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Making it Count: Developing a custom digital metric framework that works
Summary
Key Insights
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NPS often obscures diverse customer experiences by aggregating different user segments into a single score.
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Custom metric frameworks combining behavioral, attitudinal, and quality-of-experience data yield richer insights than standardized metrics.
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Separating attitudinal (feelings) and behavioral (actions) metrics avoids the risk of conflating different dimensions of user experience.
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Quantitative data should be supplemented with qualitative verbatims analyzed via sentiment analysis for fuller context.
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Business leadership prefers simple headline metrics, so complex multi-dimensional data must be distilled carefully, often accompanied by storytelling.
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Existing UX metrics frameworks like NASA TLX, SUS, SuperQ, and Google HEART offer valuable components but may need adaptation for specific digital contexts.
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Designing useful metrics starts by clarifying goals, then defining quantity, signals, timeframe, and scope explicitly.
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High conversion rates alone can be misleading without considering total volume of conversions and user behaviors in context.
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Customer sentiment is complex and may not align directly with retention or recommendation behavior, so metrics must capture nuance.
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Short, targeted surveys on key user journeys help balance depth of insight with user willingness to respond.
Notable Quotes
"A user-centered measurement should not be one dimensional because people are complex."
"NPS scores can rise overall, yet new and existing customers might have completely different views that get obscured."
"A metric is usually the result of a relation between two measures, not interchangeable with a measure itself."
"Customers tend to inflate negative feelings in surveys, but that doesn't always reflect their actual behavior."
"We aim to keep the reporting simple for stakeholders while incorporating multiple data points in the background."
"Combining behavioral and attitudinal data helps us understand not just what users do, but how they feel about it."
"We use sentiment analysis on verbatims to quantify positive, neutral, and negative customer feedback over time."
"Designing a metric starts with the goals, not the metric itself."
"Conversion rate alone isn’t sufficient; total conversions and traffic volume also matter."
"Including human stories alongside numbers helps business leaders grasp the complexity behind the metrics."
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