Choose the response in the dashboard

Read widgets as replenishment, price-review, and verification evidence and select the first candidate.

Question for this chapter

Should the current data trigger replenishment or price review first?

Why this matters now

Reading 13 widgets from top to bottom does not determine a response. Set the decision rule first, then group each widget under replenishment, price review, or additional verification.

Decision rule

Replenishment: if any row has stockout_risk_flag_synth = 1, inspect that branch and product first.
Price review: order products priced above their competitor by descending price gap.
Additional verification: even for a large gap, inspect inventory, cost, promotion, and observation time before changing a price.

This is a synthetic-data learning rule, not a real inventory or pricing policy.

Try it

Open the visible inventory_overview under Dashboards. Read Stockout Risk in the top KPI row first.

Five KPIs and visualizations at the top of the inventory_overview dashboard — Read Stockout Risk first to decide whether replenishment needs review.

Next inspect stock and shipments by branch, daily trends, the hourly heatmap, inventory ratio, and the detail table. These five views provide branch-specific verification context.

Branch inventory and shipments, trend, heatmap, inventory ratio, and detail table — Inspect branch and time context for inventory and shipments.

Finally inspect Items Priced Above Competitor, Average Price Gap by Branch, and Price Adjustment Candidates. The candidate table sorts by descending price gap.

Lower dashboard area showing items above competitor price and price-adjustment candidates — Find the branch-product pair with the largest gap and read inventory and stockout risk beside it.

Success looks like this

Running the current source seed produces:

Decision group	Observation	First interpretation
Replenishment	0 stockout-risk rows	The flag does not support immediate replenishment.
Price review	36,805 rows priced above competitor	Narrow the large candidate set by descending gap.
Additional verification	41.0% average turnover, 34.0% average discount	Inspect cost, promotion, and observation time for one candidate.

The current largest-gap candidate is:

Branch	Product	Selling price	Competitor price	Gap	Inventory	Stockout risk
Suwon AK Town Central	Abib_Heartleaf_Spot_Pad_Calming_Touch	KRW 20,210	KRW 13,320	KRW 6,890	81	0

Interpret the result

Place this product at Suwon AK Town Central at the top of the price-review list. A KRW 6,890 gap does not immediately mean “lower the price.” Verify observation time, matching product specification, promotion, cost, and margin before changing it.

Next decision

The candidate and follow-up conditions are set. Next, check product alignment, enrichment shape, relationship grain, and the first action in four questions.