Problem Framing

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Problem framing is the step where a team turns a messy situation into a specific problem it can act on. Instead of jumping straight to building a model or adding a feature, the team pins down what is happening today and how the outcome is measured. For example, customer support is slow and the first response time is over 24 hours for billing tickets, which drives repeat contacts and churn. That kind of framing makes the problem concrete and reduces the risk of solving the wrong thing.

A well-framed problem statement also sets boundaries and success criteria up front. It clarifies what data will be used and what trade-offs are acceptable. It can surface hidden assumptions, such as whether the issue is model quality or missing labels. Strong framing keeps the work tied to real decisions and makes it easier to test whether the solution actually helps.

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