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Reference and master data (DAMA-DMBOK2)

schema:Dataset

https://knobit.org/id/register/reference-master-data

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LCG purposesAssessing the learner's knowledge or skill state
LCG purposesOpening up a learning outcome
LCG purposesSelecting an assessment task or learning activity
conforms to profilehttps://oppekava.edu.ee/a/Knobitite_kirjeldamise_ja_seostamise_reeglid#LCG-KNOBIT-0.1
dcterms:descriptionRecognising and repairing defects in reference and master data deliverables - domains and hub style, reference data sets and crosswalks, match rules, survivorship and stewardship - and treating every merge and every code as an identity claim to be earned, dated and traced: the competence the reference-master-data skill applies, and that skill-tests assesses. en
dcterms:identifierSCOPE-1
dcterms:licensehttps://creativecommons.org/licenses/by/4.0/
dcterms:rightsCopyright 2026 Peep Küngas. Licensed under CC BY 4.0.
dcterms:titleReference and master data (DAMA-DMBOK2) en
owl:sameAshttps://bitbucket.org/reffa/ontology/skills/reference-master-data
schema:licensehttps://creativecommons.org/licenses/by/4.0/
skos:noteaudience: MDM architects, data stewards, and AI models assessed by skill-tests en
skos:notedomain: Data management, reference and master data (DAMA-DMBOK2 chapter 10) en
skos:notelevel: CDMP Practitioner: the Master and Reference Data Management specialist exam (DAMA International) en

Items and references

DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data schema:CreativeWork

https://knobit.org/id/register/reference-master-data#REF-1

dcterms:identifierREF-1
dcterms:publisherDAMA International
dcterms:titleDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data en
schema:version2nd edition, revised (DMBOK2/RE)
skos:notetarget level: CDMP Practitioner: the Master and Reference Data Management specialist exam (DAMA International) en

rmd-domains-hub-style C1: centralised while CRM and core banking both edit addresses edu:Question

https://knobit.org/id/register/reference-master-data#RM-101

dcterms:identifierRM-101
rdfs:labelrmd-domains-hub-style C1: centralised while CRM and core banking both edit addresses en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Recognises a hub style contradicting where data is authored

rmd-domains-hub-style C1: a hub style that fits the authoring edu:Question

https://knobit.org/id/register/reference-master-data#RM-102

dcterms:identifierRM-102
rdfs:labelrmd-domains-hub-style C1: a hub style that fits the authoring en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Matches the hub style to authoring reality

rmd-domains-hub-style C2: a registry feeding AML screening edu:Question

https://knobit.org/id/register/reference-master-data#RM-103

dcterms:identifierRM-103
rdfs:labelrmd-domains-hub-style C2: a registry feeding AML screening en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises a registry where a persisted golden record is needed

rmd-domains-hub-style C2: a persisted style for the auditable use case edu:Question

https://knobit.org/id/register/reference-master-data#RM-104

dcterms:identifierRM-104
rdfs:labelrmd-domains-hub-style C2: a persisted style for the auditable use case en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Chooses a persisted hub style where a use case needs a golden record

rmd-domains-hub-style I1: address with two systems of record edu:Question

https://knobit.org/id/register/reference-master-data#RM-105

dcterms:identifierRM-105
rdfs:labelrmd-domains-hub-style I1: address with two systems of record en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises two systems of record for one attribute

rmd-domains-hub-style I1: customer and counterparty domains overlap edu:Question

https://knobit.org/id/register/reference-master-data#RM-106

dcterms:identifierRM-106
rdfs:labelrmd-domains-hub-style I1: customer and counterparty domains overlap en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises overlapping master data domains

rmd-domains-hub-style I1: LEI authored nowhere edu:Question

https://knobit.org/id/register/reference-master-data#RM-107

dcterms:identifierRM-107
rdfs:labelrmd-domains-hub-style I1: LEI authored nowhere en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a master attribute authored nowhere

rmd-domains-hub-style I1: date of birth system of record does not author it edu:Question

https://knobit.org/id/register/reference-master-data#RM-108

dcterms:identifierRM-108
rdfs:labelrmd-domains-hub-style I1: date of birth system of record does not author it en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a system of record outside the attribute's authors

rmd-domains-hub-style Q1: the authoring matrix kept as observed edu:Question

https://knobit.org/id/register/reference-master-data#RM-109

dcterms:identifierRM-109
rdfs:labelrmd-domains-hub-style Q1: the authoring matrix kept as observed en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Keeps the authoring matrix as observed

rmd-hub-style-authoring C1: MD-02 Product centralised, the hub being the only author and system of record edu:Question

https://knobit.org/id/register/reference-master-data#RM-150

dcterms:identifierRM-150
rdfs:labelrmd-hub-style-authoring C1: MD-02 Product centralised, the hub being the only author and system of record en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains MDM hub styles, Explains authoring and the system of record for master data

rmd-hub-style-authoring C1: MD-03 Account registry, each attribute's system of record its authoring source, not the hub edu:Question

https://knobit.org/id/register/reference-master-data#RM-151

dcterms:identifierRM-151
rdfs:labelrmd-hub-style-authoring C1: MD-03 Account registry, each attribute's system of record its authoring source, not the hub en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains MDM hub styles, Explains authoring and the system of record for master data

rmd-hub-style-authoring C1: MD-06 Branch location consolidation for a persisted, matched record as of the quarter-end edu:Question

https://knobit.org/id/register/reference-master-data#RM-152

dcterms:identifierRM-152
rdfs:labelrmd-hub-style-authoring C1: MD-06 Branch location consolidation for a persisted, matched record as of the quarter-end en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains MDM hub styles

rmd-hub-style-authoring C2: MD-02 Product with no owner reported and the appointed owner named edu:Question

