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Data warehousing and business intelligence (DAMA-DMBOK2)

schema:Dataset

https://knobit.org/id/register/dw-bi

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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 DW/BI deliverables - requirements, metric definitions, bus matrix, population and reconciliation, report specifications - and explaining every difference between two numbers with the same name in numbers: the competence the dw-bi 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:titleData warehousing and business intelligence (DAMA-DMBOK2) en
owl:sameAshttps://bitbucket.org/reffa/ontology/skills/dw-bi
schema:licensehttps://creativecommons.org/licenses/by/4.0/
skos:noteaudience: BI architects and analysts, metric owners, and AI models assessed by skill-tests en
skos:notedomain: Data management, data warehousing and business intelligence (DAMA-DMBOK2 chapter 11) en
skos:notelevel: CDMP Practitioner: the Data Warehousing and Business Intelligence specialist exam (DAMA International) en

Items and references

dwbi-requirements C1: a RAG pie chart requested with no decision edu:Question

https://knobit.org/id/register/dw-bi#BI-101

dcterms:identifierBI-101
rdfs:labeldwbi-requirements C1: a RAG pie chart requested with no decision en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Recognises a chart requested instead of a question

dwbi-requirements C1: each request restated as a decision and a question edu:Question

https://knobit.org/id/register/dw-bi#BI-102

dcterms:identifierBI-102
rdfs:labeldwbi-requirements C1: each request restated as a decision and a question en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Restates a BI request as a decision and a question

dwbi-requirements C2: intraday arrears from a nightly load edu:Question

https://knobit.org/id/register/dw-bi#BI-103

dcterms:identifierBI-103
rdfs:labeldwbi-requirements C2: intraday arrears from a nightly load en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises timeliness the sources cannot meet

dwbi-requirements C2: the timeliness gap raised against the refresh edu:Question

https://knobit.org/id/register/dw-bi#BI-104

dcterms:identifierBI-104
rdfs:labeldwbi-requirements C2: the timeliness gap raised against the refresh en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Raises a timeliness gap against the source refresh

dwbi-requirements I1: a dashboard of arrears with no decision edu:Question

https://knobit.org/id/register/dw-bi#BI-105

dcterms:identifierBI-105
rdfs:labeldwbi-requirements I1: a dashboard of arrears with no decision en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a report request with no decision

dwbi-requirements I1: branch decisions from monthly region totals edu:Question

https://knobit.org/id/register/dw-bi#BI-106

dcterms:identifierBI-106
rdfs:labeldwbi-requirements I1: branch decisions from monthly region totals en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a grain coarser than the question

dwbi-requirements I1: a question no source can answer edu:Question

https://knobit.org/id/register/dw-bi#BI-107

dcterms:identifierBI-107
rdfs:labeldwbi-requirements I1: a question no source can answer en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a BI question the data cannot answer

dwbi-requirements I1: an existing report under a new name edu:Question

https://knobit.org/id/register/dw-bi#BI-108

dcterms:identifierBI-108
rdfs:labeldwbi-requirements I1: an existing report under a new name en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises an existing report requested under a new name

dwbi-requirements I2: a requirement with no audience edu:Question

https://knobit.org/id/register/dw-bi#BI-109

dcterms:identifierBI-109
rdfs:labeldwbi-requirements I2: a requirement with no audience en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises a BI requirement with no audience

dwbi-requirements I2: ten years of card history from a 3-year source edu:Question

https://knobit.org/id/register/dw-bi#BI-110

dcterms:identifierBI-110
rdfs:labeldwbi-requirements I2: ten years of card history from a 3-year source en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises history beyond what the sources keep

dwbi-requirements Q1: no decisions invented; unclear ones raised edu:Question

https://knobit.org/id/register/dw-bi#BI-111

dcterms:identifierBI-111
rdfs:labeldwbi-requirements Q1: no decisions invented; unclear ones raised en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Raises a decision for its owner instead of taking it

dwbi-requirements-reporting C1: a daily rate gap needed from a weekly market-rate feed edu:Question

https://knobit.org/id/register/dw-bi#BI-150

dcterms:identifierBI-150
rdfs:labeldwbi-requirements-reporting C1: a daily rate gap needed from a weekly market-rate feed en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Explains the feasibility of BI requirements against sources

dwbi-requirements-reporting C1: 36 months of rate changes from a 24-month source edu:Question

https://knobit.org/id/register/dw-bi#BI-151

dcterms:identifierBI-151
rdfs:labeldwbi-requirements-reporting C1: 36 months of rate changes from a 24-month source en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Explains the feasibility of BI requirements against sources

dwbi-requirements-reporting C1: a feasible requirement (06:30 load, 08:00 need) left ok edu:Question

https://knobit.org/id/register/dw-bi#BI-152

dcterms:identifierBI-152
rdfs:labeldwbi-requirements-reporting C1: a feasible requirement (06:30 load, 08:00 need) left ok en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Explains the feasibility of BI requirements against sources

dwbi-requirements-reporting I1: an incomplete requirement completed from the interview notes edu:Question

https://knobit.org/id/register/dw-bi#BI-153

dcterms:identifierBI-153
rdfs:labeldwbi-requirements-reporting I1: an incomplete requirement completed from the interview notes en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (1.5 points)
solvable withset of Explains BI requirements gathering

Percentage point as a difference of percentages edu:Question

https://knobit.org/id/register/dw-bi#BI-1801

dcterms:identifierBI-1801
rdfs:labelPercentage point as a difference of percentages en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textThe unemployment rate rose from 6% to 8%. Which statement is correct? (a) a rise of 2%; (b) a rise of 2 percentage points; (c) a rise of 25 percentage points; (d) a rise of 8 percentage points en
solvable withset of Explains the meaning of a percentage point

