Public Safety & Mission Software
Public Safety Data & Analytics
Operational reporting and transparency dashboards built on dispatch and records data.
What this covers
Dispatch and records systems generate rich data about response times, workload, outcomes, and trends. Agencies need it for operations, for accreditation, and increasingly for public transparency. HQT builds the pipelines and reporting that make this data usable without exposing protected information.
Typical activities
- Extraction pipelines from CAD and RMS with appropriate access controls
- Response time and workload analysis by unit, district, and time
- Accreditation and state reporting automation
- Public transparency dashboards with aggregation and suppression rules
- Use-of-force, stops, and complaints reporting where required by law
- Data quality feedback to records staff
What you receive
A public safety data mart, internal dashboards, public dashboards, and documented definitions for every published measure.
Considerations for public agencies
Published measures are scrutinized closely. Definitions are documented, consistent across reports, and reviewed with command staff and legal counsel before release.
When agencies usually start this work
- Two reports give different average response times for the same month, and no one can say which calls or which timestamps each one used.
- Accreditation files, state submissions, and council packets are assembled by hand from CAD and RMS exports.
- A question from the governing body cannot be answered before the meeting that prompted it.
- The vendor reporting module answers its built-in questions but cannot break results out by district, shift, call type, or hour without a change order.
- A statute, ordinance, oversight body, or settlement agreement calls for measures the agency does not currently produce.
- Records staff hear about data entry problems only when a state submission is rejected.
These point to missing definitions and missing pipelines rather than to a new platform.
Definitions decide what the numbers say
Most arguments about public safety numbers are arguments about definitions. Response time is not one interval: call received to dispatch, dispatch to en route, and en route to arrival are separate, and the treatment of cancelled calls, mutual aid, self-initiated activity, and non-emergency responses moves the result again. Counting units matter as much, since incidents, offenses, victims, and arrests are different things to count, and the counting rules used for state and federal submission may differ from what a local report has used for years. Workload figures depend on whether unit hours include training, administrative time, and out-of-service periods. Where a recognized definition already exists, in NFPA standards for response intervals, in the counting rules of a mandatory submission, or in an accreditation program's measures, adopting it is usually better than inventing a local variant that has to be explained to every audience. Whether to publish percentiles alongside averages is worth settling at the same time, because an average hides the slow tail that drives most complaints.
Getting data out of CAD and RMS, and what follows it
The first decision is the access method: a read replica, a scheduled extract, or a vendor API, and who holds the credentials. Querying a production dispatch database during operations is rarely acceptable, so a scheduled extract into a separate reporting environment is the usual arrangement. Criminal justice information carries CJIS Security Policy obligations with it into that environment, which makes hosting, access control, and audit logging decisions to confirm with your state CJIS Systems Agency before the first extract runs rather than after. Timestamps deserve early attention of their own, because clock sources, time zone handling, and daylight saving transitions surface later as impossible or negative intervals.
Publishing, refreshing, and reproducing a number
Public dashboards run by a state or local agency fall under ADA Title II. The Department of Justice rule for Title II web content sets a specific WCAG conformance level as the technical standard, with compliance dates that depend on the size of the entity, so confirm the version, level, and date that apply and hold the dashboard tool to them as well as the pages around it. Refreshes should be scheduled, carry a visible last-updated time, and raise an alert when they fail, because a stale public figure is noticed and asked about. Keep the ability to reproduce a figure published last quarter through retained extracts and versioned transformation logic. Reclassified reports and reopened cases will change history, so decide in advance whether the published series is restated or frozen as a snapshot.
Working with HQT on this
HQT scopes this kind of work as a fixed-price or time-and-materials engagement with a written statement of work, named staff, and a defined acceptance process. We are candid about what we can take on and prefer a well-run project to an oversized one. Contact us to discuss a requirement, a draft scope, or an upcoming solicitation.
Frequently asked questions
Do we have to replace our CAD or RMS to get better reporting out of them?
Usually not. Reporting gaps more often come from the absence of a separate reporting layer and agreed definitions than from the dispatch or records system itself. The common approach is to extract from the existing systems into a reporting environment and leave the operational systems in place. Replacement is worth considering only when the source system cannot expose its data at all, or exposes it without the timestamps, identifiers, and code tables the measures depend on.
How do we publish police and fire data publicly without releasing protected information?
Settle the suppression and aggregation rules before anything is published, and apply them where the public dataset is built rather than as a filter in a dashboard view that an export or a changed URL parameter can defeat. Small counts and precise incident locations can identify individuals, so the rules usually cover minimum cell sizes, location rounding, and time bucketing. Juvenile records, victim information, and sealed or expunged cases carry separate restrictions that a general suppression rule will not catch on its own. Publish the method and its limits next to the numbers so that suppressed cells are not read as zeros.
Does the CJIS Security Policy apply to an analytics environment built on dispatch and records data?
If the environment holds criminal justice information, the policy's requirements follow the data rather than staying with the source system. In practice that means attention to access control, personnel screening, encryption, audit logging, and where the data is hosted, including any cloud service and any vendor staff who can reach it. Requirements are interpreted through your state CJIS Systems Agency, so confirm expectations with them early. Aggregated public outputs derived from that data are treated separately, which is why the suppression rules and the review step before release matter.
What do we need from our CAD and RMS vendors for this to work?
Read access to the data and documentation for it. That usually means contract or support language permitting a read replica, scheduled extract, or API access without voiding support, plus schema documentation and the code tables that translate call types, disposition codes, and unit identifiers. Ask for advance notice of upgrades, since a version change can rename fields or change code values and break a pipeline quietly. A test or staging copy is also useful so transformations can be validated before they run against live data.
Can the same reporting environment feed our state and federal submissions as well as our dashboards?
That is the preferable design. NIBRS submissions, which most agencies make through a state UCR program, fire incident reporting through the state program that feeds NFIRS, and EMS records reported to the state EMS office under the NEMSIS standard all draw on the same underlying records, so building them from one source keeps published and submitted numbers consistent. Validation failures then become an early signal about the records themselves rather than a separate clerical problem. Submission formats and schedules are set by the receiving agencies and change over time, so confirm the current specification with your state program before building to it.