Programming languages
Idea to product: the working model
Leading indicators | When to use |
Positive feedback from qualitative user interviews | During early product concept validation (e.g. prototypes of the user experience) to guide product direction. |
A/B tests |
When there are two or more possible versions of a product element (e.g., button placement on a mobile app, marketing content that drives call to action) and you want a statistically rich sample of customer feedback. |
Customer uptake from pilots |
When validating whether the product or service meets the needs of a specific customer segment. The early definition of a pilot should not include all the ‘bells and whistles’ of the full product features, instead it should focus on the key value proposition to the customer. |
Ratio of hypotheses proven correct/incorrect | To obtain a sense for whether the teams are validating the right opportunity. If the ratio is low (more hypotheses are proving incorrect) this should identify a change in approach, for example, is it time to redefine the value proposition? Look to a longer horizon of future value? (is the market ready for this type of innovation?), validate with a different customer segment? |
Lagging indicators | When to use it |
Profit | Evaluating the long-term commercial viability of a product |
Revenue | Evaluating near-term commercial viability of a product |
Market Share | Validating share of potential market opportunity |
Net Promoter Score | Gauge loyalty of customers |
Customer Lifetime value | Understanding the value a customers have brought to the organization during the relationship (measured by net profit for any given customer). |
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