Interactive tool
Readiness Calculator
Rate each data category across the six delivery qualities. The score, radar, and priority improvements update in real time. All calculation runs in your browser — export to JSON to save or share your assessment.
Can the user trend and download QC Critical Quality Attribute testing data?
DS CQAs40%
DP CQAs40%
Specifications20%
Fresh
0unavailableData does not exist in any accessible form
25quarterlyPeriodic (monthly/quarterly), or often interrupted
50weeklyWeekly — or a nominally faster feed degraded by frequent outages or entry lag
75dailyCurrent to within a day in typical operation
100liveReal-time or near-real-time, and dependably so
Frictionless
0dayRequest data from someone else and wait
2530 minLog into a source system, export, and manipulate
5010 minNavigate a system, run a query, or find the right dashboard
753 minQuick lookup in a familiar tool
1001 minClick and see — self-service, no navigation burden
Accessible
0inaccessibleNo practical path — unknown to its intended users, or permission unobtainable
25data engineerRequires specialist skills or a standing permission request; most intended users cannot find or reach it
50few localA subset of trained users at the site — limited discovery or permission
75many localWidely known and used by local teams — discoverable, permission readily obtained
100globallyBroad reach, self-service — easy to discover, permission granted by default
Authentic
0issuesNot digital, or known integrity problems
25unprovenDigital, nothing validated
50source onlyValidated at source only
75data layerValidated data layer
100E2EValidated end to end
Standard
0localEntirely local or bespoke; no designated standard
25limitedMostly site-specific; minimal alignment to any designated standard
50moderatePartial conformance; significant site-specific variation
75scalableScalable and enterprise-grade, but not the IT-designated standard (e.g. a capable one-off)
100coreOn the enterprise standard the IT organization designates — the sanctioned tool or approach
Structured
0no contextUnstructured or no digital representation
25some contextSome digital structure but incomplete metadata
50most contextStructured within its source system but not in an analytics-friendly format
75table exportStructured tables available for export with good metadata
100table in lakeFully mapped, named, and contextualized in a data lake with complete metadata
Priority improvements
Ranked by how much reaching a perfect score on each cell would lift your overall BIOMETRE score (dimension × subdimension × quality weighting).
- 0CQAs · DS CQAs — improve Fresh+2.0
- 0CQAs · DS CQAs — improve Frictionless+2.0
- 0CQAs · DS CQAs — improve Accessible+2.0
- 0CQAs · DS CQAs — improve Authentic+2.0
- 0CQAs · DS CQAs — improve Standard+2.0
- 0CQAs · DS CQAs — improve Structured+2.0
- 0CQAs · DP CQAs — improve Fresh+2.0
- 0CQAs · DP CQAs — improve Frictionless+2.0