Make room for reality.
Accents, shared contacts, overseas numbers and missing values need deliberate handling.
DATA QUALITY · IMPLEMENTATION WORKBENCH
Explore what a data field really needs: usable capture, consistent exchange, faithful storage and clear evidence.
Private workspace for invited reviewers
Illustrative data · format is not identity
THE IMPLEMENTATION GAP
A format rule answers one question. A useful implementation profile also explains what to accept, what to transform and when to ask for review.
Accents, shared contacts, overseas numbers and missing values need deliberate handling.
Define canonical values, versioned rules and the exceptions a receiving system must understand.
Preserve spelling, provenance and history. Make transformations visible and reversible where needed.
Present readable values and distinguish local validation from external verification.
INSIDE THE WORKBENCH
Worked examples, inspectable results and executable local tests.
Unicode, compound names, preferred names and single-name exceptions.
Detailed discussion profileFormatting and preliminary structure, with address evidence kept separate.
Preliminary local checksBaseline syntax, supported formats and the limits of mailbox assurance.
Baseline local checksInternational representation, numbering rules and explicit contact uncertainty.
Versioned numbering metadataExplore the profiles and the new registration reference portal.