knobit.org

Data storage and operations (DAMA-DMBOK2)

schema:Dataset

https://knobit.org/id/register/data-storage-operations

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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 data operations deliverables - technology evaluation, environments and capacity, recovery and continuity, retention and purge, migration and service levels: the competence the data-storage-operations skill applies, and that skill-tests assesses. en
dcterms:identifierSCOPE-1
dcterms:licensehttps://creativecommons.org/licenses/by/4.0/
dcterms:titleData storage and operations (DAMA-DMBOK2) en
owl:sameAshttps://bitbucket.org/reffa/ontology/skills/data-storage-operations
skos:noteaudience: Database and data platform operations leads, and AI models assessed by skill-tests en
skos:notedomain: Data management, data storage and operations (DAMA-DMBOK2 chapter 6) en
skos:notelevel: CDMP Associate: the data storage and operations questions of the Data Management Fundamentals exam (DAMA International); CDMP has no specialist exam for this area en

Items and references

Business drivers, goals and principles edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-1

dcterms:descriptionWhy data storage and operations matter. en
dcterms:identifierOV-1
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 1.1-1.2 en
includes knobitExplains the drivers and goals of data storage and operations
rdfs:labelBusiness drivers, goals and principles en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation1.1-1.2

Manage database technology edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-10

dcterms:descriptionUnderstanding, evaluating and managing technology. en
dcterms:identifierOV-10
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 2.1 en
includes knobitApplies mandatory requirements as gates before scoring
includes knobitExplains gated weighted evaluation
includes knobitExplains exit strategies for outsourced platforms
includes knobitExplains the evidence behind an evaluation score
includes knobitExplains a weighted score as the sum of weights times scores
rdfs:labelManage database technology en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation2.1

Service levels and performance edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-11

dcterms:descriptionSLAs, OLAs, availability and performance management. en
dcterms:identifierOV-11
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 2.2 en
includes knobitExplains why the availability of components in series is the product of their availabilities
includes knobitComposes availability across a dependency chain
includes knobitExplains measurable service levels
includes knobitExplains composing service levels from components
rdfs:labelService levels and performance en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation2.2

Plan for business continuity edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-12

dcterms:descriptionBackups and recovery against business needs. en
dcterms:identifierOV-12
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 2.2 en
includes knobitExplains recovery objectives and impact tolerances
rdfs:labelPlan for business continuity en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation2.2

Develop database instances edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-13

dcterms:descriptionStorage, access controls, loading data. en
dcterms:identifierOV-13
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 2.2 en
includes knobitExplains developing database instances
rdfs:labelDevelop database instances en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation2.2

Manage test data sets edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-14

dcterms:descriptionTest data that protects production data. en
dcterms:identifierOV-14
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 2.2 en
includes knobitExplains purpose limitation, minimisation and storage limitation
includes knobitReplaces re-identifiable masking with protection fit for non-production
includes knobitExplains protecting production data in test environments
rdfs:labelManage test data sets en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation2.2

Manage data migration edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-15

dcterms:descriptionMoving data between systems. en
dcterms:identifierOV-15
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 2.2 en
includes knobitReconciles a migration per currency from the data
includes knobitExplains migration reconciliation
includes knobitExplains cutover and rollback
includes knobitExplains crosswalks, precision and minor units
rdfs:labelManage data migration en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation2.2

Techniques edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-16

dcterms:descriptionLower-environment testing, naming standards, scripted changes. en
dcterms:identifierOV-16
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 4 en
includes knobitExplains data operations techniques
rdfs:labelTechniques en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation4

Implementation guidelines edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-17

dcterms:descriptionReadiness and cultural change. en
dcterms:identifierOV-17
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 5 en
includes knobitExplains readiness and change for data operations
rdfs:labelImplementation guidelines en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation5

Data storage and operations governance edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-18

dcterms:descriptionMetrics, asset tracking, audits. en
dcterms:identifierOV-18
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 6 en
includes knobitExplains data operations governance
rdfs:labelData storage and operations governance en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation6

Database architecture types edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-2

dcterms:descriptionCentralised, distributed, federated, virtual and cloud. en
dcterms:identifierOV-2
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 1.3.1 en
includes knobitExplains database architecture types
rdfs:labelDatabase architecture types en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation1.3.1

Database processing types edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-3

dcterms:descriptionACID, BASE, CAP. en
dcterms:identifierOV-3
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 1.3.2 en
includes knobitExplains database processing types
rdfs:labelDatabase processing types en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation1.3.2

Storage media, database organisation, specialised databases edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-4

dcterms:descriptionMedia and organisation of databases. en
dcterms:identifierOV-4
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 1.3.3, 1.3.5-1.3.6 en
includes knobitExplains storage media and database organisation
rdfs:labelStorage media, database organisation, specialised databases en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation1.3.3, 1.3.5-1.3.6

Database environments edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-5

dcterms:descriptionProduction, pre-production, test and sandbox environments. en
dcterms:identifierOV-5
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 1.3.4 en
includes knobitExplains protecting production data in test environments
includes knobitExplains environment separation
rdfs:labelDatabase environments en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation1.3.4

