← Back to Work
BUSINESS ANALYTICS · PORTFOLIO CASE

Product & Market Performance Analytics

An independent portfolio case study using a fictional product and customer dataset to evaluate growth quality, profitability, discount pressure, receivables and customer economics.

ContextIndependent portfolio case
DatasetFictional product + customer data
FocusProfitability, customers, KPIs
EvidencePublic report edition
PROJECT OVERVIEW

What the project covers

An independent portfolio case study using a fictional product and customer dataset to evaluate growth quality, profitability, discount pressure, receivables and customer economics.

The original recruitment cover and company-identifying information are not published. This public edition replaces only that cover; the analytical pages are the author’s original work.

Business AnalyticsProfitability AnalysisCustomer AnalyticsKPI DesignCustomer SegmentationDecision Support
APPROACH

What I did

  • Assessed product-level sales growth, mix quality, gross margin and discount pressure.
  • Compared growth contribution with gross-profit contribution to identify low-quality growth.
  • Analyzed customer groups through sales share, discounts, collection time and commercial-risk indicators.
  • Designed a customer-grading framework, management KPIs and prioritized managerial actions.
KEY FINDINGS

What came out of the analysis

  1. Total unit sales increased 21.6%, but B2 and D generated 58.1% of net unit growth while contributing only 16.8% of estimated gross profit.
  2. Product C showed a 26% margin and 6% discount with a profit-efficiency indicator of 1.62, while unit sales declined 6.9%.
  3. Weighted receivables were about 146.8 days; private and government hospitals represented 65% of sales and roughly 74% of collection pressure.
  4. In the final business scenario, unit sales rose 18.4% while gross profit fell 23.6% and gross margin declined from 42% to 31%, highlighting the difference between volume growth and economic-quality growth.
FULL REPORT

Analysis report

28-page report. Report language: Persian.

Open PDF in new tab ↗
First page preview of Product & Market Performance Analytics report
Product & Market Performance Analytics28 pages · PDF · Persian
MORE WORK

Explore the rest of the portfolio.

Return to the selected-work page for other analytics, web and systems projects.