https://knobit.org/id/register/reference-master-data#RM-153

dcterms:identifierRM-153
rdfs:labelrmd-hub-style-authoring C2: MD-02 Product with no owner reported and the appointed owner named en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises a data domain with no owner

rmd-hub-style-authoring C2: MD-03 Account with no scope reported and a scope with its boundary stated edu:Question

https://knobit.org/id/register/reference-master-data#RM-154

dcterms:identifierRM-154
rdfs:labelrmd-hub-style-authoring C2: MD-03 Account with no scope reported and a scope with its boundary stated en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises a master data domain with no scope

rmd-hub-style-authoring C3: ISO currency and country codes recognised as reference data and managed in the RDM tool, not the MDM hub edu:Question

https://knobit.org/id/register/reference-master-data#RM-155

dcterms:identifierRM-155
rdfs:labelrmd-hub-style-authoring C3: ISO currency and country codes recognised as reference data and managed in the RDM tool, not the MDM hub en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC3 (2 points)
solvable withset of Explains reference data versus master data, Explains MDM tools

rmd-hub-style-authoring C3: single-application, short-lived campaign data kept out of MDM for lack of an MDM driver edu:Question

https://knobit.org/id/register/reference-master-data#RM-156

dcterms:identifierRM-156
rdfs:labelrmd-hub-style-authoring C3: single-application, short-lived campaign data kept out of MDM for lack of an MDM driver en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC3 (2 points)
solvable withset of Explains the drivers of reference and master data management

rmd-hub-style-authoring I1: MD-03 shared by a live read through the hub instead of a nightly batch copy edu:Question

https://knobit.org/id/register/reference-master-data#RM-157

dcterms:identifierRM-157
rdfs:labelrmd-hub-style-authoring I1: MD-03 shared by a live read through the hub instead of a nightly batch copy en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Explains the master data model and data sharing architecture

rmd-hub-style-authoring I1: MD-06 addresses validated and standardised before matching edu:Question

https://knobit.org/id/register/reference-master-data#RM-158

dcterms:identifierRM-158
rdfs:labelrmd-hub-style-authoring I1: MD-06 addresses validated and standardised before matching en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Explains master data acquisition, validation, standardisation and enrichment

rmd-hub-style-authoring I2: plan keeping the product spreadsheet editable after go-live closed to keep the domain centralised edu:Question

https://knobit.org/id/register/reference-master-data#RM-159

dcterms:identifierRM-159
rdfs:labelrmd-hub-style-authoring I2: plan keeping the product spreadsheet editable after go-live closed to keep the domain centralised en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Explains authoring and the system of record for master data, Explains MDM implementation guidelines

rmd-hub-style-authoring I2: monitoring of the hub's data movement made a go-live condition edu:Question

https://knobit.org/id/register/reference-master-data#RM-160

dcterms:identifierRM-160
rdfs:labelrmd-hub-style-authoring I2: monitoring of the hub's data movement made a go-live condition en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Explains MDM implementation guidelines

rmd-hub-style-authoring Q1: domains with an owner and a scope passed as acceptable edu:Question

https://knobit.org/id/register/reference-master-data#RM-161

dcterms:identifierRM-161
rdfs:labelrmd-hub-style-authoring Q1: domains with an owner and a scope passed as acceptable en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Recognises a data domain with no owner, Recognises a master data domain with no scope

rmd-hub-style-authoring Q1: hub systems of record of a hub-authored domain passed as acceptable edu:Question

https://knobit.org/id/register/reference-master-data#RM-162

dcterms:identifierRM-162
rdfs:labelrmd-hub-style-authoring Q1: hub systems of record of a hub-authored domain passed as acceptable en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Explains authoring and the system of record for master data

Probability of an event edu:Question

https://knobit.org/id/register/reference-master-data#RM-1801

dcterms:identifierRM-1801
rdfs:labelProbability of an event en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textWhat does it mean that the probability of an event is 0.25? (a) the event certainly happens; (b) the event is impossible; (c) the event happens in about one case in four; (d) the event happens in four cases out of five en
solvable withset of Explains the meaning of the probability of an event

Frequency and relative frequency edu:Question

https://knobit.org/id/register/reference-master-data#RM-1802

dcterms:identifierRM-1802
rdfs:labelFrequency and relative frequency en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textA data set has 40 values and the value 5 occurs 10 times. What is the relative frequency of the value 5? (a) 10; (b) 4; (c) 0.25; (d) 0.4 en
solvable withset of Explains the concepts of frequency and relative frequency

Rules of definition edu:Question

https://knobit.org/id/register/reference-master-data#RM-1803

dcterms:identifierRM-1803
rdfs:labelRules of definition en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textWhich description consists of the main parts of a definition? (a) the nearest superordinate concept and the distinguishing characteristic; (b) only the name of the concept; (c) repeating the concept; (d) only an example en
solvable withset of Explains the rules for defining a concept

Function (dependency, argument, value of the function) edu:Question

https://knobit.org/id/register/reference-master-data#RM-1804

dcterms:identifierRM-1804
rdfs:labelFunction (dependency, argument, value of the function) en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textWhich example describes a dependency in which each value of the argument corresponds to one value of the function? (a) height and weight of the whole class on one day; (b) the length of a side of a rectangle and its area, when the other side is 5; (c) one person's height and their favourite numbers; (d) two arbitrary numbers en
solvable withset of Explains a function as a dependency between two variables

