An investigation is ready for a merchant conversation when the team can explain what it wants to happen, why that is a reasonable next step, and what remains uncertain.
A chart alone rarely completes that job. The supplier may have found a real pattern while still needing to establish its commercial relevance, check whether the proposed action is feasible, or decide who has authority to make the change.
This is the working method I recommend for turning analysis into a useful business conversation. It is an advisory approach, not a required retailer presentation format.
Name the decision before building the presentation
Write the proposed decision in one sentence. Include its scope and the person or team who can make it.
For an illustrative example, suppose an awarded item is selling below the supplier's expectation in part of its distribution. The initial request is “help us understand performance.” Possible decisions include addressing an execution issue, changing the offer, conducting a test, or revisiting an assortment recommendation.
Those choices need different evidence. Start by deciding which question is ready to answer. If the immediate need is to confirm execution, the meeting should not quietly become a request for broader distribution.
Separate the finding from the explanation
Use three explicit categories in your working notes:
| Category | What belongs there |
|---|---|
| Observed | What the permitted source actually shows, with its period, population, and definition. |
| Interpreted | The explanation the team considers plausible and the evidence supporting it. |
| Unresolved | Missing facts, competing explanations, or conditions that would change the recommendation. |
In the illustrative case, lower sales in a group of stores could be an observation. Weak customer demand is an explanation to examine. Whether the item was available as intended may still be unresolved.
If a Walmart first-party item has stopped receiving orders, start with Retail Reason's stopped-ordering diagnostic to identify the operating checks and responsible owner. Bring that evidence into the recommendation before treating the ordering gap as a demand problem.
Do not upgrade an explanation to a finding because it fits the story. Check the relevant store and item population, time period, channel, and execution evidence. A current inventory record alone does not establish what a customer encountered on a previous shopping trip.
Build the evidence around the choice
Select the sources that can answer the decision. Operational reporting can describe performance and inventory. Shopper analysis or customer research may help investigate a customer question. Supplier records can establish capacity, costs, or implementation constraints that retailer reporting cannot settle.
For Walmart work, keep the source systems explicit. Retail Reason's Supplier One and Retail Link guide explains the current division of operating tasks; it is useful when the proposed action crosses an analytical report and an item or account workflow.
Keep a short evidence trail behind the brief: source, extraction date, filters, units, calculation, and known exclusions. The data-quality article provides a fuller checklist. Put the most decision-relevant evidence in the conversation and retain the supporting detail for questions.
Turn a forecast-versus-orders gap into a specific request
A supplier may see a demand forecast above the volume on issued purchase orders and conclude that a production increase is required. Before recommending that commitment, separate the observations: the forecast period and units, current inventory, inbound supply, orders already issued and the supplier's capacity assumptions.
Use Retail Reason's forecast-versus-purchase-orders guide for the operating comparison. Then decide which question remains unresolved. The request might be to confirm a planning assumption, explain a particular order pattern or review a proposed capacity decision. Those are different conversations.
For a fictional example, a supplier's extra production run depends on an assumed order date that nobody has confirmed. The brief should identify that dependency, the financial exposure and the latest date the supplier can make its internal production decision. Describe any proposed volume as a scenario until the relevant evidence supports a commitment. Do not present the difference between forecast and issued orders as a guaranteed additional buy.
Show the alternatives and their tradeoffs
A recommendation becomes easier to assess when its alternatives are visible. In our example, a team might compare an execution investigation, a limited test, and a broader commercial change. Continuing the current approach is also a choice and deserves an explicit consequence.
For each plausible option, consider:
- The customer or business problem it addresses.
- What the evidence supports and what it cannot establish.
- The operational work, resources, and approvals it would require.
- The downside if the underlying explanation is wrong.
- What the team would learn, and when that learning could matter.
Use estimates transparently. Name the assumptions behind a forecast or scenario, and keep a modeled opportunity distinct from money the business can confidently recover. If causation matters, design the appropriate comparison before claiming a test will answer it.
Bring a clear request and a workable next step
The conversation should make the requested action unmistakable. It might be agreement on a store-level investigation, a decision on an assortment proposal, permission to scope customer research, or alignment on a test question.
Match that request to the right owner. Confirm the merchant's preferred format and decision process rather than assuming every review uses the same template. Within the supplier team, involve the people who will have to deliver the commitment before presenting it as feasible.
An existing broker or advisor should retain their role in the client conversation. Agree on who presents, who receives the supporting material, and who records the decision.
Record what happened after the meeting
Capture the decision, unresolved conditions, action owners, and the next review point. Distinguish a proposal discussed from an action approved. If new evidence changes the recommendation, preserve that change in the record.
The illustrative merchant decision brief brings these elements together. Use it as a working example and adapt the structure to the actual question.
If you have an investigation that needs to become a clear business decision, talk with me about it.