This project demonstrates business analysis for a Wholesale Analyst role in luxury: reading sell-in and sell-out, tracking customer performance, and structuring data so a business review can actually be built on it. It's built here for Maison Vasseur, a fictitious footwear-led luxury maison with a small leather goods line, selling through 12 wholesale and franchise accounts across six EMEA regions.
Wholesale Business Review Dashboard
A dashboard covering the core of the role: Sell-In, Sell-Out, Sell-Through %, and Returns — sliceable by month, season, division, region, channel, account, and product.
Download and explore the live slicers yourself.
Static Excel workbook with live slicers — full interactivity requires opening it in Excel.
What this dashboard is built for
Data structure
Four flat, relational tables — no formulas baked into the file itself. The real data work — merges, transformations, and the native PivotTables behind the Business Review above — happens in Power Query on top of this source, not inside these sheets. Click a table to see a sample of the actual rows.
Account ID · Account Name · Region · Country · Account Type
Two wholesale/franchise accounts per region across UK & Ireland, Nordics & Baltics, DACH, France & Benelux, Iberia, and Southern Europe.
| Account ID | Account Name | Region | Country | Account Type |
|---|---|---|---|---|
| ACC-01 | Hartwell & Vane | UK and Ireland | United Kingdom | Wholesale |
| ACC-02 | Belgrave Maison | UK and Ireland | United Kingdom | Franchise |
| ACC-05 | Alpenrose Schuhhaus | DACH | Germany | Wholesale |
| ACC-07 | Le Comptoir de la Mode | France and Benelux | France | Wholesale |
| ACC-09 | Casa Serrano | Iberia | Spain | Wholesale |
| ACC-11 | Casa Lombardi | Southern Europe | Italy | Wholesale |
Product ID · Product Name · Category · Season · Wholesale Price (CHF) · Retail Price (CHF)
Women's Footwear, Men's Footwear, and Leather Goods, weighted so footwear carries the large majority of both SKU count and revenue.
| Product ID | Product Name | Category | Season | Wholesale (CHF) | Retail (CHF) |
|---|---|---|---|---|---|
| PRD-01 | Etoile Pump 100 | Women's Footwear | SS24 | 620 | 1,550 |
| PRD-02 | Vasseur Oxford | Men's Footwear | FW24 | 590 | 1,450 |
| PRD-05 | Voltige Sandal | Women's Footwear | SS25 | 560 | 1,400 |
| PRD-09 | Aurore Ankle Boot | Women's Footwear | FW24 | 710 | 1,780 |
| PRD-12 | Cambon Card Holder | Leather Goods | SS24 | 190 | 450 |
| PRD-13 | Voltige Belt | Leather Goods | FW24 | 340 | 800 |
Account ID · Product ID · Month (YYYY-MM) · Sell-In Units · Sell-In Value (CHF) · Sell-Out Units · Sell-Out Value (CHF) · Stock Units · Returns Units
One row per active account-product-month. Stock rolls forward consistently: prior stock + sell-in − sell-out − returns.
| Account ID | Product ID | Month | Sell-In Units | Sell-In Value | Sell-Out Units | Sell-Out Value | Stock Units | Returns |
|---|---|---|---|---|---|---|---|---|
| ACC-01 | PRD-01 | 2024-01 | 0 | 0 | 0 | 0 | 0 | 0 |
| ACC-01 | PRD-01 | 2024-02 | 1,469 | 910,780 | 435 | 674,250 | 1,020 | 14 |
| ACC-01 | PRD-01 | 2024-03 | 0 | 0 | 339 | 525,450 | 673 | 8 |
| ACC-01 | PRD-01 | 2024-04 | 1,444 | 895,280 | 921 | 1,427,550 | 1,167 | 29 |
| ACC-01 | PRD-01 | 2024-05 | 0 | 0 | 471 | 730,050 | 679 | 17 |
| ACC-01 | PRD-01 | 2024-06 | 0 | 0 | 364 | 564,200 | 306 | 9 |
Account ID · Product ID · Week (ISO YYYY-Www) · Sell-Out Units · Sell-Out Value (CHF)
Weekly sell-out only, reconciling exactly to the monthly totals — the grain a weekly business review actually runs on.
| Account ID | Product ID | Week | Sell-Out Units | Sell-Out Value |
|---|---|---|---|---|
| ACC-01 | PRD-01 | 2024-W05 | 133 | 206,150 |
| ACC-01 | PRD-01 | 2024-W06 | 89 | 137,950 |
| ACC-01 | PRD-01 | 2024-W07 | 62 | 96,100 |
| ACC-01 | PRD-01 | 2024-W08 | 76 | 117,800 |
| ACC-01 | PRD-01 | 2024-W10 | 49 | 75,950 |
| ACC-01 | PRD-01 | 2024-W11 | 84 | 130,200 |
Source files
The two files behind this case study. Download them directly.
The four-sheet source database: Accounts, Products, Transactions_Monthly, Transactions_Weekly.
The Wholesale Business Review: a formatted ONEPAGE summary plus the native pivot tables behind it.
This is the raw source layer. The sell-through, purchasing-trend, and customer-performance analysis built on top of it is live in the Wholesale Business Review Dashboard section above.