Defining a reference value edu:Question

https://knobit.org/id/register/reference-master-data#RM-1901

dcterms:identifierRM-1901
rdfs:labelDefining a reference value en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textWhich is an intensional definition of the reference value "Overdraft" in a product list? (a) "Product P07"; (b) "A credit facility on a current account allowing the balance to go below zero up to an agreed limit"; (c) "Overdraft product"; (d) "See the product catalogue" en
solvable withset of Explains intensional definition by superordinate concept and delimiting characteristics

rmd-reference-data C1: the many-to-one status crosswalk used in reverse edu:Question

https://knobit.org/id/register/reference-master-data#RM-201

dcterms:identifierRM-201
rdfs:labelrmd-reference-data C1: the many-to-one status crosswalk used in reverse en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Recognises a crosswalk not 1:1 treated as 1:1

rmd-reference-data C1: the crosswalk restricted to forward use edu:Question

https://knobit.org/id/register/reference-master-data#RM-202

dcterms:identifierRM-202
rdfs:labelrmd-reference-data C1: the crosswalk restricted to forward use en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Restricts a many-to-one crosswalk to forward use

rmd-reference-data C2: status C reused from cancelled to closed edu:Question

https://knobit.org/id/register/reference-master-data#RM-203

dcterms:identifierRM-203
rdfs:labelrmd-reference-data C2: status C reused from cancelled to closed en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises a code reused with a new meaning

rmd-reference-data C2: C split by effective date edu:Question

https://knobit.org/id/register/reference-master-data#RM-204

dcterms:identifierRM-204
rdfs:labelrmd-reference-data C2: C split by effective date en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Splits a reused code by effective date

rmd-reference-data I1: HRK still active edu:Question

https://knobit.org/id/register/reference-master-data#RM-205

dcterms:identifierRM-205
rdfs:labelrmd-reference-data I1: HRK still active en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a withdrawn ISO code still in use

rmd-reference-data I1: the local country list edu:Question

https://knobit.org/id/register/reference-master-data#RM-206

dcterms:identifierRM-206
rdfs:labelrmd-reference-data I1: the local country list en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a local list duplicating an ISO one

rmd-reference-data I1: no effective dates on account status edu:Question

https://knobit.org/id/register/reference-master-data#RM-207

dcterms:identifierRM-207
rdfs:labelrmd-reference-data I1: no effective dates on account status en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises reference values with no effective dates

rmd-reference-data I1: suspended still active after its end date edu:Question

https://knobit.org/id/register/reference-master-data#RM-208

dcterms:identifierRM-208
rdfs:labelrmd-reference-data I1: suspended still active after its end date en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a retired code still issued

rmd-reference-data I2: P07 has no definition edu:Question

https://knobit.org/id/register/reference-master-data#RM-209

dcterms:identifierRM-209
rdfs:labelrmd-reference-data I2: P07 has no definition en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Recognises a reference value with no definition

rmd-reference-data I2: product codes have no owner edu:Question

https://knobit.org/id/register/reference-master-data#RM-210

dcterms:identifierRM-210
rdfs:labelrmd-reference-data I2: product codes have no owner en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Recognises a reference data set with no owner

rmd-reference-data I2: product codes with no ECB instrument type edu:Question

https://knobit.org/id/register/reference-master-data#RM-211

dcterms:identifierRM-211
rdfs:labelrmd-reference-data I2: product codes with no ECB instrument type en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Recognises a crosswalk missing source values

rmd-reference-data I2: UK is not an ISO 3166-1 code edu:Question

https://knobit.org/id/register/reference-master-data#RM-212

dcterms:identifierRM-212
rdfs:labelrmd-reference-data I2: UK is not an ISO 3166-1 code en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Recognises a code not valid in its standard

rmd-reference-data Q1: only valid ISO codes, none invented edu:Question

https://knobit.org/id/register/reference-master-data#RM-213

dcterms:identifierRM-213
rdfs:labelrmd-reference-data Q1: only valid ISO codes, none invented en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Uses only valid codes from the cited standard

rmd-code-lists-crosswalks C1: CW-220 segment to sector read as N:M from its pairs edu:Question

https://knobit.org/id/register/reference-master-data#RM-250

dcterms:identifierRM-250
rdfs:labelrmd-code-lists-crosswalks C1: CW-220 segment to sector read as N:M from its pairs en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Explains crosswalks and their cardinality

rmd-code-lists-crosswalks C1: the SME forward lookup decided by a condition or raised edu:Question

https://knobit.org/id/register/reference-master-data#RM-251

dcterms:identifierRM-251
rdfs:labelrmd-code-lists-crosswalks C1: the SME forward lookup decided by a condition or raised en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Explains crosswalks and their cardinality

rmd-code-lists-crosswalks C2: circular debit card definition rewritten intensionally edu:Question

https://knobit.org/id/register/reference-master-data#RM-252

dcterms:identifierRM-252
rdfs:labelrmd-code-lists-crosswalks C2: circular debit card definition rewritten intensionally en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Explains intensional definition by superordinate concept and delimiting characteristics

rmd-code-lists-crosswalks C2: extensional credit card definition rewritten intensionally edu:Question

https://knobit.org/id/register/reference-master-data#RM-253

dcterms:identifierRM-253
rdfs:labelrmd-code-lists-crosswalks C2: extensional credit card definition rewritten intensionally en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Explains intensional definition by superordinate concept and delimiting characteristics

rmd-code-lists-crosswalks C2: charge card delimited from its sibling card types edu:Question

https://knobit.org/id/register/reference-master-data#RM-254

dcterms:identifierRM-254
rdfs:labelrmd-code-lists-crosswalks C2: charge card delimited from its sibling card types en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Explains intensional definition by superordinate concept and delimiting characteristics

rmd-code-lists-crosswalks I1: CW-230 under-declared N:1 is 1:1 and reversible edu:Question

https://knobit.org/id/register/reference-master-data#RM-255

dcterms:identifierRM-255
rdfs:labelrmd-code-lists-crosswalks I1: CW-230 under-declared N:1 is 1:1 and reversible en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Explains crosswalks and their cardinality

rmd-code-lists-crosswalks I1: correct N:1 crosswalk CW-240 left forward only edu:Question

