Attribute selection

Plain answers about what exists.

The first deliverable is a count, not a file. Each stage writes down what it changed and why. The file ships with its own limitations written down.

1. Encoding repair

   Fixing characters mangled in transit before they reach a system that will mangle them again.

2. Completeness testing

   Checking which columns are populated and to what degree, before handover rather than after it.

3. Title standardisation

   Folding job titles onto a common form while keeping the original text beside it.