Bring the observation and the assumption it was asked to carry.

I would examine the 140-location neighbourhood proposal through its 89 existing catchments and 51 new ones, retaining the convenience argument for overlap. The proposed discussion would follow the choice of sixty sites for further assessment, including forty new-catchment and twenty overlapping locations, with CNY 18 million in research and location work. Participants would distinguish a site selected for investigation from an opening result and a shared catchment from proof of transferred sales. I would not prescribe a universal expansion ratio or a property decision for a live retailer. An actual event would need verified location definitions, permitted research and the relevant commercial context. The contribution would be a clearer account of what the programme is intended to change for the customer, including the speed and plausible opportunities given up by a narrower next step. The proposed format makes the map a starting point for a customer question rather than a complete argument for growth.

I would use the 260 compact refill locations and 120 destination stock-up stores to examine how one household can approach the same retailer with different tasks. The uniform-assortment proposal would receive a fair hearing, including its appeal for recognition and simpler execution. The selected differentiated direction would retain CNY 24 million research and format-design expense and the complexity it required the organisation to manage. Participants would ask which differences help the customer and which merely preserve internal history. I would not prescribe an assortment or claim that multiple formats automatically improve sales. A real seminar would need authorised research and verified historical scope. The intended discussion would connect a common identity with the reason each proposition exists, rather than choose between sameness and variety in the abstract. These are proposed fictional speaking topics, with no delivered engagement claimed and no suggestion that a strategic interpretation replaces the detailed responsibilities of merchandising, pricing or store operations.

I would examine CNY 2.4 billion annual online order value and the CNY 1.1 billion subset from customers who also shopped in stores. The proposed session would preserve the digital sponsors’ contribution and the estate’s existing relationships without treating overlap as proof of full addition or full transfer. CNY 12 million in research and journey planning would remain a commitment to investigate, not a measured return. Participants would consider the customer occasions and counterfactual questions that an aggregate channel measure leaves unresolved. I would not offer an attribution model or use individual customer records. A real discussion would require permitted data, appropriate definitions and the responsible specialists’ interpretation. The intended contribution is to make an internal growth story more exact about what has been observed and what remains to be learned, allowing a channel to be assessed strategically without requiring the evidence to support a simpler conclusion than it actually does.

I would connect my 2009 pilot mistake with the later premium-home trial decision. The first case would retain CNY 96 baskets during four launch weeks, CNY 61 over the following twelve and CNY 3.8 million reassessment expense, without assigning the whole difference to incentives. The second would distinguish an 18% reported gifting occasion from demand for the particular offer, with twenty trial sites and CNY 16 million test budget instead of a 120-site rollout. Participants would examine the inference between observation and commitment. I would not promise that a trial removes uncertainty or prescribe a sample size for a live business. An actual workshop would need verified definitions, research permissions and appropriate professional input. The purpose would be to show how a leader can preserve enthusiasm for a proposition while correcting an overextended assumption, including one they helped create, and state the limits of the next test without converting a positive research finding into an unsupported sales claim.