Exchange rate and conversion edu:Question

https://knobit.org/id/register/dw-bi#BI-1802

dcterms:identifierBI-1802
rdfs:labelExchange rate and conversion en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textWhat does the exchange rate 1 EUR = 1.08 USD mean? (a) one euro buys 1.08 US dollars; (b) one dollar buys 1.08 euros; (c) the euro is 1.08% cheaper than the dollar; (d) the dollar is always worth 1.08 euros en
solvable withset of Explains the meaning of an exchange rate and of currency conversion

Arithmetic mean edu:Question

https://knobit.org/id/register/dw-bi#BI-1803

dcterms:identifierBI-1803
rdfs:labelArithmetic mean en
schema:isPartOfData warehousing and business intelligence (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

Database structure edu:Question

https://knobit.org/id/register/dw-bi#BI-1804

dcterms:identifierBI-1804
rdfs:labelDatabase structure en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textWhat is the primary key of a table for? (a) it identifies each row uniquely; (b) it sets the colour of a column; (c) it deletes the table; (d) it counts the columns en
solvable withset of Explains how database tables and relationships are structured

Values on a line chart edu:Question

https://knobit.org/id/register/dw-bi#BI-1805

dcterms:identifierBI-1805
rdfs:labelValues on a line chart en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:learningResourceTypeshort_answer
schema:textA line chart shows the daytime air temperature from 6:00 to 18:00. At what time was the temperature highest, and how high was it? en
solvable withset of Reads requested values from a chart

Non-performing loan ratio across segments edu:Question

https://knobit.org/id/register/dw-bi#BI-1901

dcterms:identifierBI-1901
rdfs:labelNon-performing loan ratio across segments en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textSegment A has 10 non-performing loans out of 100 (10%), segment B 10 out of 1,000 (1%). What is the bank's non-performing loan ratio? (a) about 1.8%; (b) 5.5%; (c) 11%; (d) 10% en
solvable withset of Explains a pooled rate as the weighted mean of its population rates

What a currency conversion in a metric must state edu:Question

https://knobit.org/id/register/dw-bi#BI-1902

dcterms:identifierBI-1902
rdfs:labelWhat a currency conversion in a metric must state en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textA report converts USD loans to EUR. What must the metric definition state so the figure can be recomputed? (a) the rate source and the rate date; (b) only the rate; (c) only the currency of the result; (d) nothing, if the ECB rate is used en
solvable withset of Explains converting a metric's currency at a stated rate source and date

Annualising a quarterly rate edu:Question

https://knobit.org/id/register/dw-bi#BI-1903

dcterms:identifierBI-1903
rdfs:labelAnnualising a quarterly rate en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:learningResourceTypemultiple_choice
schema:textNet interest income for the third quarter is 0.55% of average assets. What is the annualised net interest margin, by the quarterly method? (a) 2.2%; (b) 0.55%; (c) 0.14%; (d) 6.6% en
solvable withset of Explains annualising a period rate

dwbi-metric-definitions C1: the difference reconciled into quantified effects edu:Question

https://knobit.org/id/register/dw-bi#BI-201

dcterms:identifierBI-201
rdfs:labeldwbi-metric-definitions C1: the difference reconciled into quantified effects en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Reconciles two values of one KPI into quantified effects

dwbi-metric-definitions C1: non-performing forborne exposures brought into the definition edu:Question

https://knobit.org/id/register/dw-bi#BI-202

dcterms:identifierBI-202
rdfs:labeldwbi-metric-definitions C1: non-performing forborne exposures brought into the definition en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Aligns a KPI with its regulatory definition

dwbi-metric-definitions C1: the corrected ratio recomputed from the extract edu:Question

https://knobit.org/id/register/dw-bi#BI-203

dcterms:identifierBI-203
rdfs:labeldwbi-metric-definitions C1: the corrected ratio recomputed from the extract en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recomputes a ratio from summed numerators and denominators

dwbi-metric-definitions I1: average balances used for a quarter-end ratio edu:Question

https://knobit.org/id/register/dw-bi#BI-204

dcterms:identifierBI-204
rdfs:labeldwbi-metric-definitions I1: average balances used for a quarter-end ratio en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises point in time and period confused

dwbi-metric-definitions I1: non-performing forborne exposures excluded edu:Question

https://knobit.org/id/register/dw-bi#BI-205

dcterms:identifierBI-205
rdfs:labeldwbi-metric-definitions I1: non-performing forborne exposures excluded en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a management KPI under a regulatory name

dwbi-metric-definitions I1: segment ratios averaged edu:Question

https://knobit.org/id/register/dw-bi#BI-206

dcterms:identifierBI-206
rdfs:labeldwbi-metric-definitions I1: segment ratios averaged en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a ratio averaged across segments

dwbi-metric-definitions I1: two definitions named NPL ratio edu:Question

https://knobit.org/id/register/dw-bi#BI-207

dcterms:identifierBI-207
rdfs:labeldwbi-metric-definitions I1: two definitions named NPL ratio en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises two definitions of one KPI

dwbi-metric-definitions I2: numerator and denominator over different populations edu:Question

https://knobit.org/id/register/dw-bi#BI-208

dcterms:identifierBI-208
rdfs:labeldwbi-metric-definitions I2: numerator and denominator over different populations en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises a ratio over mismatched populations

dwbi-metric-definitions I2: conversion without a rate date edu:Question

https://knobit.org/id/register/dw-bi#BI-209

dcterms:identifierBI-209
rdfs:labeldwbi-metric-definitions I2: conversion without a rate date en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises a currency conversion without a rate date

