Philippines staffing research
CRM cleanup sampling research
A review design for missing, stale, duplicate, inconsistent, and unsupported CRM records.
How the study was structured
define the field dictionary, sample frame, record type, error class, source evidence, correction owner, before-and-after note, repeat-error flag, review date, and escalation.
Headline finding: five error classes plus five evidence fields give a 10-part minimum review record.
Do not silently overwrite disputed values. Pair this routine with /research/philippines-crm-data-quality-review and /research/philippines-data-quality-error-taxonomy.
Questions this report addresses
Is a lower error count always improvement? No. It may simply mean fewer records were sampled; report sample size beside the rate.
Sources: 1) nist.gov 2) nist.gov 3) cisa.gov 4) ftc.gov 5) sba.gov 6) nist.gov 7) bls.gov 8) cisa.gov 9) sba.gov 10) nist.gov Retrieved 2026-08-09.