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The semantic layer

36 metrics. One definition each.

Certified measures stay consistent from the boardroom to the warehouse. Each carries one definition, one owner and one approval date, so two people asking the same question cannot get two different numbers.

Governed catalogue

Profitability

6 certified definitions in this group.

MetricDefinitionOwner
RevenueRecognised revenue after returns and eliminationsGroup CFO
Gross marginRevenue less direct cost, divided by revenueCommercial
Contribution marginGross margin less variable selling and fulfilment costEntity GM
EBITDAOperating profit before depreciation and amortisationGroup CFO
Operating marginOperating profit divided by revenueGroup CFO
Net marginProfit after tax divided by revenueGroup CFO

Governed catalogue

Planning and forecast

6 certified definitions in this group.

MetricDefinitionOwner
Budget varianceActual minus approved budget, value and percentageFP&A
Forecast accuracyAbsolute error of latest forecast versus actualFP&A
Forecast biasSigned error trend across the last six cyclesFP&A
Plan attainmentActual as a share of committed planEntity GM
Rolling 12-month outlookLatest approved forward viewFP&A
Scenario spreadRange between best, base and downside casesFP&A

Governed catalogue

Liquidity and cash

6 certified definitions in this group.

MetricDefinitionOwner
Cash balanceCash across entities, restricted split shownTreasury
13-week minimum cashLowest projected point across the horizonTreasury
Operating cash flowCash generated by operations before financingGroup CFO
Free cash flowOperating cash flow less capital expenditureGroup CFO
Cash conversion cycleDIO plus DSO minus DPOTreasury
Debt headroomUndrawn facilities plus cash above covenant floorTreasury

Governed catalogue

Working capital

6 certified definitions in this group.

MetricDefinitionOwner
DSODays sales outstanding on trade receivablesFinance
DPODays payables outstanding on trade payablesFinance
DIODays inventory outstanding at costSupply chain
Overdue receivablesInvoices past due after payments and creditsFinance
Inventory turnsCost of goods sold divided by average inventorySupply chain
Inventory ageingStock value by age band against policySupply chain

Governed catalogue

Cost and efficiency

6 certified definitions in this group.

MetricDefinitionOwner
Opex ratioOperating expense divided by revenueGroup CFO
Cost per unitFully loaded production cost per unitPlant Ops
Cost per shipmentTotal transport cost per completed shipmentNetwork Ops
Labour cost shareLabour cost as a share of revenueHR and Finance
Procurement savingsRealised savings versus baseline pricesProcurement
Overhead absorptionOverhead recovered through standard costingPlant Ops

Governed catalogue

Growth and commercial

6 certified definitions in this group.

MetricDefinitionOwner
Revenue growthYear-on-year growth, reported and constant currencyGroup CFO
Volume growthUnits or cases sold versus prior yearCommercial
Price and mix effectRevenue change split into price, volume and mixCommercial
Same-store salesGrowth for stores open more than 12 monthsRetail Ops
On-time in-fullOrders delivered on time and in fullNetwork Ops
Sell-throughUnits sold as a share of units receivedMerchandising

Opened up

What a certified metric actually carries.

A definition is the least of it. Every metric names the objects it reads, the stages it passes through, when it was approved, how fresh it is, and what it cannot tell you.

M-171 · LOGISTICS · M-171

M-171

The decline begins in week 27. SG to KL road and port drayage account for 60 of 86 late or incomplete shipments, and both worsened after carrier capacity was reallocated.

Lineage

fact_shipment8 source objects readclean · join · certifyThree governed stagesM-171Approved, versioned, group-wide

Approved12 Jun 2026 Freshness6h stale

1 carrier EDI feed 6 hours stale

One definition, five views

The same number, wherever it is read.

18.4%

Gross margin

Certified

18.4%

Gross margin

Certified

S$684k

Inventory ageing

Certified

S$86.4M

Net sales

Certified

89.2%

On-time in-full

1 source late

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