dwbi-metric-definitions Q1: the EBA definition used as quoted edu:Question

https://knobit.org/id/register/dw-bi#BI-210

dcterms:identifierBI-210
rdfs:labeldwbi-metric-definitions Q1: the EBA definition used as quoted en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Uses a regulatory definition only as quoted

dwbi-kpi-precision C1: KP-11 month-end balances summed over the quarter edu:Question

https://knobit.org/id/register/dw-bi#BI-250

dcterms:identifierBI-250
rdfs:labeldwbi-kpi-precision C1: KP-11 month-end balances summed over the quarter en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a semi-additive balance summed over time

dwbi-kpi-precision C1: KP-12 quarterly margin shown as annual, annualised edu:Question

https://knobit.org/id/register/dw-bi#BI-251

dcterms:identifierBI-251
rdfs:labeldwbi-kpi-precision C1: KP-12 quarterly margin shown as annual, annualised en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a period rate not annualised

dwbi-kpi-precision C1: KP-16 nine-month ratio passed with no annualisation edu:Question

https://knobit.org/id/register/dw-bi#BI-252

dcterms:identifierBI-252
rdfs:labeldwbi-kpi-precision C1: KP-16 nine-month ratio passed with no annualisation en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a period rate not annualised

dwbi-kpi-precision C2: KP-14 as the pooled rate, not the plain mean of segment rates edu:Question

https://knobit.org/id/register/dw-bi#BI-253

dcterms:identifierBI-253
rdfs:labeldwbi-kpi-precision C2: KP-14 as the pooled rate, not the plain mean of segment rates en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains a pooled rate as the weighted mean of its population rates

dwbi-kpi-precision C2: the arrears rise explained as a mix effect edu:Question

https://knobit.org/id/register/dw-bi#BI-254

dcterms:identifierBI-254
rdfs:labeldwbi-kpi-precision C2: the arrears rise explained as a mix effect en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains a pooled rate as the weighted mean of its population rates

dwbi-kpi-precision I1: KP-15 converted at the ECB rate of the balance date edu:Question

https://knobit.org/id/register/dw-bi#BI-255

dcterms:identifierBI-255
rdfs:labeldwbi-kpi-precision I1: KP-15 converted at the ECB rate of the balance date en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Explains converting a metric's currency at a stated rate source and date

dwbi-kpi-precision I1: KP-13 with no owner edu:Question

https://knobit.org/id/register/dw-bi#BI-256

dcterms:identifierBI-256
rdfs:labeldwbi-kpi-precision I1: KP-13 with no owner en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a metric with no owner

dwbi-kpi-precision I2: every component of a computable definition stated edu:Question

https://knobit.org/id/register/dw-bi#BI-257

dcterms:identifierBI-257
rdfs:labeldwbi-kpi-precision I2: every component of a computable definition stated en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Explains the components of a metric definition

dwbi-kpi-precision I2: additivity stated, ratio non-additive and balance semi-additive edu:Question

https://knobit.org/id/register/dw-bi#BI-258

dcterms:identifierBI-258
rdfs:labeldwbi-kpi-precision I2: additivity stated, ratio non-additive and balance semi-additive en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (2 points)
solvable withset of Explains additivity of facts

dwbi-kpi-precision I3: non-performing at 20 days past due, unlikely to pay or forborne edu:Question

https://knobit.org/id/register/dw-bi#BI-259

dcterms:identifierBI-259
rdfs:labeldwbi-kpi-precision I3: non-performing at 20 days past due, unlikely to pay or forborne en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI3 (1 points)
solvable withset of Explains the EBA definition of non-performing exposures

dwbi-kpi-precision I4: definitions kept once in a semantic layer all BI tools read edu:Question

https://knobit.org/id/register/dw-bi#BI-260

dcterms:identifierBI-260
rdfs:labeldwbi-kpi-precision I4: definitions kept once in a semantic layer all BI tools read en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI4 (1.5 points)
solvable withset of Explains DW architecture approaches, Explains DW/BI tools and their categories

dwbi-kpi-precision I4: changed definitions released with a parallel run and monitored edu:Question

https://knobit.org/id/register/dw-bi#BI-261

dcterms:identifierBI-261
rdfs:labeldwbi-kpi-precision I4: changed definitions released with a parallel run and monitored en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI4 (1.5 points)
solvable withset of Explains DW/BI operations and maintenance

dwbi-kpi-precision I4: owner sign-off and lineage before business acceptance edu:Question

https://knobit.org/id/register/dw-bi#BI-262

dcterms:identifierBI-262
rdfs:labeldwbi-kpi-precision I4: owner sign-off and lineage before business acceptance en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI4 (1.5 points)
solvable withset of Explains DW/BI governance and implementation

dwbi-bus-matrix C1: two Customer dimensions at different grains called conformed edu:Question

https://knobit.org/id/register/dw-bi#BI-301

dcterms:identifierBI-301
rdfs:labeldwbi-bus-matrix C1: two Customer dimensions at different grains called conformed en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a dimension conformed in name only

dwbi-bus-matrix C1: conformance judged by grain and key edu:Question

https://knobit.org/id/register/dw-bi#BI-302

dcterms:identifierBI-302
rdfs:labeldwbi-bus-matrix C1: conformance judged by grain and key en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Judges dimension conformance by grain and key

dwbi-bus-matrix C1: the drill-across consequence for joint holders edu:Question

https://knobit.org/id/register/dw-bi#BI-303

dcterms:identifierBI-303
rdfs:labeldwbi-bus-matrix C1: the drill-across consequence for joint holders en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Traces the consequence of a drill-across mismatch

