Physics-trained materials thinking

In materials work, physics training helps me separate what I observed from the conclusion I want to draw.

A question may start with a surface that looks different, an unexpected handling result, or a mismatch between a product requirement and a material tendency.

I write down the observation, the inference, and what remains unknown.

Before choosing a test, I name the decision it needs to support: confirm a direction, compare candidates, explain an anomaly, or stop pursuing a weak signal.

For wearable products, I then check the same choice against comfort, stability, manufacturability, appearance, cost, and use.

This is a working method, not a complete project case.

Before collecting more data, I ask whether any possible result would change what I do next.

In practice

• I record what I saw before writing down an explanation.
• I choose the test from the comparison I need to make.
• If another result would leave the next action unchanged, I stop.