https://knobit.org/id/register/reference-master-data#RM-256

dcterms:identifierRM-256
rdfs:labelrmd-code-lists-crosswalks I1: correct N:1 crosswalk CW-240 left forward only en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Explains crosswalks and their cardinality

rmd-code-lists-crosswalks I2: discontinued gift card retired, not deleted edu:Question

https://knobit.org/id/register/reference-master-data#RM-257

dcterms:identifierRM-257
rdfs:labelrmd-code-lists-crosswalks I2: discontinued gift card retired, not deleted en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (3 points)
solvable withset of Explains managing reference values over time

rmd-code-lists-crosswalks I2: student card code S not overwritten with a new meaning edu:Question

https://knobit.org/id/register/reference-master-data#RM-258

dcterms:identifierRM-258
rdfs:labelrmd-code-lists-crosswalks I2: student card code S not overwritten with a new meaning en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (3 points)
solvable withset of Explains managing reference values over time

rmd-code-lists-crosswalks I2: label spelling fix made in place edu:Question

https://knobit.org/id/register/reference-master-data#RM-259

dcterms:identifierRM-259
rdfs:labelrmd-code-lists-crosswalks I2: label spelling fix made in place en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (3 points)
solvable withset of Explains managing reference values over time

rmd-code-lists-crosswalks I3: trading venues cite ISO 10383, not ISO 9362 edu:Question

https://knobit.org/id/register/reference-master-data#RM-260

dcterms:identifierRM-260
rdfs:labelrmd-code-lists-crosswalks I3: trading venues cite ISO 10383, not ISO 9362 en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI3 (3 points)
solvable withset of Explains ISO reference data standards used in banking

rmd-code-lists-crosswalks I3: ISO 4217 numeric 752 is SEK, 756 is CHF edu:Question

https://knobit.org/id/register/reference-master-data#RM-261

dcterms:identifierRM-261
rdfs:labelrmd-code-lists-crosswalks I3: ISO 4217 numeric 752 is SEK, 756 is CHF en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI3 (3 points)
solvable withset of Explains ISO reference data standards used in banking

rmd-code-lists-crosswalks I3: correspondent BICs left under ISO 9362 edu:Question

https://knobit.org/id/register/reference-master-data#RM-262

dcterms:identifierRM-262
rdfs:labelrmd-code-lists-crosswalks I3: correspondent BICs left under ISO 9362 en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI3 (3 points)
solvable withset of Explains ISO reference data standards used in banking

rmd-matching C1: the fuzzy rule merges father and son and twins edu:Question

https://knobit.org/id/register/reference-master-data#RM-301

dcterms:identifierRM-301
rdfs:labelrmd-matching C1: the fuzzy rule merges father and son and twins en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a fuzzy rule merging household members

rmd-matching C1: date of birth required before a name and address merge edu:Question

https://knobit.org/id/register/reference-master-data#RM-302

dcterms:identifierRM-302
rdfs:labelrmd-matching C1: date of birth required before a name and address merge en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Requires a discriminator before merging same-name relatives

rmd-matching C1: no false merges on the decided pairs edu:Question

https://knobit.org/id/register/reference-master-data#RM-303

dcterms:identifierRM-303
rdfs:labelrmd-matching C1: no false merges on the decided pairs en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Decides record pairs without false merges

rmd-matching C2: auto-merge with no clerical band edu:Question

https://knobit.org/id/register/reference-master-data#RM-304

dcterms:identifierRM-304
rdfs:labelrmd-matching C2: auto-merge with no clerical band en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises auto-merge with no clerical-review band

rmd-matching C2: a clerical-review band introduced edu:Question

https://knobit.org/id/register/reference-master-data#RM-305

dcterms:identifierRM-305
rdfs:labelrmd-matching C2: a clerical-review band introduced en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Introduces a clerical-review band below auto-merge

rmd-matching I1: a shared family e-mail as a deterministic key edu:Question

https://knobit.org/id/register/reference-master-data#RM-306

dcterms:identifierRM-306
rdfs:labelrmd-matching I1: a shared family e-mail as a deterministic key en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2.5 points)
solvable withset of Recognises a deterministic match key several people share

rmd-matching I1: first-hit rule order edu:Question

https://knobit.org/id/register/reference-master-data#RM-307

dcterms:identifierRM-307
rdfs:labelrmd-matching I1: first-hit rule order en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2.5 points)
solvable withset of Recognises match results depending on rule order

rmd-matching I1: blocking on surname loses the married name edu:Question

https://knobit.org/id/register/reference-master-data#RM-308

dcterms:identifierRM-308
rdfs:labelrmd-matching I1: blocking on surname loses the married name en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2.5 points)
solvable withset of Recognises blocking keeping true matches apart

rmd-matching I1: no false-merge rate measured edu:Question

https://knobit.org/id/register/reference-master-data#RM-309

dcterms:identifierRM-309
rdfs:labelrmd-matching I1: no false-merge rate measured en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2.5 points)
solvable withset of Recognises an unmeasured false-merge rate

rmd-matching I1: personal code required of card-system records edu:Question

https://knobit.org/id/register/reference-master-data#RM-310

dcterms:identifierRM-310
rdfs:labelrmd-matching I1: personal code required of card-system records en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2.5 points)
solvable withset of Recognises a match rule on a field a source lacks

rmd-matching Q1: no identifiers the sources do not hold edu:Question

https://knobit.org/id/register/reference-master-data#RM-311

dcterms:identifierRM-311
rdfs:labelrmd-matching Q1: no identifiers the sources do not hold en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Uses only identifiers the sources hold

rmd-match-quality C1: agreement weights log2(m/u) instead of equal weights edu:Question

https://knobit.org/id/register/reference-master-data#RM-350

dcterms:identifierRM-350
rdfs:labelrmd-match-quality C1: agreement weights log2(m/u) instead of equal weights en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Explains probabilistic record linkage

