Claude-assisted conceptual exercise

Insurtech Field-Mapping Concept

This concept was generated with Claude using high-level context about my previous insurtech configuration work. It is intended to communicate how I think about mapping behavior, not to document a completed employer project or production refactor.

This page contains no carrier payload or internal schema excerpts and makes no claim that those materials were supplied to Claude. No implementation metrics or production-equivalence claims are presented.

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Mapping design considerations

A robust mapping design should make its behavior explicit before implementation:

  • Define candidate source paths and deterministic precedence for each target field.
  • Distinguish absent fields, explicit nulls, empty strings, and valid values.
  • Specify type and date normalization rather than assuming source formats are interchangeable.
  • Validate required fields and business rules separately from structural schema validation.

Evidence needed before a real implementation

  • An authorized mapping specification and bounded input/output contract.
  • Tests for alias precedence, null and missing values, nested paths, and normalization boundaries.
  • Comparison against approved expected results before claiming semantic equivalence.

These are design and test considerations, not features or outcomes implemented by this page.