Archiving, purging and retention edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-6

dcterms:descriptionCommon database processes for data at the end of its life. en
dcterms:identifierOV-6
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 1.3.7 en
includes knobitRe-anchors a purge on the rule's trigger
includes knobitExplains retention rules in operation
includes knobitExplains retention of copies and erasure
includes knobitExplains evidence of disposition
rdfs:labelArchiving, purging and retention en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation1.3.7

Capacity and growth projections edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-7

dcterms:descriptionPlanning storage and processing capacity. en
dcterms:identifierOV-7
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 1.3.7 en
includes knobitSizes capacity from growth, peak and horizon
includes knobitExplains capacity planning
rdfs:labelCapacity and growth projections en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation1.3.7

Replication, resiliency and recovery edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-8

dcterms:descriptionCopies and recovery of databases. en
dcterms:identifierOV-8
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 1.3.7 en
includes knobitReconciles recovery objectives with copies and tolerances
includes knobitExplains recovery objectives and impact tolerances
includes knobitExplains backup and replication mechanics
includes knobitExplains restore testing
rdfs:labelReplication, resiliency and recovery en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation1.3.7

Change data capture and sharding edu:LearningOutcome

https://knobit.org/id/register/data-storage-operations#OV-9

dcterms:descriptionOther common database processes. en
dcterms:identifierOV-9
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations, 1.3.7 en
includes knobitExplains change data capture and sharding
rdfs:labelChange data capture and sharding en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations
skos:notation1.3.7

DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations schema:CreativeWork

https://knobit.org/id/register/data-storage-operations#REF-1

dcterms:identifierREF-1
dcterms:publisherDAMA International
dcterms:titleDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 6: Data Storage and Operations en
schema:version2nd edition, revised (DMBOK2/RE)
skos:notetarget level: CDMP Associate: the data storage and operations questions of the Data Management Fundamentals exam (DAMA International); CDMP has no specialist exam for this area en

dso-technology-evaluation C1: gates before scores edu:Question

https://knobit.org/id/register/data-storage-operations#SO-101

dcterms:identifierSO-101
rdfs:labeldso-technology-evaluation C1: gates before scores en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a mandatory requirement scored instead of gated, Recognises a gate-failing candidate recommended, Recognises an outsourced option with no exit criterion, Applies mandatory requirements as gates before scoring

dso-technology-evaluation I1: criteria and scores edu:Question

https://knobit.org/id/register/data-storage-operations#SO-102

dcterms:identifierSO-102
rdfs:labeldso-technology-evaluation I1: criteria and scores en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (3 points)
solvable withset of Recognises a non-discriminating evaluation criterion, Recognises an evaluation criterion with no requirement, Recognises a score with no evidence, Recognises weights deciding the outcome alone

dso-technology-evaluation I2: requirements, duplicates and evidence edu:Question

https://knobit.org/id/register/data-storage-operations#SO-103

dcterms:identifierSO-103
rdfs:labeldso-technology-evaluation I2: requirements, duplicates and evidence en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises a requirement with no criterion, Recognises duplicate evaluation criteria, Recognises a vendor claim used as evidence

dso-evaluation-environments C1: weights set after scoring are not used edu:Question

https://knobit.org/id/register/data-storage-operations#SO-150

dcterms:identifierSO-150
rdfs:labeldso-evaluation-environments C1: weights set after scoring are not used en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises weights deciding the outcome alone

dso-evaluation-environments C1: weighted totals recomputed as the sum of weight times score edu:Question

https://knobit.org/id/register/data-storage-operations#SO-151

dcterms:identifierSO-151
rdfs:labeldso-evaluation-environments C1: weighted totals recomputed as the sum of weight times score en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains a weighted score as the sum of weights times scores

dso-evaluation-environments C1: margin and sensitivity of the recommendation to the weights edu:Question

https://knobit.org/id/register/data-storage-operations#SO-152

dcterms:identifierSO-152
rdfs:labeldso-evaluation-environments C1: margin and sensitivity of the recommendation to the weights en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains gated weighted evaluation

dso-evaluation-environments C4: exit gate passed on a vendor FAQ does not meet the exit requirement edu:Question

https://knobit.org/id/register/data-storage-operations#SO-153

dcterms:identifierSO-153
rdfs:labeldso-evaluation-environments C4: exit gate passed on a vendor FAQ does not meet the exit requirement en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC4 (2 points)
solvable withset of Explains exit strategies for outsourced platforms, Explains the evidence behind an evaluation score

dso-evaluation-environments C4: the candidate failing the exit gate is not recommended edu:Question

https://knobit.org/id/register/data-storage-operations#SO-154

dcterms:identifierSO-154
rdfs:labeldso-evaluation-environments C4: the candidate failing the exit gate is not recommended en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC4 (2 points)
solvable withset of Recognises a gate-failing candidate recommended, Applies mandatory requirements as gates before scoring

dso-evaluation-environments I1: vendor benchmark and analyst ranking are claims, not evidence edu:Question

https://knobit.org/id/register/data-storage-operations#SO-155

dcterms:identifierSO-155
rdfs:labeldso-evaluation-environments I1: vendor benchmark and analyst ranking are claims, not evidence en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a vendor claim used as evidence

dso-evaluation-environments I1: an unverified score that decides the result needs measuring first edu:Question

https://knobit.org/id/register/data-storage-operations#SO-156

dcterms:identifierSO-156
rdfs:labeldso-evaluation-environments I1: an unverified score that decides the result needs measuring first en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Explains the evidence behind an evaluation score, Explains a weighted score as the sum of weights times scores

