Call Frequency Audit
A focused six-week study comparing rep visit logs against target physician tiers, with district-level heat maps and a written summary of under-visited accounts.
Engagement details →Ansan · Gyeonggi-do · Since 2016
Hazel Base Analytics prepares quarterly field performance briefings for pharmaceutical commercial and medical affairs teams. We translate call logs, sample distribution records, and prescription trend data into annotated charts your directors can act on during the next cycle review.
§ 01 — Flagship engagement
Our primary engagement is a twelve-week cycle that produces a bound briefing document and a one-hour presentation for your regional director. We work from your CRM exports, sample shipment records, and any third-party prescription panels you license.
Each bar represents a district within Gyeonggi. Gaps above 15% trigger a flagged annotation in the final report.
§ 02 — Additional engagements
A focused six-week study comparing rep visit logs against target physician tiers, with district-level heat maps and a written summary of under-visited accounts.
Engagement details →Eight-week reconciliation of promotional sample shipments against call activity, identifying districts where distribution volume exceeds or falls short of visit patterns.
Engagement details →A four-week synthesis of licensed prescription panel data overlaid on your territory structure, delivered as a slide deck for franchise planning meetings.
Engagement details →§ 03 — From the field
The Gyeonggi oncology map finally showed us which hospitals our reps were visiting twice while adjacent clinics went untouched for six months. We reshuffled two districts before the October cycle — the chart made the conversation straightforward.
— Dr. Soo-jin Park, Regional Medical Affairs Director, mid-size pharma (name withheld by request)
Read more client storiesClear annotations on sample distribution outliers. One section took longer to arrive than quoted because our CRM export had inconsistent date formats, but Hazel Base flagged the issue on week two rather than delivering a flawed appendix.
— Min-ho Jeong, Commercial Operations Manager, specialty pharma
§ 04 — Journal
Practical guides on reading prescription panels, reconciling call logs, and preparing data for a quarterly review.
Duplicate physician IDs and backdated entries are the two issues that delay every Q1 review. Here is how we validate exports in the first week.
Panel data lags call logs by four to eight weeks. We explain how to annotate charts so directors do not over-interpret short-term divergence.
Territory maps drawn on postal boundaries often split hospital campuses across districts. We use admission patterns to draw clusters that match rep routes.