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How CAD systems route emergency calls, and what response time data misses

Computer-aided dispatch moves calls from answering point to patrol car, but the response time numbers cities publish measure only part of that journey.

How CAD systems route emergency calls, and what response time data misses
Call-takers and dispatchers work a night shift at a communications center, where CAD software time-stamps every stage of an emergency call.

Computer-aided dispatch is the software that moves a 911 call from the answering console to a patrol unit, and Americans place roughly 240 million 911 calls a year, per Federal Communications Commission estimates. The system classifies each call, recommends the closest available unit and time-stamps every step. The published response time, however, starts only when the call is received and often stops when a unit arrives, leaving most of the human and technical work out of the measurement.

The gap matters because jurisdictions borrow each other's numbers as if they were comparable. They frequently are not. What one city counts as "response time," another may count differently, and neither figure captures the interval a caller actually experienced.

What happens between a 911 call and an officer arriving?

A call passes through several recorded stages before anyone arrives. A call-taker answers and enters the incident into the CAD system. A dispatcher reviews and prioritizes it, selects units and transmits the assignment. Officers acknowledge, drive and arrive. Each transition generates a timestamp, and those timestamps are what every published statistic is built from.

The clock almost never starts when the incident occurs or even when the caller first dials. Queue time before the call is answered, time spent asking questions, and the transfer between agencies when a call crosses jurisdictional lines are often recorded in other systems or not recorded at all. A caller's experience of waiting can be substantially longer than the response time a department later reports.

How does the software decide which units go?

CAD systems do not dispatch on their own; dispatchers make the decisions, using the software's recommendations. The system maintains a live picture of unit status — available, en route, on scene, transporting — drawn from officer inputs and, in some agencies, automatic vehicle location data. When an incident is entered, the system flags the recommended priority based on the call type and suggests the nearest suitable unit.

Priorities encode agency policy: a call involving a weapon outranks a noise complaint, and the software enforces that ranking. But the underlying call types are chosen by humans, and two agencies can classify the same incident differently. Analysts who compare dispatch data across departments routinely find that apparent performance differences track classification practices as much as staffing or geography.

What do response time numbers actually measure?

Most published figures measure the interval between the timestamp the department selects as the start and the timestamp of arrival. Which start point is chosen changes the number considerably, as the table below shows. Each is a legitimate measure; they answer different questions and are not interchangeable.

MeasureStarts atEnds atWhat it capturesWhat it omits
Call to dispatchCall received in CADUnit assignedCall-taking and triage speedQueue time, transfer time
Dispatch to arrivalUnit assignedUnit on sceneTravel timeAll pre-dispatch delay
Call to arrivalCall received in CADUnit on sceneThe department's full recorded processTime before the call was answered
Incident to closureFirst CAD entryIncident closedFull handling, including on-scene workVaries with closure practice

Agencies also differ on whether they average across all calls or report the median, and on whether they include the lowest-priority calls that can wait hours. A department that reports median dispatch-to-arrival for priority-one calls will publish a far smaller number than a neighbor reporting mean call-to-arrival for everything.

Related stories: What police records management systems store, and why data quality varies · How gunshot detection systems perform, according to independent studies.

Why do the same minutes look different across cities?

Geography, staffing and call volume shape the raw numbers, but measurement choices shape them too. The Bureau of Justice Statistics' Law Enforcement Management and Administrative Statistics program documents wide variation in how agencies configure dispatch and record performance, and the BJS-led transition to the National Incident-Based Reporting System has highlighted how much local practice varies in what gets recorded at all.

Call classification is the quiet variable. If one agency codes welfare checks as urgent and another files them as routine, identical work produces different statistics. Researchers who audit dispatch data for city councils and oversight bodies have repeatedly advised that cross-jurisdiction comparisons be read as approximations, not rankings.

What happens when a call crosses jurisdictional lines?

Transfers are where time quietly disappears from the record. A cellular 911 call can be answered by a state highway patrol center, transferred to a county sheriff and then relayed to a municipal department, with each agency's CAD recording only its own segment. Reviews of call transfer practice by the emergency communications field have described these handoffs as a persistent weak point, since details can be lost and no single system holds the complete timeline.

The record that survives is a patchwork. When investigators, journalists or oversight boards later reconstruct what happened, they must stitch separate export files together, and small differences in system clocks can shift the apparent sequence by seconds or minutes. This is not a defect of any one product; it is a structural consequence of hundreds of independently run dispatch centers serving one telephone network.

What are the documented limits of the data?

Independent audits of dispatch operations, including reviews conducted by municipal inspectors general and city auditors, have found recurring gaps: timestamps edited or backfilled without notation, clock drift between connected systems, and calls closed in bulk during peak periods. None of this implies misconduct, but it means the data quality depends on disciplined entry under pressure.

The deeper limit is conceptual. Response time is a measure of one system output, not of safety. Decades of police-response research summarized by the National Institute of Justice have found that for most calls, the outcome was determined by circumstances before officers were even dispatched. Fast arrival matters in a shrinking subset of incidents; the data alone does not show which ones.

What should a reader check before trusting a response time claim?

First, find the definition: which timestamps, which call priorities, mean or median. Second, ask whether the figure was audited or merely reported. Third, look at what changed alongside any improvement — staffing, consolidation of dispatch centers, or a change in how calls are coded. An apparent speedup that coincides with a reclassification is a measurement artifact, not a service change.

Computer-aided dispatch software has made the recorded record of emergency response far richer than paper logs ever were. The records are only as honest as the definitions behind them, and the most important minutes — the ones before the call is answered — are usually the ones the system never sees.

Frequently Asked Questions

What is a CAD system in policing?
Computer-aided dispatch is software that 911 centers and police departments use to record incidents, prioritize calls, assign patrol units and time-stamp every stage. It does not make dispatch decisions on its own; dispatchers use its recommendations. The timestamps it generates are the raw material for nearly all published response time statistics.
When does official response time start?
It depends on the agency. Common start points are the moment the call is entered into CAD or the moment a unit is dispatched, and some agencies measure from call receipt. Time spent waiting in the 911 queue or being transferred between agencies is usually not counted, so the caller's wait can exceed the reported figure.
Are response times comparable between cities?
Only as rough approximations. Agencies differ in which timestamps they use, whether they report means or medians, which call priorities they include, and how they classify incidents. Auditors and researchers generally caution that a lower published number may reflect measurement choices rather than faster service.
Do faster police response times reduce crime?
Research summarized by the National Institute of Justice has found that response speed affects outcomes in a limited share of incidents, because most calls are reported after the event has concluded. Fast response matters most for in-progress emergencies. Response time is one measure of system output, not a general measure of safety.
Who audits dispatch data?
Municipal auditors, inspectors general and independent research organizations periodically review dispatch records, checking timestamp integrity, call classification consistency and queuing performance. Their reports are usually public. For a specific city, the city auditor or inspector general's published reviews are the best starting point.