23
engage 23
developer 23
audits 23
etl 23
officer 23
evaluation 23
pieces 23
interest 23
phases 23
obligations 23
metric 23
starting 23
real 23
(such 23
foundation 23
trust 23
insights 23
embedded 23
marketing 23
accessed 23
don’t 23
side 23
addison-wesley 23
exposed 23
according 23
steering 23
units 23
facilitate 23
modelers 23
appear 23
copies 23
resolve 23
country 23
specialized 23
devices 23
frequency 23
passwords 23
3.4 22
law 22
path 22
candidate 22
wide 22
ideas 22
meets 22
vital 22
meeting 22
representing 22
collect 22
ure 22
item 22
ions 22
ther 22
until 22
leads 22
respect 22
supported 22
ting 22
size 22
lity 22
comprehensive 22
populated 22
correct 22
assessments 22
organiza 22
ies 22
steward 22
bu 22
links 22
regulated 22
conformance 22
link 22
agreement 22
entry 22
detect 22
sla 22
requests 22
her 21
book 21
kind 21
websites 21
detection 21
matrix 21
deployment 21
choose 21
learn 21
ring 21
longer 21
places 21
getting 21
difference 21
nce 21
correction 21
inc 21
thinking 21
organizatio 21
bring 21
(data 21
aware 21
ith 21
ac 21
accessible 21
focuses 21
considered 21
ut 21
processed 21
upon 21
his 21
handle 21
internet 21
analyst 21
further 21
sufficient 21
practical 21
strong 21
whole 21
acquisition 21
vary 21
springer 21
entire 21
proce 21
run 21
comply 21
original 21
evidence 21
migration 21
catalog 21
care 20
imp 20
dama-dmbok 20
dmbok 20
3.5 20
valuation 20
govern 20
bodies 20
complacency 20
foreign 20
cycle 20
orga 20
thus 20
meaningful 20
nature 20
though 20
competitive 20
classified 20
un 20
reduces 20
organizat 20
chain 20
protected 20
di 20
transactional 20
although 20
gain 20
proposed 20
measurable 20
accountable 20
guidance 20
turn 20
designing 20
manages 20
bias 20
terminology 20
occurs 20
incorrect 20
identifies 20
designs 20
sustain 20
platforms 20
validate 20
agile 20
modeler 20
short 20
automatically 20
backups 20
authorization 20
loading 20
privileges 20
assessed 20
second 19
sponsor 19
portfolio 19
ties 19
notation 19
iterative 19
operation 19
ser 19
increasing 19
(chapter 19
recognition 19
actively 19
ha 19
hold 19
cal 19
partners 19
kinds 19
addresses 19
recognized 19
rely 19
obtain 19
reason 19
thomas 19
app 19
experience 19
org 19
tr 19
shown 19
emerging 19
question 19
inte 19
james 19
statements 19
minimize 19
relate 19
scale 19
integrating 19
connected 19
approved 19
reflect 19
leaders 19
natural 19
authority 19
organizati 19
again 19
demand 19
purchase 19
priority 19
and/or 19
combination 19
majority 19
requi 19
architectures 19
classifications 19
feeds 19
leading 19
year 19
completed 19
reuse 19
8.) 19
situations 19
parties 19
identifier 19
(fk) 19
pdm 19
old 19
hubs 19
physically 19
spatial 19
threats 19
kotter 19
2.4 18
6.2 18
intrusion 18
immediate 18
acceptance 18
power 18
short-term 18
relative 18
purchased 18
escalation 18
dictionary 18
idea 18
adopted 18
operate 18
implications 18
busine 18
ms 18
importantly 18
beyond 18
requ 18
industries 18
factor 18
visual 18
effect 18
executing 18
preferred 18
regarding 18
options 18
procedure 18
restrictions 18
timing 18
jobs 18
graph 18
confirm 18
em 18
setting 18
mean 18
smes 18
subset 18
approval 18
reduction 18
periodically 18
performing 18
reviewed 18
continuity 18
containing 18
locations 18
maps 18
patches 18
proprietary 18
sure 18
identifiers 18
phone 18
restricted 18
special 18
box 18
rdf 18
password 18
engines 18
produced 17
trade 17
entitlement 17
markup 17
explore 17
