Paste, placement, and reflow are coupled processes. A bridge seen after reflow may begin as excess paste, a shifted placement, or a thermal profile interaction. The loop therefore starts by preserving evidence at each station, not by asking one inspection station to explain every symptom.
Start with the route and evidence
For each panel, join stencil, paste, placement, reflow recipe, machine program revision, board serial, and inspection result. Keep the join key immutable. When a defect is repaired, record both the original finding and the repair disposition; overwriting the original destroys the evidence needed for learning.
Specify what a finding means
Build a defect taxonomy that distinguishes observation from cause. “Insufficient solder at Q12 pin 4” is an observation. “Aperture blockage on stencil location Q12” is a hypothesis until verified. This small discipline prevents dashboards from converting guesses into facts.
Put review and acti
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