dwbi-bus-matrix I1: loan arrears with no fact edu:Question

https://knobit.org/id/register/dw-bi#BI-304

dcterms:identifierBI-304
rdfs:labeldwbi-bus-matrix I1: loan arrears with no fact en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a business process with no fact

dwbi-bus-matrix I1: the card mart's private Customer edu:Question

https://knobit.org/id/register/dw-bi#BI-305

dcterms:identifierBI-305
rdfs:labeldwbi-bus-matrix I1: the card mart's private Customer en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a mart bypassing the conformed dimensions

dwbi-bus-matrix I1: card spend and deposits drilled across without a shared dimension edu:Question

https://knobit.org/id/register/dw-bi#BI-306

dcterms:identifierBI-306
rdfs:labeldwbi-bus-matrix I1: card spend and deposits drilled across without a shared dimension en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a drill-across without a shared conformed dimension

dwbi-bus-matrix I1: disbursements at loan and tranche grain edu:Question

https://knobit.org/id/register/dw-bi#BI-307

dcterms:identifierBI-307
rdfs:labeldwbi-bus-matrix I1: disbursements at loan and tranche grain en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a fact with mixed grain

dwbi-bus-matrix I2: branch ticked for a fact without a branch key edu:Question

https://knobit.org/id/register/dw-bi#BI-308

dcterms:identifierBI-308
rdfs:labeldwbi-bus-matrix I2: branch ticked for a fact without a branch key en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1.5 points)
solvable withset of Recognises a matrix tick the fact cannot carry

dwbi-bus-matrix I2: the legacy loan cube with no owner or consumer edu:Question

https://knobit.org/id/register/dw-bi#BI-309

dcterms:identifierBI-309
rdfs:labeldwbi-bus-matrix I2: the legacy loan cube with no owner or consumer en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1.5 points)
solvable withset of Recognises a data product with no owner or consumer

dwbi-bus-matrix I2: two products answering average deposit balance differently edu:Question

https://knobit.org/id/register/dw-bi#BI-310

dcterms:identifierBI-310
rdfs:labeldwbi-bus-matrix I2: two products answering average deposit balance differently en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1.5 points)
solvable withset of Recognises two data products answering one question differently

dwbi-bus-matrix Q1: no new processes invented edu:Question

https://knobit.org/id/register/dw-bi#BI-311

dcterms:identifierBI-311
rdfs:labeldwbi-bus-matrix Q1: no new processes invented en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Keeps the bus matrix to the given processes

dwbi-conformed-loads C2: an Account keyed by IBAN beside one keyed by account_id judged not conformed by key edu:Question

https://knobit.org/id/register/dw-bi#BI-350

dcterms:identifierBI-350
rdfs:labeldwbi-conformed-loads C2: an Account keyed by IBAN beside one keyed by account_id judged not conformed by key en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains the enterprise bus matrix and conformed dimensions

dwbi-conformed-loads C2: a bulk-file fee repeated on payment rows kept off the payment grain edu:Question

https://knobit.org/id/register/dw-bi#BI-351

dcterms:identifierBI-351
rdfs:labeldwbi-conformed-loads C2: a bulk-file fee repeated on payment rows kept off the payment grain en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains the declared grain of a fact

dwbi-conformed-loads I2: the payments mart given an SLA edu:Question

https://knobit.org/id/register/dw-bi#BI-352

dcterms:identifierBI-352
rdfs:labeldwbi-conformed-loads I2: the payments mart given an SLA en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Explains data products in a warehouse

dwbi-conformed-loads Q1: the conformed Branch in an initiating-branch role left alone edu:Question

https://knobit.org/id/register/dw-bi#BI-353

dcterms:identifierBI-353
rdfs:labeldwbi-conformed-loads Q1: the conformed Branch in an initiating-branch role left alone en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (2 points)
solvable withset of Explains the enterprise bus matrix and conformed dimensions

dwbi-reconciliation C1: +2.1M and -2.0M offsetting inside a total tolerance edu:Question

https://knobit.org/id/register/dw-bi#BI-401

dcterms:identifierBI-401
rdfs:labeldwbi-reconciliation C1: +2.1M and -2.0M offsetting inside a total tolerance en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Recognises a reconciliation passing on offsetting differences

dwbi-reconciliation C1: reconciliation per GL account with the differences edu:Question

https://knobit.org/id/register/dw-bi#BI-402

dcterms:identifierBI-402
rdfs:labeldwbi-reconciliation C1: reconciliation per GL account with the differences en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Reconciles per general ledger account

dwbi-reconciliation C1: the manual adjustment made a recorded control edu:Question

https://knobit.org/id/register/dw-bi#BI-403

dcterms:identifierBI-403
rdfs:labeldwbi-reconciliation C1: the manual adjustment made a recorded control en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Brings a manual adjustment under a recorded control

dwbi-reconciliation I1: 37 rejects discarded edu:Question

https://knobit.org/id/register/dw-bi#BI-404

dcterms:identifierBI-404
rdfs:labeldwbi-reconciliation I1: 37 rejects discarded en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises load rejects dropped

dwbi-reconciliation I1: the manual adjustment outside every control edu:Question

https://knobit.org/id/register/dw-bi#BI-405

dcterms:identifierBI-405
rdfs:labeldwbi-reconciliation I1: the manual adjustment outside every control en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a manual adjustment outside any control