rmd-match-quality C1: disagreement weights log2((1-m)/(1-u)) instead of zero edu:Question

https://knobit.org/id/register/reference-master-data#RM-351

dcterms:identifierRM-351
rdfs:labelrmd-match-quality C1: disagreement weights log2((1-m)/(1-u)) instead of zero en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Explains probabilistic record linkage

rmd-match-quality C2: no discriminator for father and son; date of birth compared edu:Question

https://knobit.org/id/register/reference-master-data#RM-352

dcterms:identifierRM-352
rdfs:labelrmd-match-quality C2: no discriminator for father and son; date of birth compared en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2.5 points)
solvable withset of Recognises no discriminator for same-name relatives, Requires a discriminator before merging same-name relatives

rmd-match-quality C3: a joint-account IBAN as a deterministic key edu:Question

https://knobit.org/id/register/reference-master-data#RM-353

dcterms:identifierRM-353
rdfs:labelrmd-match-quality C3: a joint-account IBAN as a deterministic key en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC3 (2.5 points)
solvable withset of Recognises a deterministic match key several people share

rmd-match-quality C3: the personal code kept as the key, phone kept as a weighted field edu:Question

https://knobit.org/id/register/reference-master-data#RM-354

dcterms:identifierRM-354
rdfs:labelrmd-match-quality C3: the personal code kept as the key, phone kept as a weighted field en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC3 (2.5 points)
solvable withset of Explains identifiers for deterministic matching

rmd-match-quality I1: a single postcode blocking pass loses customers who moved edu:Question

https://knobit.org/id/register/reference-master-data#RM-355

dcterms:identifierRM-355
rdfs:labelrmd-match-quality I1: a single postcode blocking pass loses customers who moved en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises blocking keeping true matches apart

rmd-match-quality I2: false-merge and false-split rates instead of merge counts edu:Question

https://knobit.org/id/register/reference-master-data#RM-356

dcterms:identifierRM-356
rdfs:labelrmd-match-quality I2: false-merge and false-split rates instead of merge counts en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Recognises an unmeasured false-merge rate

rmd-match-quality I2: the draft measured against the labelled sample edu:Question

https://knobit.org/id/register/reference-master-data#RM-357

dcterms:identifierRM-357
rdfs:labelrmd-match-quality I2: the draft measured against the labelled sample en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Explains probabilistic record linkage, Explains measuring false merges and false splits

rmd-survivorship C1: the unverified app address overwrites the KYC-verified one edu:Question

https://knobit.org/id/register/reference-master-data#RM-401

dcterms:identifierRM-401
rdfs:labelrmd-survivorship C1: the unverified app address overwrites the KYC-verified one en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises an unverified value overwriting a verified one

rmd-survivorship C1: verification ranked above recency edu:Question

https://knobit.org/id/register/reference-master-data#RM-402

dcterms:identifierRM-402
rdfs:labelrmd-survivorship C1: verification ranked above recency en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Ranks verified values above recency for KYC attributes

rmd-survivorship C1: the corrected golden record edu:Question

https://knobit.org/id/register/reference-master-data#RM-403

dcterms:identifierRM-403
rdfs:labelrmd-survivorship C1: the corrected golden record en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recomputes a golden record from corrected survivorship rules

rmd-survivorship I1: date of birth decided by recency edu:Question

https://knobit.org/id/register/reference-master-data#RM-404

dcterms:identifierRM-404
rdfs:labelrmd-survivorship I1: date of birth decided by recency en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises recency deciding an immutable attribute

rmd-survivorship I1: no unmerge path edu:Question

https://knobit.org/id/register/reference-master-data#RM-405

dcterms:identifierRM-405
rdfs:labelrmd-survivorship I1: no unmerge path en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a golden record with no unmerge path

rmd-survivorship I1: core banking wins every attribute edu:Question

https://knobit.org/id/register/reference-master-data#RM-406

dcterms:identifierRM-406
rdfs:labelrmd-survivorship I1: core banking wins every attribute en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises survivorship trust set per record

rmd-survivorship I1: e-mail ties broken by load order edu:Question

https://knobit.org/id/register/reference-master-data#RM-407

dcterms:identifierRM-407
rdfs:labelrmd-survivorship I1: e-mail ties broken by load order en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a non-deterministic survivorship tie-break

rmd-survivorship I2: date of birth trusted first from the card system edu:Question

https://knobit.org/id/register/reference-master-data#RM-408

dcterms:identifierRM-408
rdfs:labelrmd-survivorship I2: date of birth trusted first from the card system en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (1.5 points)
solvable withset of Recognises survivorship trusting a source without the attribute

rmd-survivorship I2: unmerge confined to the hub edu:Question

https://knobit.org/id/register/reference-master-data#RM-409

dcterms:identifierRM-409
rdfs:labelrmd-survivorship I2: unmerge confined to the hub en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (1.5 points)
solvable withset of Recognises an unmerge leaving downstream systems merged

rmd-survivorship I2: golden values without their source edu:Question

https://knobit.org/id/register/reference-master-data#RM-410

dcterms:identifierRM-410
rdfs:labelrmd-survivorship I2: golden values without their source en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (1.5 points)
solvable withset of Recognises golden values without lineage

rmd-survivorship Q1: every golden value traced to a source record edu:Question

https://knobit.org/id/register/reference-master-data#RM-411

dcterms:identifierRM-411
rdfs:labelrmd-survivorship Q1: every golden value traced to a source record en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Traces every golden value to its source record

rmd-golden-record-stewardship C1: golden record of the remaining customer recomputed after an unmerge edu:Question

https://knobit.org/id/register/reference-master-data#RM-450

dcterms:identifierRM-450
rdfs:labelrmd-golden-record-stewardship C1: golden record of the remaining customer recomputed after an unmerge en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains survivorship and the golden record, Explains unmerging master records