engagement 17
united 17
scorecard 17
daily 17
agement 17
diagrams 17
properly 17
unauthorized 17
data: 17
generate 17
ning 17
perspectives 17
volumes 17
syste 17
ibm 17
boundaries 17
trying 17
zation 17
outputs 17
below 17
generic 17
alternative 17
increases 17
im 17
kpis 17
resulting 17
shall 17
specified 17
topics 17
private 17
centers 17
charts 17
req 17
uld 17
select 17
auditing 17
meta 17
institute 17
resistance 17
funding 17
siness 17
documenting 17
ses 17
card 17
illustrates 17
followed 17
ke 17
abstraction 17
engaged 17
ontology 17
sed 17
arise 17
manager 17
semester 17
parent 17
postal 17
amounts 17
fixed 17
output 17
administrator 17
kindle 17
members 17
archive 17
vocabularies 17
memory 16
assume 16
edition 16
ingest 16
templates 16
sponsorship 16
obstacles 16
innovations 16
driver 16
correctly 16
organiz 16
ations 16
serves 16
copy 16
redman 16
driven 16
infor 16
mation 16
thing 16
assessing 16
nal 16
hey 16
ance 16
later 16
impacts 16
inherent 16
reliability 16
descriptions 16
clarify 16
ope 16
sy 16
contribute 16
third 16
direction 16
informed 16
consumer 16
targets 16
proces 16
acc 16
medical 16
proc 16
transparency 16
informatio 16
mechanism 16
downstream 16
period 16
objective 16
ld 16
responses 16
sho 16
m 16
regardless 16
website 16
messaging 16
contracts 16
layers 16
region 16
day 16
relatively 16
disaster 16
hoc 16
ents 16
regular 16
smaller 16
appl 16
applying 16
ers 16
presentation 16
pa 16
past 16
modeled 16
rise 16
return 16
alternate 16
normal 16
running 16
contractual 16
workflows 16
incident 16
indicates 16
abuse 16
ratings 16
dedicated 15
smith 15
cont 15
graphical 15
publish 15
channels 15
block 15
diffusion 15
chart 15
ness 15
committees 15
standardized 15
adapted 15
adding 15
reach 15
2012) 15
gement 15
wa 15
aggregate 15
analyzed 15
) 15
drives 15
economic 15
widely 15
expertise 15
begin 15
ten 15
closely 15
increased 15
stated 15
otherwise 15
differently 15
fully 15
underlying 15
mode 15
recommendations 15
ba 15
steve 15
theory 15
(as 15
fail 15
entails 15
caused 15
damage 15
ally 15
positive 15
house 15
metadat 15
specifically 15
broad 15
example: 15
allowed 15
ill 15
easily 15
ter 15
hadoop 15
hall 15
echniques 15
transformed 15
solve 15
tend 15
governed 15
specify 15
evaluated 15
decision-making 15
acceptable 15
administration 15
deployed 15
met 15
keeping 15
robert 15
tech 15
reviews 15
images 15
ore 15
fr 15
education 15
om 15
assign 15
answer 15
captures 15
registration 15
retrieve 15
true 15
exact 15
default 15
descriptive 15
nodes 15
canonical 15
selected 15
indexing 15
automate 15
score 15
automation 15
threat 15
image 15
comp 15
fruit 15
everyone 15
determined 15
vulnerabilities 15
persistent 15
tagging 15
ingestion 15
coverage 15
cc 14
cchapter 14
2.5 14
conventions 14
4.3 14
6.3 14
prevention 14
dmm 14
interactions 14
stages 14
dissatisfaction 14
coupling 14
quo 14
typical 14
technique 14
comparison 14
scenarios 14
happen 14
collaborate 14
protecting 14
close 14
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dictionaries 7
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property 6
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3: 6
2.7 6
script 6
anti-virus 6
firewalls 6
3.7 6
4.7 6
sanitization 6
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6.5 6
orientation 6
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acknowledgements 6
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