dwbi-reconciliation I1: a 'standard' tolerance with no rationale edu:Question

https://knobit.org/id/register/dw-bi#BI-406

dcterms:identifierBI-406
rdfs:labeldwbi-reconciliation I1: a 'standard' tolerance with no rationale en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a reconciliation tolerance with no rationale

dwbi-reconciliation I1: the savings load without control totals edu:Question

https://knobit.org/id/register/dw-bi#BI-407

dcterms:identifierBI-407
rdfs:labeldwbi-reconciliation I1: the savings load without control totals en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a warehouse load with no control totals

dwbi-reconciliation I2: late postings ignored after close edu:Question

https://knobit.org/id/register/dw-bi#BI-408

dcterms:identifierBI-408
rdfs:labeldwbi-reconciliation I2: late postings ignored after close en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises late data silently excluded

dwbi-reconciliation I2: the mart has no as-of date edu:Question

https://knobit.org/id/register/dw-bi#BI-409

dcterms:identifierBI-409
rdfs:labeldwbi-reconciliation I2: the mart has no as-of date en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises data delivered with no as-of date

dwbi-reconciliation Q1: the tolerance not widened edu:Question

https://knobit.org/id/register/dw-bi#BI-410

dcterms:identifierBI-410
rdfs:labeldwbi-reconciliation Q1: the tolerance not widened en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Keeps a reconciliation tolerance unchanged to pass

dwbi-conformed-loads C1: a load reporting no rejects that loses 60 rows and EUR 240 000 edu:Question

https://knobit.org/id/register/dw-bi#BI-450

dcterms:identifierBI-450
rdfs:labeldwbi-conformed-loads C1: a load reporting no rejects that loses 60 rows and EUR 240 000 en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains warehouse load controls

dwbi-conformed-loads C1: the EUR clearing break explained by the unbalanced load edu:Question

https://knobit.org/id/register/dw-bi#BI-451

dcterms:identifierBI-451
rdfs:labeldwbi-conformed-loads C1: the EUR clearing break explained by the unbalanced load en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains reconciliation to the general ledger

dwbi-conformed-loads C1: the USD clearing account reconciled in transaction currency, not across two conversion rates edu:Question

https://knobit.org/id/register/dw-bi#BI-452

dcterms:identifierBI-452
rdfs:labeldwbi-conformed-loads C1: the USD clearing account reconciled in transaction currency, not across two conversion rates en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (3 points)
solvable withset of Explains reconciliation to the general ledger

dwbi-conformed-loads I1: a fee income reconciliation with no owner or frequency edu:Question

https://knobit.org/id/register/dw-bi#BI-453

dcterms:identifierBI-453
rdfs:labeldwbi-conformed-loads I1: a fee income reconciliation with no owner or frequency en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a reconciliation with no owner or frequency

dwbi-conformed-loads I1: an intraday mart stamped with a date only edu:Question

https://knobit.org/id/register/dw-bi#BI-454

dcterms:identifierBI-454
rdfs:labeldwbi-conformed-loads I1: an intraday mart stamped with a date only en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Explains data currency for consumers

dwbi-conformed-loads Q1: a balanced load with held rejects left alone edu:Question

https://knobit.org/id/register/dw-bi#BI-455

dcterms:identifierBI-455
rdfs:labeldwbi-conformed-loads Q1: a balanced load with held rejects left alone en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (2 points)
solvable withset of Explains warehouse load controls

dwbi-conformed-loads Q1: an owned daily reconciliation left alone edu:Question

https://knobit.org/id/register/dw-bi#BI-456

dcterms:identifierBI-456
rdfs:labeldwbi-conformed-loads Q1: an owned daily reconciliation left alone en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (2 points)
solvable withset of Explains reconciliation to the general ledger

dwbi-conformed-loads Q1: a daily mart stamped end of day left alone edu:Question

https://knobit.org/id/register/dw-bi#BI-457

dcterms:identifierBI-457
rdfs:labeldwbi-conformed-loads Q1: a daily mart stamped end of day left alone en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (2 points)
solvable withset of Explains data currency for consumers

dwbi-report-specification C1: a y-axis from 95% of the minimum turning 2% into a cliff edu:Question

https://knobit.org/id/register/dw-bi#BI-501

dcterms:identifierBI-501
rdfs:labeldwbi-report-specification C1: a y-axis from 95% of the minimum turning 2% into a cliff en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Recognises a truncated axis exaggerating a change

dwbi-report-specification C1: the axis rescaled to show the change truthfully edu:Question

https://knobit.org/id/register/dw-bi#BI-502

dcterms:identifierBI-502
rdfs:labeldwbi-report-specification C1: the axis rescaled to show the change truthfully en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC1 (2 points)
solvable withset of Rescales a chart so it shows the change truthfully

dwbi-report-specification C2: named borrowers shown to a branch audience entitled to aggregates edu:Question

https://knobit.org/id/register/dw-bi#BI-503

dcterms:identifierBI-503
rdfs:labeldwbi-report-specification C2: named borrowers shown to a branch audience entitled to aggregates en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Recognises restricted data shown beyond its audience

dwbi-report-specification C2: the panel restricted to aggregates edu:Question

https://knobit.org/id/register/dw-bi#BI-504

dcterms:identifierBI-504
rdfs:labeldwbi-report-specification C2: the panel restricted to aggregates en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Restricts a report panel to its entitled audience

dwbi-report-specification I1: actual and plan in one style edu:Question

https://knobit.org/id/register/dw-bi#BI-505

dcterms:identifierBI-505
rdfs:labeldwbi-report-specification I1: actual and plan in one style en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises actual and plan without distinct notation

