KPIs · Research & Innovation

Research and Innovation: KPIs

Measures for a function judged on questions answered and conversions along the research to revenue chain, not on ideas produced.

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A function measured on ideas will produce ideas indefinitely. These measure answers, and what happened to them afterwards.

The six that matter#

MeasureDefinitionTargetHow it gets gamed
Questions answeredSettled, not explored6 to 10 per quarterCounting an unfinished investigation as an answer
Median cost per answerTotal spend divided by questions settledFallingOnly counting cheap questions
Kill rateExperiments stopped at their criterion40 to 60%Reporting zero, which means nothing risky was attempted
Time from question to answerMedianUnder 6 weeksAnswering only easy questions
Negative results documentedWritten up and findableEvery killed experimentSkipping the write-up, which is where the compounding is lost
Transfers to product or serviceFindings that became something sellable2 or more per yearCounting a prototype nobody productised

Kill rate is a band, not a maximum. Below 40% means the questions were too safe to be worth asking. Above 60% sustained means the selection is poor.

Negative results documented has no acceptable shortfall. It is the output that stops repetition, and it is the first thing dropped because writing up a failure is nobody's favourite afternoon.

Chain conversion, tracked yearly#

The chain is Research to Knowledge to Product to Service to Revenue. Each arrow gets a number.

ConversionQuestion
Research to knowledgeWhat share of answers were written up so someone else can use them?
Knowledge to productWhat share informed something we built?
Product to serviceWhat share became a packaged, buyable offering?
Service to revenueWhat share earned money more than once?

Most research functions score well on the first arrow and near zero on the third, and never measure it, so the pattern persists for years while the function feels productive.

Two counter-metrics#

Counter-metricCatches
Experiments running past their time boxA function that has stopped killing things. The first symptom of research becoming a hobby
Questions asked by other functions vs by ourselvesIf nobody else brings us questions, we are researching what interests us rather than what the company needs

What is deliberately not measured#

  • Ideas generated. Free, and inversely correlated with focus.
  • Papers read, trends tracked, prototypes built. Activity.
  • Novelty. Being first to a technology that is not yet worth its switching cost is a cost, not an achievement.

Cadence#

WeeklyExperiments running, anything past its time box
MonthlyQuestions answered, negative results written up
QuarterlyQueue review with the CEO and AI Strategy, because the queue is a statement about strategy
AnnuallyChain conversion, and what reached revenue

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