What counts as useful ABA data for families? Families should be able to discuss the measures used for important decisions: definitions, raw counts, eligible denominators, prompts, ordinary supports, settings, dates, missing data, exclusions, observers, condition changes, graphs, and the person's own feedback. Access and disclosure rules can vary, but a clinical explanation should make the evidence and its limitations understandable.
Start with decision-driving measures
Ask which data support a goal change, continuation, risk decision, service intensity, transition, or discharge. Focus on measures that affect the person rather than requesting every operational field at once. The provider should explain who collected the data and how the definition was applied.
The CASP public guideline summary places data within individualized evaluation.
Ask for the denominator and context
For a percentage, request numerator, eligible denominator, exclusions, prompts, support availability, setting, and time window. For duration, request start and end events. Keep missing AAC, failed materials, and client withdrawal visible.
Graphs need labeled axes, condition changes, missing periods, and readable scale.
Include the person's report
Adult observation and client feedback can differ. Preserve both with attribution. The ASHA AAC portal supports continuous AAC access during services and review.
Ask whether the result matters in the person's daily life and whether the goal remains wanted.
Expect limitations and correction
The BACB Ethics Code addresses documentation, data, communication, client involvement, assessment, intervention, risk, and evaluation for covered behavior analysts. Ask what the evidence cannot show and how to correct an error.
Privacy, record access, and payer rules may affect the route and format.
Ask for the definition before the graph
Every measure should identify the response or outcome, eligible opportunity, time window, supports, prompts, setting, collector, and exclusions. For duration, state the start and end events. For a proportion, provide the raw numerator and denominator. For rate, provide the count and observation time.
If the definition changed, mark the version date. A graph that joins old and new definitions can create a false trend. Ask whether staff, setting, schedule, or ordinary supports changed at the same time.
Discuss system and partner data
Family review should include more than client responding. Ask whether materials and AAC were available, sessions occurred as planned, staff followed the procedure, supervisors observed, break and stop messages were honored, and referrals closed. These measures show whether the care system supplied a fair opportunity.
Keep staff errors and missing supports visible. Excluding them from the denominator can make a weak implementation system appear successful while placing responsibility on the client.
Work through a progress-graph example
Consider a fictional goal for Leila to request help during cooking. A report shows 80% independence over five sessions. The family asks for raw counts and learns that Leila made four independent requests in five scored opportunities.
Across the complete five sessions, however, ten eligible help situations occurred. AAC was unavailable in three and staff prompted immediately in two, leaving only five independent opportunities. Partner response was timely after three of Leila's four requests.
The 4 of 5 result describes responding in the scored opportunities. System readiness is 7 of 10, and timely partner response is 3 of 4. Keeping the measures separate provides a more useful plan review.
Include experience, health, and quality of life
Ask what the person thinks, whether the goal matters, what feels difficult, and which side effects occurred. Add pain, fatigue, distress, injury, missed activities, family burden, and other relevant outcomes. A higher target percentage may coexist with a worse experience.
Qualitative information should identify the speaker and context. A caregiver's observation, staff note, and client's report can all matter without being treated as the same source.
Request corrections and limitations
Families can point out factual errors, missing sessions, incorrect denominators, or unsupported interpretations. Ask the qualified clinician to correct the record under the applicable policy while preserving appropriate history and authorship.
Every review should state limitations: small samples, changed conditions, missing data, observer effects, unverified reports, or lack of comparison. Honest limits make the next decision stronger.
Use data to make a decision
End with continue, change, pause, refer, generalize, fade, or close, plus the reason and review date. Data are useful when they change a decision or clarify uncertainty. More collection is not automatically better.
Provide the family an understandable summary and access to the relevant record under the applicable route. Privacy and record-access rules still apply to raw notes and other people's information.
Use a simple completeness check
A fictional goal summary has eight required evidence fields. Six are present; prompt level and missing-data explanation are absent. Completeness is 6 of 8, or 75%. The family asks the author to complete the record before the decision meeting.
This process score does not establish data validity or treatment quality.
Prepare for the data meeting
Ask for the current plan, definitions, recent raw counts, graphs, missing-session log, intervention changes, health or setting changes, client feedback, and open incidents or referrals before the meeting when possible. Families can note questions beside each goal rather than trying to interpret a dense report live.
Request accessible formats, language support, and enough time for explanation. A support person may join under the appropriate privacy and authority route. The client should have a direct way to comment on whether the goals and reported outcomes match their experience.
Ask five questions for every trend
What exactly was measured? Who and what entered the denominator? Which supports and prompts were present? What changed during the period? What decision follows? These questions expose many misleading summaries without requiring the family to be a statistician.
For a steep change, ask whether staff, setting, schedule, definition, data system, illness, medication, or task difficulty changed. For a flat line, ask whether opportunities were real and whether the goal still matters.
Separate progress from service delivery
Attendance, authorized hours, completed hours, note completion, and supervision describe service delivery. They do not establish skill growth, safety, or quality. Keep them useful for operations while reviewing clinical outcomes separately.
Similarly, treatment fidelity describes whether staff followed a plan. A harmful or poorly fitted plan can be implemented accurately. Pair fidelity with client experience, risk, and qualified clinical review.
Work through a correction request
Imagine a report says Mateo used AAC independently in 9 of 10 opportunities. The family knows the device was unavailable during two sessions. Review shows the denominator included only ten scored opportunities from ready sessions and omitted four opportunities during access failures.
The clinician keeps 9 of 10 as the ready-opportunity response measure and adds system readiness of 10 of 14. The record explains the distinction and assigns charging and backup corrections. No data are erased.
This correction preserves a useful client measure while making the service failure visible. It also prevents the family from being told that access was nearly perfect.
Leave with a decision and owner
For every goal, record continue, change, pause, refer, close, or gather specific evidence, plus the responsible person and date. List data corrections and system fixes separately. Ask when the updated plan and summary will be available.
Families should not have to wait for the next quarterly meeting to learn whether an urgent issue was assigned. Use the relevant escalation route for health, safety, privacy, or other time-sensitive concerns.
Sources
Finni resources