18 July 2026

Opening lines that earn the next question

Workshop language we coach analysts to use before inviting a live filter request.

In Analyst Briefing Workshops we ban the phrase “as you can see” for the first sixty seconds. Analysts must state a claim a sceptical controller could disagree with.

Examples that work in Malaysian reviews

  • “Overtime cost rose fastest in Plant B, not the site with the highest headcount.”
  • “Inventory ageing improved in finished goods while WIP deteriorated — the board will show both.”
  • “Collection days look stable until we filter out the government contracts.”

Then invite the filter

Only after the claim do we invite a cut: “If you want Plant B by shift, say so.” The board becomes a conversation prop instead of a tour of every series. Cohorts who practise this rhythm finish timed drills with fewer slide-flip apologies.