What Your Docket Data Already Knows
Before buying a prediction engine, read the record you already have. Cycle times, motion outcomes, and workload distribution are sitting in your own docket.
By Practice Technology Desk, Louflin Law

Legal Tech
Louflin Law · Practice Technology Desk
Firms tend to shop for analytics before they read their own. The docket is already a longitudinal record of how the practice actually behaves: what gets filed, how long each stage takes, which matters stall, and who is carrying them.
Three questions worth answering first
- How long does a matter sit between intake and first filing, and what distinguishes the fast quartile from the slow one?
- Which document types get rejected or amended most, and is the cause drafting or assembly?
- Who is the single point of failure on each active matter, and does the calendar reflect that?
These are answerable with a spreadsheet and an afternoon. They also tend to produce more operational change than a dashboard, because the findings are specific enough to act on the same week.
Cycle time is the honest metric
Billable hours measure effort. Cycle time measures whether the work is moving. A matter that logs steady hours for six weeks without advancing a stage is not a productive matter — it is a stuck one that happens to be well documented.
Measure the stages a matter passes through, not just the hours it absorbs.
Then, and only then, automate
Once you know where matters stall, automation has a target. Reminders can fire at the stage that actually slips instead of on a generic cadence. Templates can be built for the documents that get amended most. Review capacity can be assigned against real distribution rather than perceived load.
Analytics bought before this diagnosis usually gets configured to answer questions nobody was asking, then quietly abandoned. Analytics bought after it tends to survive, because someone already knows what they want it to watch.
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