Meaning of a percentage edu:Question

https://knobit.org/id/register/data-storage-operations#SO-1801

dcterms:identifierSO-1801
rdfs:labelMeaning of a percentage en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:text25% of the whole is: (a) 1/25; (b) 1/4; (c) 2.5 per whole; (d) 1/2 en
solvable withset of Explains the concept of a percentage

Arithmetic mean edu:Question

https://knobit.org/id/register/data-storage-operations#SO-1802

dcterms:identifierSO-1802
rdfs:labelArithmetic mean en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textThe arithmetic mean of the numbers 4, 6 and 11 is: (a) 6; (b) 7; (c) 21; (d) 5 en
solvable withset of Explains the concept of the arithmetic mean

The rounding rule edu:Question

https://knobit.org/id/register/data-storage-operations#SO-1803

dcterms:identifierSO-1803
rdfs:labelThe rounding rule en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textWhen 3,746 is rounded to hundreds, the result is decided by: (a) the hundreds digit 7; (b) the tens digit 4; (c) the units digit 6; (d) the thousands digit 3 en
solvable withset of Explains the rounding rule

Nature of compound percentage change edu:Question

https://knobit.org/id/register/data-storage-operations#SO-1804

dcterms:identifierSO-1804
rdfs:labelNature of compound percentage change en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textA sum grows each year by 5% of the previous year's value. Which formula gives its value after n years? (a) K0(1 + 0.05n); (b) K0(1.05)^n; (c) K0 + 0.05; (d) K0 x 0.05^n en
solvable withset of Explains the nature of compound percentage growth and decline

Dependent and independent events edu:Question

https://knobit.org/id/register/data-storage-operations#SO-1805

dcterms:identifierSO-1805
rdfs:labelDependent and independent events en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textA bag holds 2 red and 3 blue balls; two balls are drawn without replacement. What is the probability that both are red? (a) 4/25; (b) 1/10; (c) 2/5; (d) 1/5 en
solvable withset of Explains the meaning of the product of dependent and independent events

Projecting volume with compound growth edu:Question

https://knobit.org/id/register/data-storage-operations#SO-1901

dcterms:identifierSO-1901
rdfs:labelProjecting volume with compound growth en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textA database holds 10 TB and has grown 20% a year. Assuming the same growth, about how much will it hold in 3 years? (a) 16 TB; (b) 17.3 TB; (c) 13 TB; (d) 30 TB en
solvable withset of Explains compound growth of volume over a planning horizon

Weighted total of an evaluation edu:Question

https://knobit.org/id/register/data-storage-operations#SO-1902

dcterms:identifierSO-1902
rdfs:labelWeighted total of an evaluation en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textCriteria are weighted cost 40%, security 35% and support 25%. A candidate scores 5, 8 and 6 (out of 10). What is its weighted score? (a) 6.3; (b) 6.0; (c) 19; (d) 6.8 en
solvable withset of Explains a weighted score as the sum of weights times scores

Availability of a chain of components edu:Question

https://knobit.org/id/register/data-storage-operations#SO-1903

dcterms:identifierSO-1903
rdfs:labelAvailability of a chain of components en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textA payment service needs its application server (99.9% available) and its database (99.5%), which fail independently. What is the service's availability at best? (a) 99.4%; (b) 99.5%; (c) 99.7%; (d) 99.9% en
solvable withset of Explains why the availability of components in series is the product of their availabilities

Minimisation of test data edu:Question

https://knobit.org/id/register/data-storage-operations#SO-1904

dcterms:identifierSO-1904
rdfs:labelMinimisation of test data en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textA test environment for a new loan screen is loaded with full customer records, although the tests need only loan amounts and dates. Which GDPR principle does this breach first? (a) data minimisation; (b) accuracy; (c) lawfulness; (d) transparency en
solvable withset of Explains purpose limitation, minimisation and storage limitation

dso-environments-capacity C1: production data outside production edu:Question

https://knobit.org/id/register/data-storage-operations#SO-201

dcterms:identifierSO-201
rdfs:labeldso-environments-capacity C1: production data outside production en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises production personal data in non-production, Recognises re-identifiable masking, Recognises an unapproved production refresh, Replaces re-identifiable masking with protection fit for non-production

dso-environments-capacity C2: capacity from the figures edu:Question

https://knobit.org/id/register/data-storage-operations#SO-202

dcterms:identifierSO-202
rdfs:labeldso-environments-capacity C2: capacity from the figures en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Recognises capacity with no growth assumption, Recognises capacity with no peak factor, Recognises a capacity horizon shorter than the lead time, Sizes capacity from growth, peak and horizon

dso-environments-capacity I1: recovery environment, owner and links edu:Question

https://knobit.org/id/register/data-storage-operations#SO-203

dcterms:identifierSO-203
rdfs:labeldso-environments-capacity I1: recovery environment, owner and links en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises an undersized recovery environment, Recognises an environment with no owner, Recognises non-production linked to production

dso-evaluation-environments C2: pseudonymised training data labelled anonymised edu:Question

