Time to insight
How long it takes to go from someone asking a question to an answer people are willing to act on.
01 What it is
Why anyone looks at this number
How long it takes to go from someone asking a question to an answer people are willing to act on.
It is the measure the business actually feels. Platform investment that does not shorten it has not yet delivered anything the business can see.
02 The formula
How it is worked out
Time to insight = elapsed time from a business question being asked to a trusted answer grain : per request, tracked monthly unit : days source : Request tracking, joined to delivery records
Measure to the accepted answer, not the first draft. Counting the first response hides the rework cycle, which is usually most of the elapsed time.
03 Worked example
The same number, with real inputs
| Median days to accepted answer | 11 |
| Median after governed metrics were in place | 3 |
| Calculation | 11 → 3 days |
| Result | −73% |
Most of the eight days saved was not analysis. It was finding the data and agreeing what the number meant — which is exactly what governance removes.
04 What moves it
Four things that actually change this number
Data availability
Whether the data is already connected and governed.
Definition disputes
Time lost agreeing what the metric means, before any analysis.
Access and permissions
Waiting for approval is elapsed time like any other.
Rework
Every round of "that is not what I meant" doubles the cycle.
05 Where the number lives
The system, the record and the fields
| System of record | Key record | Fields you need |
|---|---|---|
| Request tracking, joined to delivery records | Request / Ticket joined to Dataset and Report | raised_date, first_answer_date, accepted_date, rework_count, requester |
Measure to the accepted answer, not the first draft. Counting the first response hides the rework cycle, which is usually most of the elapsed time.
06 How it goes wrong
Three ways this metric misleads people
Measuring analyst effort instead
Hours worked ignores the waiting, which is most of the elapsed time.
Fix: Measure calendar time from question to accepted answer.Excluding rejected answers
Rework is invisible and the metric looks healthy.
Fix: Count rework rounds explicitly.Only tracking formal requests
The questions that never get asked because they take too long are the real cost.
Fix: Sample the informal ones too, through the business rather than the ticket queue.08 Questions
Frequently asked
Is this a data team metric or a business metric?
A business metric. It measures the whole path from question to decision, most of which is not analysis at all.
How do we baseline it?
Take the last twenty real questions, and time each one from when it was asked to when the answer was accepted. The distribution is usually more revealing than the median.
One definition, everywhere it is used
SCIKIQ stores this metric once and serves it to every dashboard, board pack and agent that asks.