dwbi-report-specification I1: new lending without units edu:Question

https://knobit.org/id/register/dw-bi#BI-506

dcterms:identifierBI-506
rdfs:labeldwbi-report-specification I1: new lending without units en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a report panel without units

dwbi-report-specification I1: no as-of date edu:Question

https://knobit.org/id/register/dw-bi#BI-507

dcterms:identifierBI-507
rdfs:labeldwbi-report-specification I1: no as-of date en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a report with no as-of date

dwbi-report-specification I1: a pie per month of nine products edu:Question

https://knobit.org/id/register/dw-bi#BI-508

dcterms:identifierBI-508
rdfs:labeldwbi-report-specification I1: a pie per month of nine products en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI1 (2 points)
solvable withset of Recognises a pie chart for many parts or over time

dwbi-report-specification I2: consumer and mortgage arrears on different scales edu:Question

https://knobit.org/id/register/dw-bi#BI-509

dcterms:identifierBI-509
rdfs:labeldwbi-report-specification I2: consumer and mortgage arrears on different scales en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises comparable charts on different scales

dwbi-report-specification I2: a 'portfolio health score' outside the catalogue edu:Question

https://knobit.org/id/register/dw-bi#BI-510

dcterms:identifierBI-510
rdfs:labeldwbi-report-specification I2: a 'portfolio health score' outside the catalogue en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1 points)
solvable withset of Recognises a report metric outside the catalogue

dwbi-report-specification Q1: every panel cites a catalogue metric edu:Question

https://knobit.org/id/register/dw-bi#BI-511

dcterms:identifierBI-511
rdfs:labeldwbi-report-specification Q1: every panel cites a catalogue metric en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
solvable withset of Cites a catalogue metric for every panel

dwbi-requirements-reporting C2: columns from EUR 2,350m with lie factor 48, rescaled from zero edu:Question

https://knobit.org/id/register/dw-bi#BI-550

dcterms:identifierBI-550
rdfs:labeldwbi-requirements-reporting C2: columns from EUR 2,350m with lie factor 48, rescaled from zero en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains honest scaling in charts

dwbi-requirements-reporting C2: a line axis with a marked break left alone edu:Question

https://knobit.org/id/register/dw-bi#BI-551

dcterms:identifierBI-551
rdfs:labeldwbi-requirements-reporting C2: a line axis with a marked break left alone en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC2 (2 points)
solvable withset of Explains honest scaling in charts

dwbi-requirements-reporting C3: restricted planned rate changes shown to branch managers edu:Question

https://knobit.org/id/register/dw-bi#BI-552

dcterms:identifierBI-552
rdfs:labeldwbi-requirements-reporting C3: restricted planned rate changes shown to branch managers en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC3 (2 points)
solvable withset of Explains access control for reports

dwbi-requirements-reporting C3: customer-level data for its entitled desk left alone edu:Question

https://knobit.org/id/register/dw-bi#BI-553

dcterms:identifierBI-553
rdfs:labeldwbi-requirements-reporting C3: customer-level data for its entitled desk left alone en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfC3 (2 points)
solvable withset of Explains access control for reports

dwbi-requirements-reporting I2: plan outlined in IBCS notation edu:Question

https://knobit.org/id/register/dw-bi#BI-554

dcterms:identifierBI-554
rdfs:labeldwbi-requirements-reporting I2: plan outlined in IBCS notation en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1.5 points)
solvable withset of Explains IBCS notation

dwbi-requirements-reporting I2: forecast hatched in IBCS notation edu:Question

https://knobit.org/id/register/dw-bi#BI-555

dcterms:identifierBI-555
rdfs:labeldwbi-requirements-reporting I2: forecast hatched in IBCS notation en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1.5 points)
solvable withset of Explains IBCS notation

dwbi-requirements-reporting I2: previous year grey, not red, in IBCS notation edu:Question

https://knobit.org/id/register/dw-bi#BI-556

dcterms:identifierBI-556
rdfs:labeldwbi-requirements-reporting I2: previous year grey, not red, in IBCS notation en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI2 (1.5 points)
solvable withset of Explains IBCS notation

dwbi-requirements-reporting I3: a structure comparison as bars, not a line edu:Question

https://knobit.org/id/register/dw-bi#BI-557

dcterms:identifierBI-557
rdfs:labeldwbi-requirements-reporting I3: a structure comparison as bars, not a line en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI3 (1 points)
solvable withset of Explains IBCS notation

dwbi-requirements-reporting I3: unit with magnitude (EUR m) for tens of millions edu:Question

https://knobit.org/id/register/dw-bi#BI-558

dcterms:identifierBI-558
rdfs:labeldwbi-requirements-reporting I3: unit with magnitude (EUR m) for tens of millions en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfI3 (1 points)
solvable withset of Explains IBCS notation

dwbi-knowledge-general Q1: drivers of a data warehouse and BI capability edu:Question

https://knobit.org/id/register/dw-bi#BI-951

dcterms:identifierBI-951
rdfs:labeldwbi-knowledge-general Q1: drivers of a data warehouse and BI capability en
schema:isPartOfData warehousing and business intelligence (DAMA-DMBOK2)
schema:isPartOfQ1 (1 points)
schema:learningResourceTypemultiple_choice
schema:textWhich set states the drivers DAMA-DMBOK2 gives for building a data warehouse and business intelligence capability? (a) Replacing the operational systems of record with one database, so that the source systems can be retired; (b) Operational support, compliance and regulatory reporting, and business value from integrated historical data for decisions; (c) Keeping every transaction forever in one place, so that the operational systems no longer need backups; (d) Giving each department its own reporting copy, so that each can keep its own definitions en
solvable withset of Explains the drivers and goals of DW/BI

DAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence schema:CreativeWork

https://knobit.org/id/register/dw-bi#REF-1

dcterms:identifierREF-1
dcterms:publisherDAMA International
dcterms:titleDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence en
schema:version2nd edition, revised (DMBOK2/RE)
skos:notetarget level: CDMP Practitioner: the Data Warehousing and Business Intelligence specialist exam (DAMA International) en

Understand requirements edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-1

dcterms:descriptionGathering and stating BI requirements. en
dcterms:identifierWV-1
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 2.1 en
includes knobitRaises a decision for its owner instead of taking it
includes knobitRestates a BI request as a decision and a question
includes knobitRaises a timeliness gap against the source refresh
includes knobitExplains BI requirements gathering
includes knobitExplains the feasibility of BI requirements against sources
rdfs:labelUnderstand requirements en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation2.1

Implementation guidelines and DW/BI governance edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-10

dcterms:descriptionGovernance. en
dcterms:identifierWV-10
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 5-6 en
includes knobitExplains DW/BI governance and implementation
rdfs:labelImplementation guidelines and DW/BI governance en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation5-6

Semantic layer and metric definitions edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-2

dcterms:descriptionDefining KPIs once and computing them consistently. en
dcterms:identifierWV-2
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 1.3.6, 2.4 en
includes knobitExplains converting a metric's currency at a stated rate source and date
includes knobitExplains annualising a period rate
includes knobitReconciles two values of one KPI into quantified effects
includes knobitRecomputes a ratio from summed numerators and denominators
includes knobitAligns a KPI with its regulatory definition
includes knobitUses a regulatory definition only as quoted
includes knobitExplains the components of a metric definition
includes knobitExplains additivity of facts
includes knobitExplains the EBA definition of non-performing exposures
rdfs:labelSemantic layer and metric definitions en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation1.3.6, 2.4

DW architecture: bus matrix, conformed dimensions, data marts and products edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-3

dcterms:descriptionIntegrating the warehouse through conformed dimensions. en
dcterms:identifierWV-3
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 1.3.3-1.3.4, 2.2 en
includes knobitExplains how database tables and relationships are structured
includes knobitJudges dimension conformance by grain and key
includes knobitTraces the consequence of a drill-across mismatch
includes knobitKeeps the bus matrix to the given processes
includes knobitExplains the enterprise bus matrix and conformed dimensions
includes knobitExplains data products in a warehouse
includes knobitExplains the declared grain of a fact
rdfs:labelDW architecture: bus matrix, conformed dimensions, data marts and products en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation1.3.3-1.3.4, 2.2

Populate and operate the warehouse: load controls and reconciliation edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-4

dcterms:descriptionProving loads complete and reconciled. en
dcterms:identifierWV-4
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 2.3, 2.5 en
includes knobitReconciles per general ledger account
includes knobitBrings a manual adjustment under a recorded control
includes knobitKeeps a reconciliation tolerance unchanged to pass
includes knobitExplains warehouse load controls
includes knobitExplains reconciliation to the general ledger
includes knobitExplains data currency for consumers
rdfs:labelPopulate and operate the warehouse: load controls and reconciliation en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation2.3, 2.5

Develop BI products: reports, dashboards, visualisation and access edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-5

dcterms:descriptionSpecifying reports that inform decisions honestly. en
dcterms:identifierWV-5
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 2.4 en
includes knobitReads requested values from a chart
includes knobitRescales a chart so it shows the change truthfully
includes knobitRestricts a report panel to its entitled audience
includes knobitCites a catalogue metric for every panel
includes knobitExplains IBCS notation
includes knobitExplains honest scaling in charts
includes knobitExplains access control for reports
rdfs:labelDevelop BI products: reports, dashboards, visualisation and access en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation2.4

Business drivers, goals and principles edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-6

dcterms:descriptionWhy DW/BI. en
dcterms:identifierWV-6
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 1.1-1.2 en
includes knobitExplains the drivers and goals of DW/BI
rdfs:labelBusiness drivers, goals and principles en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation1.1-1.2

DW architecture approaches and components edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-7

dcterms:descriptionWarehouse architectures. en
dcterms:identifierWV-7
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 1.3.1-1.3.2 en
includes knobitExplains DW architecture approaches
rdfs:labelDW architecture approaches and components en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation1.3.1-1.3.2

Tools edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-8

dcterms:descriptionDW/BI tools. en
dcterms:identifierWV-8
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 3 en
includes knobitExplains DW/BI tools and their categories
rdfs:labelTools en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation3

Maintain data products: release, performance, operations edu:LearningOutcome

https://knobit.org/id/register/dw-bi#WV-9

dcterms:descriptionOperating the warehouse. en
dcterms:identifierWV-9
dcterms:sourceDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence, 2.5, 4 en
includes knobitExplains DW/BI operations and maintenance
rdfs:labelMaintain data products: release, performance, operations en
schema:isPartOfDAMA-DMBOK: Data Management Body of Knowledge, 2nd edition (revised), chapter 11: Data Warehousing and Business Intelligence
skos:notation2.5, 4