https://knobit.org/id/register/data-storage-operations#SO-250

dcterms:identifierSO-250
rdfs:labeldso-evaluation-environments C2: pseudonymised training data labelled anonymised en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Recognises re-identifiable masking, Recognises an unapproved production refresh, Replaces re-identifiable masking with protection fit for non-production

dso-evaluation-environments C2: minimisation and storage limitation of training data edu:Question

https://knobit.org/id/register/data-storage-operations#SO-251

dcterms:identifierSO-251
rdfs:labeldso-evaluation-environments C2: minimisation and storage limitation of training data en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Explains protecting production data in test environments

dso-evaluation-environments C2: production card data copied to vendors for an incompatible purpose edu:Question

https://knobit.org/id/register/data-storage-operations#SO-252

dcterms:identifierSO-252
rdfs:labeldso-evaluation-environments C2: production card data copied to vendors for an incompatible purpose en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Recognises production personal data in non-production

dso-evaluation-environments C3: growth compounded over the horizon edu:Question

https://knobit.org/id/register/data-storage-operations#SO-253

dcterms:identifierSO-253
rdfs:labeldso-evaluation-environments C3: growth compounded over the horizon en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC3 (3 points)
solvable withset of Explains compound growth of volume over a planning horizon

dso-evaluation-environments C3: peak factor from the highest day edu:Question

https://knobit.org/id/register/data-storage-operations#SO-254

dcterms:identifierSO-254
rdfs:labeldso-evaluation-environments C3: peak factor from the highest day en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC3 (3 points)
solvable withset of Recognises capacity with no peak factor

dso-evaluation-environments C3: horizon covering the time to go-live and the platform life edu:Question

https://knobit.org/id/register/data-storage-operations#SO-255

dcterms:identifierSO-255
rdfs:labeldso-evaluation-environments C3: horizon covering the time to go-live and the platform life en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC3 (3 points)
solvable withset of Recognises a capacity horizon shorter than the lead time

dso-evaluation-environments C3: peak day at the horizon derived with its arithmetic edu:Question

https://knobit.org/id/register/data-storage-operations#SO-256

dcterms:identifierSO-256
rdfs:labeldso-evaluation-environments C3: peak day at the horizon derived with its arithmetic en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC3 (3 points)
solvable withset of Sizes capacity from growth, peak and horizon

dso-evaluation-environments I2: development and test split edu:Question

https://knobit.org/id/register/data-storage-operations#SO-257

dcterms:identifierSO-257
rdfs:labeldso-evaluation-environments I2: development and test split en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Explains environment separation

dso-evaluation-environments I2: read-only database link to production removed edu:Question

https://knobit.org/id/register/data-storage-operations#SO-258

dcterms:identifierSO-258
rdfs:labeldso-evaluation-environments I2: read-only database link to production removed en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises non-production linked to production

dso-backup-recovery C1: numbers that cannot all be true edu:Question

https://knobit.org/id/register/data-storage-operations#SO-301

dcterms:identifierSO-301
rdfs:labeldso-backup-recovery C1: numbers that cannot all be true en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises an RPO the copies cannot deliver, Recognises an RTO longer than a service's impact tolerance, Reconciles recovery objectives with copies and tolerances

dso-backup-recovery I1: tests, objectives and plan coverage edu:Question

https://knobit.org/id/register/data-storage-operations#SO-302

dcterms:identifierSO-302
rdfs:labeldso-backup-recovery I1: tests, objectives and plan coverage en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (3 points)
solvable withset of Recognises a restore never tested, Recognises a stale restore test, Recognises a critical data set with no recovery objectives, Recognises a critical service depending on a data set outside the plan

dso-backup-recovery I2: replication, failure domains, tampering, restore time edu:Question

https://knobit.org/id/register/data-storage-operations#SO-303

dcterms:identifierSO-303
rdfs:labeldso-backup-recovery I2: replication, failure domains, tampering, restore time en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises backups in the primary's failure domain, Recognises synchronous replication over too long a distance, Recognises backups unprotected against tampering, Recognises a restore slower than the RTO

dso-recovery-service-levels C1a: SL-101 recovers along the OL-101 -> OL-102 chain, past CS-11's tolerance edu:Question

https://knobit.org/id/register/data-storage-operations#SO-350

dcterms:identifierSO-350
rdfs:labeldso-recovery-service-levels C1a: SL-101 recovers along the OL-101 -> OL-102 chain, past CS-11's tolerance en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains recovery objectives and impact tolerances

dso-recovery-service-levels C1b: OL-104's synchronous replica is no copy against corruption edu:Question

https://knobit.org/id/register/data-storage-operations#SO-351

dcterms:identifierSO-351
rdfs:labeldso-recovery-service-levels C1b: OL-104's synchronous replica is no copy against corruption en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains recovery objectives and impact tolerances, Explains backup and replication mechanics

dso-recovery-service-levels C1c: OL-107's partial restore test does not prove the RTO edu:Question

https://knobit.org/id/register/data-storage-operations#SO-352

dcterms:identifierSO-352
rdfs:labeldso-recovery-service-levels C1c: OL-107's partial restore test does not prove the RTO en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains restore testing

dso-retention-archiving C1: the trigger and the copies edu:Question

https://knobit.org/id/register/data-storage-operations#SO-401

dcterms:identifierSO-401
rdfs:labeldso-retention-archiving C1: the trigger and the copies en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a purge counting from the wrong trigger, Recognises a copy outliving its source, Recognises a copy no purge covers, Re-anchors a purge on the rule's trigger

