Focused industry solution

Fashion Inventory & Merchandising Analytics

Connect assortment, product performance, seasonal inventory, sell-through, and replenishment evidence to the next merchandising decision.

Merchandising under complexity

Make assortment and inventory choices at the level where risk occurs.

Fashion businesses make decisions across categories, styles, sizes, colors, seasons, channels, and lead times. Aggregate sales can hide variant shortages, slow-moving depth, or inventory commitments that no longer align with observed demand.

Elarva analyzes available sales, product, and inventory data around a defined business question. The work helps management distinguish products to protect or replenish from those that need review, restraint, or a different merchandising response. Fashion retail analytics should distinguish style-level contribution from size and color availability. A style may appear healthy in aggregate while its productive variants are unavailable and remaining depth is concentrated elsewhere. Launch timing and the remaining selling season affect that interpretation. The merchandising analytics service reviews assortment structure; fashion inventory planning focuses on the timing and priority of the next buying decision.

This focused solution complements Elarva’s broader Merchandising & Assortment Analytics and Planning & Forecasting services.

Questions the analysis can address

Move from seasonal reporting to prioritized merchandising choices.

Analysis is scoped to the decision and the level of detail the available data can reasonably support.

01 / Assortment planning

Where is breadth or depth misaligned?

Evaluate category, style, color, and size structure against observed demand and commercial objectives.

02 / SKU performance

Which products and categories deserve priority?

Clarify contribution, concentration, velocity, sell-through, and inventory position.

03 / Seasonal inventory

Where could stock become exposed?

Identify seasonal products whose current or planned inventory may exceed the evidence available for demand.

04 / Replenishment

Which items may require earlier action?

Surface proven products and variants where availability, lead time, and recent performance justify review.

05 / Sell-through

Which items are progressing too slowly?

Separate expected lifecycle behavior from items that may require pricing, placement, depth, or exit decisions.

06 / Product mix

How should the next buy be prioritized?

Translate current evidence into a clearer sequence of product and inventory commitments.

Analytical view

Connect the assortment to observed demand and inventory exposure.

Relevant inputs may include sales history, product and variant attributes, inventory on hand, purchase orders, cost, price, lead times, returns, promotions, and seasonal context.

Merchandising

Assortment and product mix

  • Category and SKU contribution
  • Breadth, depth, and variant balance
  • Lifecycle and seasonal patterns
Inventory

Stock exposure and availability

  • Sell-through and velocity
  • Potential excess and shortage indicators
  • Replenishment and purchasing context
Decision support

Priorities management can use

  • Finding and business implication
  • Priority and recommended action
  • Assumptions and decision conditions

Related resources

Continue from current performance to the next planning decision.

Explore focused resources when the decision requires deeper inventory planning or forward-looking demand support.

Product & inventory decision support

Clarify the next assortment, inventory, or buying decision.

Start with the business question and available data. Scope is confirmed before work begins.