Used by

assesses learning outcomeDAMA-DMBOK2 data warehousing and BI: general knowledge no stage test reaches (CDMP-style question)
assesses learning outcomeKPI catalogue review before the Q3 board pack - balances added over months, a quarterly margin shown as annual, a pooled rate the board wants averaged (metric precision, additivity, annualisation, conversion)
schema:hasPartC1 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1.5 points)
schema:hasPartQ1 (1 points)
schema:hasPartC1 (3 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1 points)
schema:hasPartQ1 (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:hasPartI4 (1.5 points)
schema:hasPartC1 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1 points)
schema:hasPartQ1 (1 points)
schema:hasPartC1 (3 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1 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 (2 points)
schema:hasPartC2 (2 points)
schema:hasPartC3 (2 points)
schema:hasPartI1 (1.5 points)
schema:hasPartI2 (1.5 points)
schema:hasPartI3 (1 points)
schema:hasPartC1 (2 points)
schema:hasPartC2 (2 points)
schema:hasPartI1 (2 points)
schema:hasPartI2 (1 points)
schema:hasPartQ1 (1 points)
schema:isPartOfRaises a decision for its owner instead of taking it
schema:isPartOfExplains the concept of the arithmetic mean
schema:isPartOfExplains the meaning of a percentage point
schema:isPartOfReads requested values from a chart
schema:isPartOfExplains how database tables and relationships are structured
schema:isPartOfExplains the meaning of an exchange rate and of currency conversion
schema:isPartOfExplains a pooled rate as the weighted mean of its population rates
schema:isPartOfRecognises a report request with no decision
schema:isPartOfRecognises a BI question the data cannot answer
schema:isPartOfRecognises a grain coarser than the question
schema:isPartOfRecognises timeliness the sources cannot meet
schema:isPartOfRecognises an existing report requested under a new name
schema:isPartOfRecognises a chart requested instead of a question
schema:isPartOfRecognises a BI requirement with no audience
schema:isPartOfRecognises history beyond what the sources keep
schema:isPartOfRestates a BI request as a decision and a question
schema:isPartOfRaises a timeliness gap against the source refresh
schema:isPartOfExplains BI requirements gathering
schema:isPartOfExplains the feasibility of BI requirements against sources
schema:isPartOfExplains converting a metric's currency at a stated rate source and date
schema:isPartOfExplains annualising a period rate
schema:isPartOfRecognises a ratio over mismatched populations
schema:isPartOfRecognises point in time and period confused
schema:isPartOfRecognises a semi-additive balance summed over time
schema:isPartOfRecognises a currency conversion without a rate date
schema:isPartOfRecognises a ratio averaged across segments
schema:isPartOfRecognises two definitions of one KPI
schema:isPartOfRecognises a management KPI under a regulatory name
schema:isPartOfRecognises a metric with no owner
schema:isPartOfRecognises a period rate not annualised
schema:isPartOfReconciles two values of one KPI into quantified effects
schema:isPartOfRecomputes a ratio from summed numerators and denominators
schema:isPartOfAligns a KPI with its regulatory definition
schema:isPartOfUses a regulatory definition only as quoted
schema:isPartOfExplains the components of a metric definition
schema:isPartOfExplains additivity of facts
schema:isPartOfExplains the EBA definition of non-performing exposures
schema:isPartOfExplains currency and rate conventions in metrics
schema:isPartOfRecognises a dimension conformed in name only
schema:isPartOfRecognises a business process with no fact
schema:isPartOfRecognises a mart bypassing the conformed dimensions
schema:isPartOfRecognises a drill-across without a shared conformed dimension
schema:isPartOfRecognises a data product with no owner or consumer
schema:isPartOfRecognises two data products answering one question differently
schema:isPartOfRecognises a fact with mixed grain
schema:isPartOfRecognises a matrix tick the fact cannot carry
schema:isPartOfJudges dimension conformance by grain and key
schema:isPartOfTraces the consequence of a drill-across mismatch
schema:isPartOfKeeps the bus matrix to the given processes
schema:isPartOfExplains the enterprise bus matrix and conformed dimensions
schema:isPartOfExplains data products in a warehouse
schema:isPartOfExplains the declared grain of a fact
schema:isPartOfRecognises a warehouse load with no control totals
schema:isPartOfRecognises load rejects dropped
schema:isPartOfRecognises late data silently excluded
schema:isPartOfRecognises a reconciliation tolerance with no rationale
schema:isPartOfRecognises a reconciliation passing on offsetting differences
schema:isPartOfRecognises data delivered with no as-of date
schema:isPartOfRecognises a manual adjustment outside any control
schema:isPartOfRecognises a reconciliation with no owner or frequency
schema:isPartOfReconciles per general ledger account
schema:isPartOfBrings a manual adjustment under a recorded control
schema:isPartOfKeeps a reconciliation tolerance unchanged to pass
schema:isPartOfExplains warehouse load controls
schema:isPartOfExplains reconciliation to the general ledger
schema:isPartOfExplains data currency for consumers
schema:isPartOfRecognises a report with no as-of date
schema:isPartOfRecognises a report panel without units
schema:isPartOfRecognises a truncated axis exaggerating a change
schema:isPartOfRecognises comparable charts on different scales
schema:isPartOfRecognises a report metric outside the catalogue
schema:isPartOfRecognises a pie chart for many parts or over time
schema:isPartOfRecognises actual and plan without distinct notation
schema:isPartOfRecognises restricted data shown beyond its audience
schema:isPartOfRescales a chart so it shows the change truthfully
schema:isPartOfRestricts a report panel to its entitled audience
schema:isPartOfCites a catalogue metric for every panel
schema:isPartOfExplains IBCS notation
schema:isPartOfExplains honest scaling in charts
schema:isPartOfExplains access control for reports
schema:isPartOfExplains the drivers and goals of DW/BI
schema:isPartOfExplains DW architecture approaches
schema:isPartOfExplains DW/BI tools and their categories
schema:isPartOfExplains DW/BI operations and maintenance
schema:isPartOfExplains DW/BI governance and implementation