dso-retention-archiving I1: backups, uncovered copies and erasure edu:Question

https://knobit.org/id/register/data-storage-operations#SO-402

dcterms:identifierSO-402
rdfs:labeldso-retention-archiving I1: backups, uncovered copies and erasure en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a copy outliving its source, Recognises an erasure stopping at production, Recognises a copy no purge covers

dso-retention-implementation C1: PJ-010 purging after 5 years against RR-010's 7, corrected to P7Y edu:Question

https://knobit.org/id/register/data-storage-operations#SO-450

dcterms:identifierSO-450
rdfs:labeldso-retention-implementation C1: PJ-010 purging after 5 years against RR-010's 7, corrected to P7Y en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a purge before the retention period ends

dso-retention-implementation C1: PJ-011 counting from dispute_closed_date, which DS-011 does not hold edu:Question

https://knobit.org/id/register/data-storage-operations#SO-451

dcterms:identifierSO-451
rdfs:labeldso-retention-implementation C1: PJ-011 counting from dispute_closed_date, which DS-011 does not hold en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a purge trigger the data does not hold

dso-retention-implementation C1: RR-013 period set by the platform team, raised with the records manager edu:Question

https://knobit.org/id/register/data-storage-operations#SO-452

dcterms:identifierSO-452
rdfs:labeldso-retention-implementation C1: RR-013 period set by the platform team, raised with the records manager en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a retention period set outside the schedule

dso-retention-implementation C2: CP-011 fed by change data capture without deletes, so PJ-010 never reaches it edu:Question

https://knobit.org/id/register/data-storage-operations#SO-453

dcterms:identifierSO-453
rdfs:labeldso-retention-implementation C2: CP-011 fed by change data capture without deletes, so PJ-010 never reaches it en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises a copy no purge covers, Explains change data capture and sharding

dso-retention-implementation C2: CP-013 UAT production snapshot kept indefinitely, removed or covered edu:Question

https://knobit.org/id/register/data-storage-operations#SO-454

dcterms:identifierSO-454
rdfs:labeldso-retention-implementation C2: CP-013 UAT production snapshot kept indefinitely, removed or covered en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises a copy no purge covers, Explains developing database instances, Explains data operations techniques

dso-retention-implementation I1: PJ-011 deleting without a legal-hold check edu:Question

https://knobit.org/id/register/data-storage-operations#SO-455

dcterms:identifierSO-455
rdfs:labeldso-retention-implementation I1: PJ-011 deleting without a legal-hold check en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (3 points)
solvable withset of Recognises a purge ignoring legal holds

dso-retention-implementation I1: PJ-012 running without a run record edu:Question

https://knobit.org/id/register/data-storage-operations#SO-456

dcterms:identifierSO-456
rdfs:labeldso-retention-implementation I1: PJ-012 running without a run record en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (3 points)
solvable withset of Recognises a purge with no run record

dso-retention-implementation I1: run log recording what was deleted, under which rule, when, for audit edu:Question

https://knobit.org/id/register/data-storage-operations#SO-457

dcterms:identifierSO-457
rdfs:labeldso-retention-implementation I1: run log recording what was deleted, under which rule, when, for audit en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (3 points)
solvable withset of Explains evidence of disposition, Explains data operations governance

dso-retention-implementation I2: AR-010 proprietary tape archive, never restored, over a 7-year retention edu:Question

https://knobit.org/id/register/data-storage-operations#SO-458

dcterms:identifierSO-458
rdfs:labeldso-retention-implementation I2: AR-010 proprietary tape archive, never restored, over a 7-year retention en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Recognises an archive unreadable over its retention, Explains storage media and database organisation

dso-retention-implementation I2: AR-010 migrated to an open format with a periodic restore test edu:Question

https://knobit.org/id/register/data-storage-operations#SO-459

dcterms:identifierSO-459
rdfs:labeldso-retention-implementation I2: AR-010 migrated to an open format with a periodic restore test en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Recognises an archive unreadable over its retention, Explains the drivers and goals of data storage and operations

dso-retention-implementation I3: CP-010 synchronous standby left covered by PJ-010 edu:Question

https://knobit.org/id/register/data-storage-operations#SO-460

dcterms:identifierSO-460
rdfs:labeldso-retention-implementation I3: CP-010 synchronous standby left covered by PJ-010 en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI3 (1 points)
solvable withset of Explains retention of copies and erasure, Explains database architecture types

dso-retention-implementation I3: CP-014 virtualisation layer recognised as storing no copy edu:Question

https://knobit.org/id/register/data-storage-operations#SO-461

dcterms:identifierSO-461
rdfs:labeldso-retention-implementation I3: CP-014 virtualisation layer recognised as storing no copy en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI3 (1 points)
solvable withset of Explains retention of copies and erasure, Explains database architecture types

dso-data-migration C1: reconciliation on value and the dropped status edu:Question

https://knobit.org/id/register/data-storage-operations#SO-501

dcterms:identifierSO-501
rdfs:labeldso-data-migration C1: reconciliation on value and the dropped status en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a reconciliation by count only, Recognises control totals across currencies, Recognises a source value with no target value, Reconciles a migration per currency from the data

dso-data-migration I1: rollback, thresholds, components and sign-off edu:Question