rmd-golden-record-stewardship C1: every consumer that received the merged identity corrected edu:Question

https://knobit.org/id/register/reference-master-data#RM-451

dcterms:identifierRM-451
rdfs:labelrmd-golden-record-stewardship C1: every consumer that received the merged identity corrected en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains unmerging master records

rmd-golden-record-stewardship C2: KYC-verified address not replaced by a newer unverified value edu:Question

https://knobit.org/id/register/reference-master-data#RM-452

dcterms:identifierRM-452
rdfs:labelrmd-golden-record-stewardship C2: KYC-verified address not replaced by a newer unverified value en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains verified customer data under customer due diligence

rmd-golden-record-stewardship I3: golden value naming the golden record as its source edu:Question

https://knobit.org/id/register/reference-master-data#RM-453

dcterms:identifierRM-453
rdfs:labelrmd-golden-record-stewardship I3: golden value naming the golden record as its source en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI3 (1 points)
solvable withset of Explains survivorship and the golden record

rmd-golden-record-stewardship Q1: verified address kept over a newer unverified one edu:Question

https://knobit.org/id/register/reference-master-data#RM-454

dcterms:identifierRM-454
rdfs:labelrmd-golden-record-stewardship Q1: verified address kept over a newer unverified one en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1.5 points)
solvable withset of Explains verified customer data under customer due diligence

rmd-golden-record-stewardship Q1: consumer that never received the merged identity left alone edu:Question

https://knobit.org/id/register/reference-master-data#RM-455

dcterms:identifierRM-455
rdfs:labelrmd-golden-record-stewardship Q1: consumer that never received the merged identity left alone en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1.5 points)
solvable withset of Explains unmerging master records

rmd-stewardship-metrics C1: the clerical queue's SLA is unreachable at current staffing edu:Question

https://knobit.org/id/register/reference-master-data#RM-501

dcterms:identifierRM-501
rdfs:labelrmd-stewardship-metrics C1: the clerical queue's SLA is unreachable at current staffing en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Recognises a stewardship SLA the staffing cannot meet

rmd-stewardship-metrics C1: capacity computed from the statistics edu:Question

https://knobit.org/id/register/reference-master-data#RM-502

dcterms:identifierRM-502
rdfs:labelrmd-stewardship-metrics C1: capacity computed from the statistics en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Computes stewardship queue capacity from the statistics

rmd-stewardship-metrics C2: the merge count accepted as a quality metric edu:Question

https://knobit.org/id/register/reference-master-data#RM-503

dcterms:identifierRM-503
rdfs:labelrmd-stewardship-metrics C2: the merge count accepted as a quality metric en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises a merge count used as a quality metric

rmd-stewardship-metrics C2: a false-merge measure taken before merge edu:Question

https://knobit.org/id/register/reference-master-data#RM-504

dcterms:identifierRM-504
rdfs:labelrmd-stewardship-metrics C2: a false-merge measure taken before merge en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Adds a false-merge measure taken before merging

rmd-stewardship-metrics I1: duplicate rate measured after merging edu:Question

https://knobit.org/id/register/reference-master-data#RM-505

dcterms:identifierRM-505
rdfs:labelrmd-stewardship-metrics I1: duplicate rate measured after merging en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a duplicate rate measured after merging

rmd-stewardship-metrics I1: steward decisions not audited edu:Question

https://knobit.org/id/register/reference-master-data#RM-506

dcterms:identifierRM-506
rdfs:labelrmd-stewardship-metrics I1: steward decisions not audited en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises unaudited steward decisions

rmd-stewardship-metrics I1: completeness has no target edu:Question

https://knobit.org/id/register/reference-master-data#RM-507

dcterms:identifierRM-507
rdfs:labelrmd-stewardship-metrics I1: completeness has no target en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises an MDM metric with no target

rmd-stewardship-metrics I1: no escalation for the clerical queue edu:Question

https://knobit.org/id/register/reference-master-data#RM-508

dcterms:identifierRM-508
rdfs:labelrmd-stewardship-metrics I1: no escalation for the clerical queue en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a stewardship queue with no escalation

rmd-stewardship-metrics I2: the survivorship conflict queue has no owner edu:Question

https://knobit.org/id/register/reference-master-data#RM-509

dcterms:identifierRM-509
rdfs:labelrmd-stewardship-metrics I2: the survivorship conflict queue has no owner en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises a stewardship queue with no owner

rmd-stewardship-metrics I2: reference changes applied in place edu:Question

https://knobit.org/id/register/reference-master-data#RM-510

dcterms:identifierRM-510
rdfs:labelrmd-stewardship-metrics I2: reference changes applied in place en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises a reference data change without effective dates

rmd-stewardship-metrics Q1: no staffing figures invented edu:Question

https://knobit.org/id/register/reference-master-data#RM-511

dcterms:identifierRM-511
rdfs:labelrmd-stewardship-metrics Q1: no staffing figures invented en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Uses only the staffing figures given

rmd-golden-record-stewardship I1: steward case outside the queues routed to one edu:Question

https://knobit.org/id/register/reference-master-data#RM-550

dcterms:identifierRM-550
rdfs:labelrmd-golden-record-stewardship I1: steward case outside the queues routed to one en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Explains the master data stewardship workflow

rmd-golden-record-stewardship I1: steward decisions of an unmerge audited edu:Question

https://knobit.org/id/register/reference-master-data#RM-551

dcterms:identifierRM-551
rdfs:labelrmd-golden-record-stewardship I1: steward decisions of an unmerge audited en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Explains the master data stewardship workflow

rmd-golden-record-stewardship I2: time to resolve measured from arrival, not pick-up edu:Question

