Walk the Shipper Test Loop

Damage loop The team wants a stronger box, but the visible failures point to movement, compression, and abrasion. Without a loop, every fix is an expensive guess. Test logic Observe -> hypothesize -> change one variable -> verify Transit design improves fastest when the team treats damage as evidence rather than embarrassment. Shortcut Upgrade the box and hope damage drops. A fix you can explain and repeat. Change structure with evidence. Observe Step 1 Photos show crushed corners and scuffed labels, but not every package fails. What evidence should the team collect first? Variable Step 2 The likely issue is…

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