https://knobit.org/id/register/data-storage-operations#SO-502

dcterms:identifierSO-502
rdfs:labeldso-data-migration I1: rollback, thresholds, components and sign-off en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a cutover with no rollback, Recognises go/no-go criteria with no thresholds, Recognises a balance component not migrated, Recognises a self-signed reconciliation

dso-migration-cutover C1a: W1 rollback by restore after the new core posts real transactions edu:Question

https://knobit.org/id/register/data-storage-operations#SO-550

dcterms:identifierSO-550
rdfs:labeldso-migration-cutover C1a: W1 rollback by restore after the new core posts real transactions en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a rollback after real postings

dso-migration-cutover C1b: a way back that works - point of no return at the first posting, or a reverse migration edu:Question

https://knobit.org/id/register/data-storage-operations#SO-551

dcterms:identifierSO-551
rdfs:labeldso-migration-cutover C1b: a way back that works - point of no return at the first posting, or a reverse migration en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a rollback after real postings

dso-migration-cutover C1c: go/no-go decision moved before the point of no return edu:Question

https://knobit.org/id/register/data-storage-operations#SO-552

dcterms:identifierSO-552
rdfs:labeldso-migration-cutover C1c: go/no-go decision moved before the point of no return en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains cutover and rollback

dso-migration-cutover C2a: RC-003 tolerance on amounts with no rounding rule edu:Question

https://knobit.org/id/register/data-storage-operations#SO-553

dcterms:identifierSO-553
rdfs:labeldso-migration-cutover C2a: RC-003 tolerance on amounts with no rounding rule en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Recognises a reconciliation tolerance with no rationale

dso-migration-cutover C2b: EUR accrued interest recomputed, D-0004 hidden by the tolerance edu:Question

https://knobit.org/id/register/data-storage-operations#SO-554

dcterms:identifierSO-554
rdfs:labeldso-migration-cutover C2b: EUR accrued interest recomputed, D-0004 hidden by the tolerance en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Recognises a reconciliation tolerance with no rationale, Reconciles a migration per currency from the data

dso-migration-cutover C2c: go/no-go threshold inheriting the tolerance set to zero difference edu:Question

https://knobit.org/id/register/data-storage-operations#SO-555

dcterms:identifierSO-555
rdfs:labeldso-migration-cutover C2c: go/no-go threshold inheriting the tolerance set to zero difference en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (3 points)
solvable withset of Recognises a reconciliation tolerance with no rationale, Explains cutover and rollback

dso-migration-cutover I1a: MM-002 truncates contracted rates to two decimals edu:Question

https://knobit.org/id/register/data-storage-operations#SO-556

dcterms:identifierSO-556
rdfs:labeldso-migration-cutover I1a: MM-002 truncates contracted rates to two decimals en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises precision lost in migration

dso-migration-cutover I1b: rate precision kept or a rounding rule agreed with the owner edu:Question

https://knobit.org/id/register/data-storage-operations#SO-557

dcterms:identifierSO-557
rdfs:labeldso-migration-cutover I1b: rate precision kept or a rounding rule agreed with the owner en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises precision lost in migration

dso-migration-cutover I2a: MM-002 defaults a missing rate to 0, inventing a fact (D-0005) edu:Question

https://knobit.org/id/register/data-storage-operations#SO-558

dcterms:identifierSO-558
rdfs:labeldso-migration-cutover I2a: MM-002 defaults a missing rate to 0, inventing a fact (D-0005) en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Recognises a migration default inventing a fact

dso-migration-cutover I2b: the default removed and D-0005 rejected for the data owner to decide edu:Question

https://knobit.org/id/register/data-storage-operations#SO-559

dcterms:identifierSO-559
rdfs:labeldso-migration-cutover I2b: the default removed and D-0005 rejected for the data owner to decide en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Recognises a migration default inventing a fact

dso-slas-olas C1: composed availability and batch freshness edu:Question

https://knobit.org/id/register/data-storage-operations#SO-601

dcterms:identifierSO-601
rdfs:labeldso-slas-olas C1: composed availability and batch freshness en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises OLAs unable to support the SLA, Recognises freshness promised before the batch ends, Composes availability across a dependency chain

dso-slas-olas I1: window, measurement point, owner, component cover edu:Question

https://knobit.org/id/register/data-storage-operations#SO-602

dcterms:identifierSO-602
rdfs:labeldso-slas-olas I1: window, measurement point, owner, component cover en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises an SLA with no measurement point, Recognises availability with no window, Recognises an SLA with no owner, Recognises an OLA window narrower than the SLA's

dso-recovery-service-levels C2a: SL-101 composed as the product, not the weakest link, and the target kept edu:Question

https://knobit.org/id/register/data-storage-operations#SO-650

dcterms:identifierSO-650
rdfs:labeldso-recovery-service-levels C2a: SL-101 composed as the product, not the weakest link, and the target kept en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains composing service levels from components

dso-recovery-service-levels C2b: SL-103's chain composed edu:Question

https://knobit.org/id/register/data-storage-operations#SO-651

dcterms:identifierSO-651
rdfs:labeldso-recovery-service-levels C2b: SL-103's chain composed en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains composing service levels from components

dso-recovery-service-levels C2c: the independence the product assumes edu:Question

