Begin with the question the study answers
A finding should address a defined question, such as comparing a set of creatives across agreed touchpoints. Check the audience, platforms, dates and advertising scope before reading the result. Similar metric names do not make reports with different boundaries directly comparable.
Separate participation from usable coverage
The number of people who joined is not necessarily the number contributing usable observations to each measure. For every result, ask which observations are included, what is missing and whether the denominator fits the question. Missing observations should not silently become zero or disappear without explanation.
Connect each measure to its meaning
VISTA supports the interpretation of attention research; it is not a universal score for every module or a certification. Distinguish opportunities to view, observed attention and subsequent activity within the conditions of the study. If a device or version does not support a particular observation, another measure should not imply that this capability was available.
Decide what the result supports
Separate conclusions supported by the study from questions requiring further work. A difference between creatives in one sample may inform the next study, but it does not directly establish population-wide performance or incremental sales. Use comparisons to address a decision rather than searching for a single highest score.
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