MKT.10:4.1 - State the decision and the result that would change it

Name the actual alternatives: retain the existing invitation, add guided help, use another channel, reduce volume, or stop the intervention. Keep the useful customer result and the provider’s decision visible. An increase in replies can answer a reach question while remaining insufficient for an expansion justified by better customer performance.

Specify whose result matters, what would count, when it must occur and what downside can defeat the action. Include different participants when their outcomes differ: the purchaser can save effort while the user acquires extra work. MKT.6 supplies the agreed result; MKT.5 supplies the intended experience conditions. Neither supplies an observed effect by itself.

Determine the kind of answer required. “How many trials were completed?” is descriptive. “Which customers are likely to request help?” is predictive. “How many additional useful completions would this invitation produce compared with the current invitation?” is causal. These questions can use related data but require different grounds. A descriptive answer may be enough to stop an infeasible service even when its causal benefit remains unresolved.

Choose a practically consequential difference before interpreting a favourable fluctuation. Its basis can be the value of the result, the burden of the intervention and the consequences of a mistaken decision. Use a justified local threshold or a comparison of alternatives; do not invent a universal minimum response rate.