Post-match operations data query assistant
Problem
After every matchday, the operational record splits across a closed incident log, a completed run sheet, turnstile entry counts, and a staffing sign-off sheet, each held in its own system or folder. When an event director or league office asks a question that crosses those records, such as how medical incidents cluster by zone, or whether staffing shortfalls correlate with late doors, someone has to open several exports and cross-reference them by hand. That work rarely happens because nobody owns it and the fixture list does not slow down long enough for anyone to do it properly. The question gets an anecdotal answer instead of a real one, and the same avoidable pattern turns up again next season because nobody looked.
Product idea
A reporting layer that pulls the exports each department already produces after a fixture, incident log, run sheet timings, turnstile counts, staffing sign-off, into one dataset keyed by fixture, zone and time. An operations manager can ask a question in plain language, such as which zones logged the most incidents when a gate opened late, and get a table of the underlying records behind the answer, not just a number. A set of standing questions covering the ones asked most often sits alongside the free text box for anyone who would rather click than type. It does not predict anything or flag incidents live. It only answers questions about matches that have already finished, using data someone has already recorded.
Who it is for
Matchday operations managers and competition administrators who currently answer cross-department questions by hand, and the event director or league office who sponsors it to stop the same avoidable pattern repeating each season.
Possible first version
A web tool that ingests CSV exports of the incident log, run sheet timings, turnstile counts and staffing sign-off for each fixture into one dataset, a fixed set of standing questions covering the most common cross-department queries, a constrained natural language box limited to that dataset's fields, and results shown as a table with a link back to the source record. Version one has no live connection to the incident logging tool, run sheet software or turnstile system: every fixture's data is uploaded by hand after the match, and that upload step is explicitly out of scope to automate.
- Build classification
- Workflow application
- Rough effort
- 4-6 week first release
- Roles involved
- Matchday operations manager, Competition administrator, Event director
- Relevant to
- Professional club, League office, Venue & stadium operator, Women's league
- Systems in play
- Incident logging tools, Run sheets and checklists, Access control and turnstile systems, Spreadsheets
- Product framing
- Analyse data
Questions we get asked
Our department heads already send round a post-match report after every fixture. Why would we need this as well?
Those reports summarise one department's view of the match, not the whole record cross-referenced against everyone else's. A control room report on incidents does not tell you whether they clustered in a zone with a known staffing shortfall, because that comparison needs the staffing sheet as well. This tool does not replace those reports. It sits on top of them, so a question that spans departments can be answered from the records that already exist instead of by memory or a guess in the debrief meeting.
Does it warn the control room about anything while a match is still running?
No, and it is not designed to. Every answer it gives comes from records for matches that have already finished and been signed off, not from a feed of what is happening right now. Building something that watches live data and raises alerts is a different problem with a different failure mode, and mixing the two would make this slower and less trustworthy at the one moment it matters least to get wrong. If a live view is needed, that is a separate tool.
What do we need to have ready before we try this on our first fixture?
Exports from the systems you already use: the closed incident log, the completed run sheet with its timestamps, turnstile entry counts by gate, and the staffing sign-off sheet, each for the same fixture and using zone names that match across all four. The zone naming is the part most teams underestimate. If the incident log calls an area the north concourse and the staffing sheet calls it zone 3, the tool cannot join them without someone deciding on one name first.
Who ends up responsible for feeding it data once the novelty wears off?
Usually the matchday operations manager, because they are the one who already touches most of these exports. The ongoing cost is real: someone has to upload four files after every fixture, which takes minutes rather than hours but only if it is someone's named job. If nobody owns that step, the dataset stalls after a few fixtures and the tool becomes another abandoned folder, which is worth deciding honestly before committing to build it.
Is this your workflow?
Tell us one sports workflow that still runs on paper, spreadsheets, WhatsApp or an outdated system. We will map it and show you what a simpler product looks like.
Tell us about itMore in Matchday & competition operations
- Access control fault pattern finder across fixturesA diagnostic tool that correlates closed access control and turnstile fault records against fixture conditions to show which gates fail, and why, instead of treating each fault as a one-off.
- Late team-sheet change routing and acknowledgement logA workflow that routes a late team-sheet change to every role who needs it and logs acknowledgement, replacing a runner sent round the ground to find people.
- Live readiness board for the matchday control roomA live status board that turns department-by-department readiness checks into one view, with alerts that escalate unresolved items to a named person before kickoff.