https://knobit.org/id/register/reference-master-data#RM-552

dcterms:identifierRM-552
rdfs:labelrmd-golden-record-stewardship I2: time to resolve measured from arrival, not pick-up en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Explains MDM quality metrics

rmd-golden-record-stewardship I2: false-split rate added to the scorecard edu:Question

https://knobit.org/id/register/reference-master-data#RM-553

dcterms:identifierRM-553
rdfs:labelrmd-golden-record-stewardship I2: false-split rate added to the scorecard en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Explains MDM quality metrics

rmd-golden-record-stewardship Q1: sound false-merge and duplicate metrics left alone edu:Question

https://knobit.org/id/register/reference-master-data#RM-554

dcterms:identifierRM-554
rdfs:labelrmd-golden-record-stewardship Q1: sound false-merge and duplicate metrics left alone en
schema:isPartOfReference and master data (DAMA-DMBOK2)
schema:isPartOfQ1 (1.5 points)
solvable withset of Explains MDM quality metrics

Master data: domains, systems of record and MDM architectural approaches edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-1

dcterms:descriptionDefining master data domains and how a hub relates to its sources. en
dcterms:identifierRV-1
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 1.3.3, 2.1 en
includes knobitMatches the hub style to authoring reality
includes knobitChooses a persisted hub style where a use case needs a golden record
includes knobitKeeps the authoring matrix as observed
includes knobitExplains MDM hub styles
includes knobitExplains authoring and the system of record for master data
includes knobitExplains master data domains
rdfs:labelMaster data: domains, systems of record and MDM architectural approaches en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation1.3.3, 2.1

Tools edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-10

dcterms:descriptionMDM tools. en
dcterms:identifierRV-10
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 3 en
includes knobitExplains MDM tools
rdfs:labelTools en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation3

Implementation guidelines edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-11

dcterms:descriptionImplementing MDM. en
dcterms:identifierRV-11
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 5 en
includes knobitExplains MDM implementation guidelines
rdfs:labelImplementation guidelines en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation5

Reference data: structures, standards, versioning and crosswalks edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-2

dcterms:descriptionManaging code lists and their mappings over time. en
dcterms:identifierRV-2
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 1.3.2, 2.4 en
includes knobitExplains intensional definition by superordinate concept and delimiting characteristics
includes knobitSplits a reused code by effective date
includes knobitRestricts a many-to-one crosswalk to forward use
includes knobitUses only valid codes from the cited standard
includes knobitExplains ISO reference data standards used in banking
includes knobitExplains managing reference values over time
includes knobitExplains crosswalks and their cardinality
rdfs:labelReference data: structures, standards, versioning and crosswalks en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation1.3.2, 2.4

Master data: matching and identity resolution edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-3

dcterms:descriptionDeciding which records describe the same party. en
dcterms:identifierRV-3
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 1.3.3, 2.3 en
includes knobitRequires a discriminator before merging same-name relatives
includes knobitIntroduces a clerical-review band below auto-merge
includes knobitDecides record pairs without false merges
includes knobitUses only identifiers the sources hold
includes knobitExplains probabilistic record linkage
includes knobitExplains identifiers for deterministic matching
includes knobitExplains blocking in record linkage
includes knobitExplains measuring false merges and false splits
rdfs:labelMaster data: matching and identity resolution en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation1.3.3, 2.3

Master data: survivorship, golden record and lineage edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-4

dcterms:descriptionDeciding what the golden record says and keeping it traceable. en
dcterms:identifierRV-4
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 1.3.3, 2.3 en
includes knobitRanks verified values above recency for KYC attributes
includes knobitTraces every golden value to its source record
includes knobitRecomputes a golden record from corrected survivorship rules
includes knobitExplains survivorship and the golden record
includes knobitExplains verified customer data under customer due diligence
includes knobitExplains unmerging master records
rdfs:labelMaster data: survivorship, golden record and lineage en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation1.3.3, 2.3

Stewardship and MDM metrics edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-5

dcterms:descriptionOperating MDM and measuring it. en
dcterms:identifierRV-5
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 2.5, 6 en
includes knobitComputes stewardship queue capacity from the statistics
includes knobitAdds a false-merge measure taken before merging
includes knobitUses only the staffing figures given
includes knobitExplains the master data stewardship workflow
includes knobitExplains MDM quality metrics
rdfs:labelStewardship and MDM metrics en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation2.5, 6

Business drivers edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-6

dcterms:descriptionWhy MDM. en
dcterms:identifierRV-6
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 1.1 en
includes knobitExplains the drivers of reference and master data management
rdfs:labelBusiness drivers en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation1.1

Differences between reference and master data edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-7

dcterms:descriptionReference vs master. en
dcterms:identifierRV-7
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 1.3.1 en
includes knobitExplains reference data versus master data
rdfs:labelDifferences between reference and master data en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation1.3.1

MDM key processing steps: acquisition, validation, standardisation, enrichment edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-8

dcterms:descriptionProcessing. en
dcterms:identifierRV-8
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 1.3.4 en
includes knobitExplains master data acquisition, validation, standardisation and enrichment
rdfs:labelMDM key processing steps: acquisition, validation, standardisation, enrichment en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation1.3.4

Master data model and data sharing architecture edu:LearningOutcome

https://knobit.org/id/register/reference-master-data#RV-9

dcterms:descriptionModel and sharing. en
dcterms:identifierRV-9
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data, 1.3.5, 2.2 en
includes knobitExplains the master data model and data sharing architecture
rdfs:labelMaster data model and data sharing architecture en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 10: Reference and Master Data
skos:notation1.3.5, 2.2

