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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.
use of checklist per hour or day

performance feedback, increase supervisor presence

staff checklist - monitor self

checklist
incentive program
collecting data on others
video

percentage time staff are on-task and binders completed

self-monitoring by staff of on-task
staff reinforced for being on-task during BCBA observations
performance feedback given for off=task

Intervals

Posted signs, All star board

Staff may be reactive to seeing the supervisor and may perform better when they are present vs unpresent

implement a BST of the task, have interview 1:1 to provide feedback

Supervisor checks data daily, automate data collection

Reinforce good interactions with clients
Train on how to talk professionally to people and about clients
BST regarding client interaction

observation and task checklist

self monitoring checklist
stated outcomes and goals and targets set and publicly displayed
increase supervisor presence

DTT

Checklist

Permanent product of if data is collected or not

1. Self management system
2. Providing reinforcement for those who are collecting data
3. Weekly consequences for those who are seen to not take data
4. Daily in person reprimand for data not collected

observation, validity

reminders
checklists
video modeling

Observation and checklist for completion of session needs

Charted visuals for task completion
Training specific to the binder needs
Consequences for completion - such as prize to those meeting criteria

data collection on one target at a time

self-monitoring/checklist
staff feedback
group recognition and incentives
individual recognition and incentives

observation and feedback, immediate performance feedback and consequences per staff, public posting to increase data collection procedures

% of competed data collection days. Observation of program- integrity

Increase reinforcement of appropriate/professional behavior from staff
additional training
additional oversight/observation and support

Speaking with staff members,

Consequences for job in-/complete
Creating more easy to do interventions
Less effort in collecting data
Video recording sessions to collect data after

IN additional to self-monitoring checklists. There needs to be supervisor feedback on the checklist.

Retrain on the data collection process
Create a visual prompt for staff when to collect the data
Create self-monitoring checklists for staff
Observations from supervisiors
Feedback from supervisors

checklist

reinforcement to increase motivation
prompting to ensure take clipboard down
self monitoring checklist for completion

Performance checklist, observation

- checklists
-performance feedback
- reduce task effort
-reassess process/personnel

Best, rehearsal

Performance feedback, trading, materials

self monitoring, BST,

decreasing the amount of data that needs to be collected

identify correct responding and future responses

hierarchy of prompts
differential reinforcement

I don’t know

Staff training and fidelity checks

Since the Performance Diagnostic Checklist - Human Services (PDC-HS) identified the performance consequences, effort, and competition domain, data collection should focus on: 1. Baseline Data on Data Collection Compliance Conduct direct observations to track how often data collection is completed correctly. Use a frequency count of completed vs. missing data sheets at the end of each shift. Conduct staff interviews or anonymous surveys to identify barriers to data collection (e.g., time constraints, unclear expectations, lack of reinforcement). 2. Staff Engagement and Competing Activities Data Track the amount of time staff spend engaged in personal conversations vs. program-related tasks. Observe and note how often staff interact with clients in ways that align with protocol. 3. Feedback and Accountability Checks Implement a daily checklist to confirm that each protocol binder is reviewed and data collection is attempted. Record supervisor feedback trends on staff accountability for data collection.

Intervention Plan (Ordered from Least to More Restrictive)
1. Low-Restrictive: Increase Reinforcement and Recognition
✅ Positive Reinforcement System

Implement a staff reinforcement system for completing data collection, such as verbal praise, a staff leaderboard, or small incentives.
Use public recognition (e.g., shout-outs in team meetings) to highlight staff who complete data accurately and consistently.
✅ Gamification or Friendly Competition

Use a team-based approach where groups of staff can earn rewards for meeting data collection goals.
Track progress on a visual board to encourage accountability.
✅ Enhance Meaningfulness of Data Collection

Explain why data collection is essential and how it directly impacts clients' progress.
Have staff reflect on client improvements based on collected data to create personal investment in the process.
2. Moderate-Restrictive: Make Data Collection Easier and Reduce Effort
✅ Streamline Data Collection Methods

Reduce response effort by using simplified data sheets or digital data collection tools (e.g., tablets with quick input options).
Implement pre-filled prompts for commonly recorded behaviors to minimize writing.
✅ Embed Data Collection into Routine

Incorporate data-taking as part of natural transitions or scheduled check-ins rather than as a separate task.
Assign specific staff roles so responsibilities are clear (e.g., "Person A records morning data, Person B records afternoon data").
3. More Restrictive: Accountability Measures and Increased Monitoring
✅ Real-Time Performance Feedback

Supervisors provide immediate feedback when data collection is skipped, reinforcing expectations.
Implement spot checks and peer monitoring to ensure compliance.
✅ Require Justification for Missing Data

If data is not collected, staff must document a brief reason for missing data (e.g., "Client was absent").
This introduces mild accountability without punitive consequences.
4. Most Restrictive: Implementing Consequences for Non-Compliance
✅ Progressive Accountability Plan

If data collection still does not improve, introduce written expectations and require staff to sign a performance improvement plan.
Implement formal corrective action (e.g., documented performance reviews) if non-compliance persists.

BST
Adjust Materials
Reduce Task Effort
Provide Performance Feedback

ABC data, on task, feedback frequency

Task clarification
Feedback to supervisors
Feedback to staff
rearrange contingencies to sr+ desired behavior

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.