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How might data be collected for this target response?Identify several interventions that might help improve response rates. Place them in order with the least-restrictive at the top so that the interventions may be introduced systematically, adding more restrictive / less favorable interventions after the outcomes of less restrictive options have been measured.
observe and collect data on a daily basis to set a baseline of how often staff is collecting data
employee performance reviews/checklists with feedback

Provide 1:1 modeling and shadowing using BST
incentive programs for staff on a reinforcement schedule

Anecdotal data and frequency data to see who is taking data, and take partial interval data on client-staff interactions.

The goal is to increase staff to client interactions and fidelity of implementing interventions and data collection. These topics can be reviewed in a team meeting, modeled, rehearsed for examples of desired responses, and then feedback delivered during data probes.

number of days/shifts that data are collected

-provide checklist at end of shift for workers to review
-text messages to remind staff to take data
-provide incentives (i.e. gift cards, time off) for consistent data collection
-speak with staff not completing data collection and provide additional training
-inform the supervisor of those individuals not providing data

self monitoring, email reminder to team

incentive or gameify for collecting data

Checklists that staff must fill out

A meeting with enitre staff to review data collection requirements
Daily texts prior to end of shifts to remind staff to completge data
a memo posted in the break room
BST training
Individual meetings with staff that continue not to comply
Report indiviuals to admin

Data can be collected by directly observing whether staff are recording data as required during client sessions. The behavior analyst can create a checklist or tally sheet to record each scheduled data collection opportunity and whether data were actually collected. These observations can occur at various times of day to capture consistency across staff and settings. In addition, reviewing the data sheets or binders at the end of the day can provide a secondary measure, comparing the number of completed data entries to the number of expected entries. Collecting both direct observation and document review data will provide a clearer picture of how often staff are following through with data collection procedures.

The first and least restrictive intervention would be to provide staff with frequent positive feedback and recognition when data are collected correctly. This reinforcement-based approach increases motivation without adding extra demands. Next, the behavior analyst could create job aids, such as visual reminders or simplified data collection sheets, to make data collection easier and less effortful for staff. If these steps do not lead to improvement, staff could receive a brief booster training on the importance of data collection and its role in client outcomes, paired with modeling and practice opportunities to build fluency. The next level would involve setting clear expectations and accountability systems, such as having a supervisor review binders daily and provide feedback on whether data were completed. Finally, if these interventions are unsuccessful, more restrictive measures could be added, such as formal performance monitoring with documented consequences for failing to meet expectations. By introducing these interventions systematically—starting with reinforcement and job aids, then moving toward training, accountability systems, and finally performance management—the team ensures that the least restrictive, most positive approaches are tried before implementing more controlling measures.

checklist, self monitor

self monitor
specific performance feedback

When the behavior analyst is not present ask the staff to self-monitor the therapist and collect data about her performance.Also a video recording could be implemented.

Modeling the intervention and data collection provides feedback
Video recording

m

m

Self monitoring through checklist of tasks to be completed before the end of the shift

Reduce task effort and adverse task properties, increase supervisor presence, performance feedback

Permanent Product Recording

Prompts

increased supervisor presence and reduce aversive tasks

Direct observation and permanent product of data sheets.

Posted reminders to take data.
Moving the data binders to another location in sight.
Simplifying data collection procedures.
Verbal reminders
Text reminders.
Self monitoring
Weekly graphic display

interviews, observation, checklist

Feedback, graphs, post performance results

reminder for collecting data

refresh training on how to collect data
prompts
self-monitoring system
conversation with staff
token economy for completing data

Self-monitoring

Reassess the process
Performance feedback

% of data collection sheets filled out correctly

1. Assess the data collection process to see if it can be simplified or made easier for the staff to perform.
2. If there are aversive properties, determine how those could be reduced.
3. Highlight how data collection drives treatment for clients and leads to improved outcomes.
4. Provide performance feedback. The feedback can be private to start or transition to public posting if private delivery is unsuccessful.
5. Have supervisors more present and prompt staff to collect data at appropriate times.

A procedural checklist completed by behavior analyst during observations and the director to complete when the BCBA is not on site.

Reduce task effort/aversive task properties
Regularly highlight task outcomes
Performance Feedback
Increased Supervisor Presence

require data sheets completion and comparison of programs vs program data completed.

enwviormenetal modification for ease to take data and decrease distraction. if data inconsistent, complete daily review.

Self monitor

self monitor and motivation

checklists

Make data easier to collect

self monitoring

no

observation
checklist

Increased supervisor presence, performance feedback

How might data be collected for this target response?Identify several interventions that might help improve response rates. Place them in order with the least-restrictive at the top so that the interventions may be introduced systematically, adding more restrictive / less favorable interventions after the outcomes of less restrictive options have been measured.