Used by

assesses learning outcomeMDM domain design for products, accounts and locations - what goes in the hub and in which style (hub style, domain and MDM knowledge skills)
schema:hasPartC1 (2 points)
schema:hasPartC2 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (3 points)
schema:hasPartI3 (3 points)
schema:hasPartC1 (2 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartQ1 (1 points)
schema:hasPartC1 (3 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (2 points)
schema:hasPartI3 (1 points)
schema:hasPartQ1 (1.5 points)
schema:hasPartC1 (3 points)
schema:hasPartC2 (2 points)
schema:hasPartC3 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (2 points)
schema:hasPartQ1 (1 points)
schema:hasPartC1 (2 points)
schema:hasPartC2 (2.5 points)
schema:hasPartC3 (2.5 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (2 points)
schema:hasPartC1 (3 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (2.5 points)
schema:hasPartQ1 (1 points)
schema:hasPartC1 (2 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (2 points)
schema:hasPartQ1 (1 points)
schema:hasPartC1 (2 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1 points)
schema:hasPartQ1 (1 points)
schema:hasPartC1 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1.5 points)
schema:hasPartQ1 (1 points)
schema:isPartOfRecognises a data domain with no owner
schema:isPartOfExplains intensional definition by superordinate concept and delimiting characteristics
schema:isPartOfExplains the rules for defining a concept
schema:isPartOfExplains the concepts of frequency and relative frequency
schema:isPartOfExplains a function as a dependency between two variables
schema:isPartOfExplains the meaning of the probability of an event
schema:isPartOfRecognises two systems of record for one attribute
schema:isPartOfRecognises a hub style contradicting where data is authored
schema:isPartOfRecognises overlapping master data domains
schema:isPartOfRecognises a master attribute authored nowhere
schema:isPartOfRecognises a registry where a persisted golden record is needed
schema:isPartOfRecognises a system of record outside the attribute's authors
schema:isPartOfRecognises a master data domain with no scope
schema:isPartOfMatches the hub style to authoring reality
schema:isPartOfChooses a persisted hub style where a use case needs a golden record
schema:isPartOfKeeps the authoring matrix as observed
schema:isPartOfExplains MDM hub styles
schema:isPartOfExplains authoring and the system of record for master data
schema:isPartOfExplains master data domains
schema:isPartOfRecognises a local list duplicating an ISO one
schema:isPartOfRecognises a crosswalk not 1:1 treated as 1:1
schema:isPartOfRecognises reference values with no effective dates
schema:isPartOfRecognises a retired code still issued
schema:isPartOfRecognises a code reused with a new meaning
schema:isPartOfRecognises a reference value with no definition
schema:isPartOfRecognises a reference data set with no owner
schema:isPartOfRecognises a withdrawn ISO code still in use
schema:isPartOfRecognises a crosswalk missing source values
schema:isPartOfRecognises a code not valid in its standard
schema:isPartOfSplits a reused code by effective date
schema:isPartOfRestricts a many-to-one crosswalk to forward use
schema:isPartOfUses only valid codes from the cited standard
schema:isPartOfExplains ISO reference data standards used in banking
schema:isPartOfExplains managing reference values over time
schema:isPartOfExplains crosswalks and their cardinality
schema:isPartOfRecognises a deterministic match key several people share
schema:isPartOfRecognises a fuzzy rule merging household members
schema:isPartOfRecognises auto-merge with no clerical-review band
schema:isPartOfRecognises match results depending on rule order
schema:isPartOfRecognises blocking keeping true matches apart
schema:isPartOfRecognises an unmeasured false-merge rate
schema:isPartOfRecognises a match rule on a field a source lacks
schema:isPartOfRecognises no discriminator for same-name relatives
schema:isPartOfRequires a discriminator before merging same-name relatives
schema:isPartOfIntroduces a clerical-review band below auto-merge
schema:isPartOfDecides record pairs without false merges
schema:isPartOfUses only identifiers the sources hold
schema:isPartOfExplains probabilistic record linkage
schema:isPartOfExplains identifiers for deterministic matching
schema:isPartOfExplains blocking in record linkage
schema:isPartOfExplains measuring false merges and false splits
schema:isPartOfRecognises survivorship trust set per record
schema:isPartOfRecognises an unverified value overwriting a verified one
schema:isPartOfRecognises golden values without lineage
schema:isPartOfRecognises a golden record with no unmerge path
schema:isPartOfRecognises an unmerge leaving downstream systems merged
schema:isPartOfRecognises a non-deterministic survivorship tie-break
schema:isPartOfRecognises recency deciding an immutable attribute
schema:isPartOfRecognises survivorship trusting a source without the attribute
schema:isPartOfRanks verified values above recency for KYC attributes
schema:isPartOfTraces every golden value to its source record
schema:isPartOfRecomputes a golden record from corrected survivorship rules
schema:isPartOfExplains survivorship and the golden record
schema:isPartOfExplains verified customer data under customer due diligence
schema:isPartOfExplains unmerging master records
schema:isPartOfRecognises a stewardship queue with no owner
schema:isPartOfRecognises a stewardship SLA the staffing cannot meet
schema:isPartOfRecognises a merge count used as a quality metric
schema:isPartOfRecognises a duplicate rate measured after merging
schema:isPartOfRecognises unaudited steward decisions
schema:isPartOfRecognises a reference data change without effective dates
schema:isPartOfRecognises an MDM metric with no target
schema:isPartOfRecognises a stewardship queue with no escalation
schema:isPartOfComputes stewardship queue capacity from the statistics
schema:isPartOfAdds a false-merge measure taken before merging
schema:isPartOfUses only the staffing figures given
schema:isPartOfExplains the master data stewardship workflow
schema:isPartOfExplains MDM quality metrics
schema:isPartOfExplains the drivers of reference and master data management
schema:isPartOfExplains reference data versus master data
schema:isPartOfExplains master data acquisition, validation, standardisation and enrichment
schema:isPartOfExplains the master data model and data sharing architecture
schema:isPartOfExplains MDM tools
schema:isPartOfExplains MDM implementation guidelines