The sources themselves contain reasons to avoid automated hiring scores.
- Different compensation bases. Kim’s store-manager description presents salary plus sales bonus, whereas its recruitment summary gives another band. These should not be merged into a single base-salary estimate. (kimbespoke.com.vn)
- Reposted roles are not necessarily additional hires. VBS has separate June and September sales records with different headline compensation. Without employer confirmation, they are repeated recruitment observations—not a reliable headcount increase. (jobsgo.vn)
- Platforms disagree about visible openings. An Indeed description for Lộc Từ online sales was retrievable, while the TopCV employer page displayed no vacancies. That is a coverage/status discrepancy, not evidence that either page proves a completed hire. (jobs.vn.indeed.com)
- Adjacent apparel activity can contaminate the sample. Thomas Nguyen’s technical description includes size grading and broader production coordination. Retain it as operating evidence, but do not classify it automatically as individual-pattern executive bespoke hiring. (jobsgo.vn)
- Recruitment material remains employer-stated. Detailed requirements are useful evidence of intended standards; they do not verify the skills of the person ultimately assigned to your commission.
For future monitoring, retain the exact advertisement, capture date, stated publication/deadline dates, compensation basis, location, language requirements and employer confirmation. Record additions and replacements separately only when the employer confirms the distinction.