https://knobit.org/id/register/data-storage-operations#SO-652

dcterms:identifierSO-652
rdfs:labeldso-recovery-service-levels C2c: the independence the product assumes en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains why the availability of components in series is the product of their availabilities

dso-recovery-service-levels I1a: SL-102 maintenance excluded inside the card peak edu:Question

https://knobit.org/id/register/data-storage-operations#SO-653

dcterms:identifierSO-653
rdfs:labeldso-recovery-service-levels I1a: SL-102 maintenance excluded inside the card peak en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (3 points)
solvable withset of Recognises exclusions swallowing the peak

dso-recovery-service-levels I1b: SL-103 target "always on" made numeric edu:Question

https://knobit.org/id/register/data-storage-operations#SO-654

dcterms:identifierSO-654
rdfs:labeldso-recovery-service-levels I1b: SL-103 target "always on" made numeric en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (3 points)
solvable withset of Recognises a non-numeric service target

dso-recovery-service-levels I1c: SL-105 breach with no consequence edu:Question

https://knobit.org/id/register/data-storage-operations#SO-655

dcterms:identifierSO-655
rdfs:labeldso-recovery-service-levels I1c: SL-105 breach with no consequence en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI1 (3 points)
solvable withset of Recognises an SLA with no consequence

dso-recovery-service-levels I2: SL-104 depends on the undefined OL-108 edu:Question

https://knobit.org/id/register/data-storage-operations#SO-656

dcterms:identifierSO-656
rdfs:labeldso-recovery-service-levels I2: SL-104 depends on the undefined OL-108 en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises an SLA depending on an unknown OLA

dso-knowledge-general Q1: database processing types under a partition edu:Question

https://knobit.org/id/register/data-storage-operations#SO-951

dcterms:identifierSO-951
rdfs:labeldso-knowledge-general Q1: database processing types under a partition en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
schema:learningResourceTypemultiple_choice
schema:textA retail bank's card authorisation service is replicated across two data centres. While the network link between them is down, the bank requires that the two sites never approve spending that together exceeds a card's limit. In terms of the CAP theorem, what does this requirement choose, and which processing model fits it? (a) Availability over consistency; BASE, accepting that the remaining limit becomes consistent later; (b) Consistency over availability; ACID, refusing or delaying authorisations that cannot be confirmed; (c) Partition tolerance over both; neither model, since a network partition makes the choice irrelevant; (d) Consistency and availability together; BASE, since replication keeps both during a partition en
solvable withset of Explains database processing types

dso-knowledge-general Q2: readiness before a storage technology change edu:Question

https://knobit.org/id/register/data-storage-operations#SO-952

dcterms:identifierSO-952
rdfs:labeldso-knowledge-general Q2: readiness before a storage technology change en
schema:isPartOfData storage and operations (DAMA-DMBOK2)
schema:isPartOfQ2 (1 points)
schema:learningResourceTypemultiple_choice
schema:textA bank will move its loan database from on-premises servers to a managed cloud database service. According to DAMA-DMBOK2's implementation guidance for data storage and operations, what should come before the move? (a) A readiness and risk assessment (data loss or corruption, technology fit, skills), with the change to how DBAs and developers work planned as part of it; (b) A vendor scorecard only, since a managed service transfers the operational risk to the provider; (c) A one-year freeze on schema changes, so that developers adapt before the DBAs are involved; (d) Nothing beyond a full backup, since a managed service makes a readiness assessment unnecessary en
solvable withset of Explains readiness and change for data operations

