Key performance indicator

A KPI serves a decision

Every KPI should answer what decision it supports, who acts, and what changes when the result crosses a threshold. A dashboard number without an action rule is a metric, display, or observation rather than a useful key indicator.

Select indicators for the current strategy and risk. “Key” means the organization has chosen them, not that the measures are universal.

Write a specification card

Record:

• objective and decision supported
• exact numerator, denominator, unit, and formula
• cohort, eligibility, window, and cutoff
• source systems and refresh time
• owner, reviewer, and approval authority
• target, warning, and stop thresholds
• segmentation and exclusion rules
• balancing measures and unintended risks
• response, escalation, and review cadence
• formula version and retirement condition

Make the card available beside the dashboard so readers can interpret the result.

A fictional access KPI

Cloudberry ABA chooses time to first service as one KPI for a launch-access objective. Its mature monthly cohort contains 24 accepted referrals with a defined release date and first-service outcome. Eighteen start within the practice’s 30-day internal target: 18 of 24, or 75%.

Four remain open beyond 30 days and two withdraw before service. All six remain visible in the cohort under predeclared rules. The dashboard also reports the median, range, oldest open case, and reasons.

Balancing measures include client-reported clarity, accommodation completion, safe staffing, clinical readiness, and early discontinuation. Leaders avoid shortening the metric by skipping needed access or safety work.

Use leading and lagging indicators

A leading indicator tracks a condition expected to influence a later result, such as open positions with completed credentialing. A lagging indicator records an outcome after the process, such as service starts within target.

The relationship is a hypothesis unless evidence supports causation. Pair them to guide action while preserving uncertainty. A changed leading measure may fail to produce the expected outcome.

Add balancing safeguards

A scheduling KPI can create pressure to overbook. A documentation KPI can encourage rushed notes. A retention KPI can discourage appropriate discharge. For each KPI, name the client, clinical, safety, workforce, privacy, and access outcomes that could worsen.

Review the balancing measures at the same cadence. A green KPI with a red safeguard should trigger investigation rather than celebration.

Assign ownership at the right level

The data owner maintains the formula and quality checks. The operational owner controls the workflow response. A clinical leader interprets clinical implications within scope. Executives allocate resources and resolve cross-functional barriers.

Avoid assigning a target to a person who lacks control over the denominator or dependencies. Shared outcomes can have one accountable owner and several contributing owners.

Protect denominator integrity

Lock the cohort before results are known. Keep pending, held, late, withdrawn, transferred, and missing records visible under stated rules. Report counts with rates.

Watch for sudden changes in eligibility, coding, workflow, source systems, or cutoff. A better number after a denominator change may reflect measurement drift rather than performance.

Keep case escalation beside the aggregate

An overall rate can stay green while one person experiences a serious access, safety, privacy, or quality failure. Define which events require immediate case review regardless of the KPI result. Show unresolved high-risk cases separately from the aggregate.

Likewise, one severe case should not be hidden inside an average or converted into a routine percentage. The case owner manages the individual response; the KPI owner examines whether the event reveals a wider process weakness. Link corrective actions to the evidence without exposing unnecessary client information in a broad dashboard.

Set targets from purpose and risk

Targets can come from a requirement, safety threshold, service commitment, baseline, capacity model, or improvement experiment. Label the source. Avoid copying an external benchmark from a different population or operating model.

Use a warning band when natural variation and small denominators make a single cutoff unstable. High-risk failures may need case-level review regardless of the aggregate rate.

Review and retire KPIs

A KPI should have an owner, review date, and retirement condition. Remove or redesign it when the objective changes, the workflow stabilizes, the source becomes unreliable, or incentives produce harm.

Keep historical definitions with old reports. A renamed or revised formula begins a new series unless a defensible mapping supports continuity.

Keep the source in scope

The CASP resources page links organizational and ABA practice materials, some requiring separate access or licensing. It does not prescribe this KPI framework. The specification and governance model above are editorial.