Used by

assesses learning outcomeCard fraud analytics store - weights after scoring, exit evidence, test data purpose and compound growth (technology evaluation and environments)
assesses learning outcomeDAMA-DMBOK2 data storage and operations: general knowledge no stage test reaches (CDMP-style questions)
assesses learning outcomeBank data service levels with recovery commitments - recovery chains, copies per scenario, restore scope, composition and SLA definitions
assesses learning outcomeCard platform retention - periods, triggers, holds, run records and archives (retention implementation skills)
schema:hasPartC1 (3 points)
schema:hasPartI1 (3 points)
schema:hasPartI2 (1 points)
schema:hasPartC1 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartC1 (3 points)
schema:hasPartC2 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartC1 (3 points)
schema:hasPartC2 (3 points)
schema:hasPartC3 (3 points)
schema:hasPartC4 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1 points)
schema:hasPartQ1 (1 points)
schema:hasPartQ2 (1 points)
schema:hasPartC1 (3 points)
schema:hasPartC2 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (2 points)
schema:hasPartC1 (3 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (3 points)
schema:hasPartI2 (1 points)
schema:hasPartC1 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartC1 (3 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (3 points)
schema:hasPartI2 (2 points)
schema:hasPartI3 (1 points)
schema:hasPartC1 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartC1 (3 points)
schema:hasPartI1 (3 points)
schema:hasPartI2 (1 points)
schema:isPartOfExplains the rounding rule
schema:isPartOfExplains the concept of a percentage
schema:isPartOfExplains the concept of the arithmetic mean
schema:isPartOfExplains the nature of compound percentage growth and decline
schema:isPartOfExplains the meaning of the product of dependent and independent events
schema:isPartOfRecognises a mandatory requirement scored instead of gated
schema:isPartOfRecognises a non-discriminating evaluation criterion
schema:isPartOfRecognises an evaluation criterion with no requirement
schema:isPartOfRecognises a score with no evidence
schema:isPartOfRecognises weights deciding the outcome alone
schema:isPartOfRecognises a gate-failing candidate recommended
schema:isPartOfRecognises an outsourced option with no exit criterion
schema:isPartOfRecognises a requirement with no criterion
schema:isPartOfRecognises duplicate evaluation criteria
schema:isPartOfRecognises a vendor claim used as evidence
schema:isPartOfApplies mandatory requirements as gates before scoring
schema:isPartOfExplains gated weighted evaluation
schema:isPartOfExplains exit strategies for outsourced platforms
schema:isPartOfExplains the evidence behind an evaluation score
schema:isPartOfExplains compound growth of volume over a planning horizon
schema:isPartOfExplains a weighted score as the sum of weights times scores
schema:isPartOfExplains why the availability of components in series is the product of their availabilities
schema:isPartOfExplains purpose limitation, minimisation and storage limitation
schema:isPartOfRecognises production personal data in non-production
schema:isPartOfRecognises re-identifiable masking
schema:isPartOfRecognises capacity with no growth assumption
schema:isPartOfRecognises capacity with no peak factor
schema:isPartOfRecognises an undersized recovery environment
schema:isPartOfRecognises an environment with no owner
schema:isPartOfRecognises non-production linked to production
schema:isPartOfRecognises an unapproved production refresh
schema:isPartOfRecognises a capacity horizon shorter than the lead time
schema:isPartOfReplaces re-identifiable masking with protection fit for non-production
schema:isPartOfSizes capacity from growth, peak and horizon
schema:isPartOfExplains protecting production data in test environments
schema:isPartOfExplains environment separation
schema:isPartOfExplains capacity planning
schema:isPartOfRecognises an RPO the copies cannot deliver
schema:isPartOfRecognises an RTO longer than a service's impact tolerance
schema:isPartOfRecognises a restore never tested
schema:isPartOfRecognises a stale restore test
schema:isPartOfRecognises backups in the primary's failure domain
schema:isPartOfRecognises synchronous replication over too long a distance
schema:isPartOfRecognises a critical data set with no recovery objectives
schema:isPartOfRecognises a critical service depending on a data set outside the plan
schema:isPartOfRecognises backups unprotected against tampering
schema:isPartOfRecognises a restore slower than the RTO
schema:isPartOfReconciles recovery objectives with copies and tolerances
schema:isPartOfExplains recovery objectives and impact tolerances
schema:isPartOfExplains backup and replication mechanics
schema:isPartOfExplains restore testing
schema:isPartOfRecognises a purge before the retention period ends
schema:isPartOfRecognises a purge counting from the wrong trigger
schema:isPartOfRecognises a purge ignoring legal holds
schema:isPartOfRecognises an archive unreadable over its retention
schema:isPartOfRecognises a copy outliving its source
schema:isPartOfRecognises an erasure stopping at production
schema:isPartOfRecognises a purge with no run record
schema:isPartOfRecognises a retention period set outside the schedule
schema:isPartOfRecognises a copy no purge covers
schema:isPartOfRecognises a purge trigger the data does not hold
schema:isPartOfRe-anchors a purge on the rule's trigger
schema:isPartOfExplains retention rules in operation
schema:isPartOfExplains retention of copies and erasure
schema:isPartOfExplains evidence of disposition
schema:isPartOfRecognises a reconciliation by count only
schema:isPartOfRecognises control totals across currencies
schema:isPartOfRecognises a source value with no target value
schema:isPartOfRecognises a cutover with no rollback
schema:isPartOfRecognises a rollback after real postings
schema:isPartOfRecognises go/no-go criteria with no thresholds
schema:isPartOfRecognises a balance component not migrated
schema:isPartOfRecognises precision lost in migration
schema:isPartOfRecognises a reconciliation tolerance with no rationale
schema:isPartOfRecognises a migration default inventing a fact
schema:isPartOfRecognises a self-signed reconciliation
schema:isPartOfReconciles a migration per currency from the data
schema:isPartOfExplains migration reconciliation
schema:isPartOfExplains cutover and rollback
schema:isPartOfExplains crosswalks, precision and minor units
schema:isPartOfRecognises an SLA with no measurement point
schema:isPartOfRecognises availability with no window
schema:isPartOfRecognises exclusions swallowing the peak
schema:isPartOfRecognises OLAs unable to support the SLA
schema:isPartOfRecognises freshness promised before the batch ends
schema:isPartOfRecognises an SLA with no owner
schema:isPartOfRecognises an SLA with no consequence
schema:isPartOfRecognises an SLA depending on an unknown OLA
schema:isPartOfRecognises an OLA window narrower than the SLA's
schema:isPartOfRecognises a non-numeric service target
schema:isPartOfComposes availability across a dependency chain
schema:isPartOfExplains measurable service levels
schema:isPartOfExplains composing service levels from components
schema:isPartOfExplains the drivers and goals of data storage and operations
schema:isPartOfExplains database architecture types
schema:isPartOfExplains database processing types
schema:isPartOfExplains storage media and database organisation
schema:isPartOfExplains change data capture and sharding
schema:isPartOfExplains developing database instances
schema:isPartOfExplains data operations techniques
schema:isPartOfExplains readiness and change for data operations
schema:isPartOfExplains data operations governance