| 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. |
|---|---|
| Systematically control the data recording process. | |
| IF the data are collected or not - plus, minus | Checklist of expectations |
| Data can be collected through a simple treatment-integrity checklist documenting whether staff complete data collection during each scheduled opportunity. Observers can record “data collected vs. data not collected,” along with brief notes on competing stimuli (e.g., staff conversations). A percentage of correct data-collection opportunities can then be calculated. | Based on the PDC-HS results indicating issues in the performance consequences, effort, and competition domain, several interventions can be introduced systematically, beginning with the least restrictive. First, expectations for data collection should be clarified so staff understand exactly when and how to complete it. Next, the behavior analyst can reduce effort by simplifying data sheets and ensuring materials are easily accessible. Visual prompts or posted reminders can then be added to cue data collection in the moment. Positive performance consequences, such as immediate praise or brief acknowledgment for accurate data collection, can be incorporated to increase motivation. If competing behaviors are interfering, strategies to minimize staff conversations or unstructured downtime should be implemented. If needed, more structured accountability systems—such as spot checks or end-of-shift verifications—can be added. Finally, if these steps do not improve performance, formal corrective action procedures may be implemented as the most restrictive option. |
| Data can be collected through a simple treatment-integrity checklist documenting whether staff complete data collection during each scheduled opportunity. Observers can record “data collected vs. data not collected,” along with brief notes on competing stimuli (e.g., staff conversations). A percentage of correct data-collection opportunities can then be calculated. | |
| Self management checklist for the staff | 1. Following protocols |
| direct observation, self monitoring, staff taking own data | feedback right away, memo for staff |
| In vivo observation and checklist for staff manager or staff to complete when BA offsite | checklist of expectations as part of role and review at meeting with training for staff re the clients protocol |
| Providing feedback | Checklist and BST |
| Does the employee ever receive feedback about their performance? Does the employee ever see the effects of accurate task completion? From your perspective as the supervisor, does the task generally take precedence over other potentially competing tasks? | 1. Provide additional trainings to staff using BST. |
| checklist through supervisor | self monitoring |
| dfgfdhfdhhfdj | fchbfgngfjngfjn |
| Completed behavior plan data sheets | Weekly reviews with staff, daily if needed |
| Performance checklist and self monitoring | A positive reinforcement, share graph outcomes, and peer review |
| Track days/data sheets completed vs. not completed Record which staff complete data collection and when Note accuracy or completeness of data if feasible Collect baseline data to measure improvement after interventions | The behavior analyst recommends a systematic, least-to-most intrusive approach to improve staff data collection. Interventions begin with positive reinforcement and incentives for accurate and timely data, followed by visual prompts and reminders such as checklists or schedules. Staff training and modeling are provided to review procedures, and performance feedback is given to highlight completion rates and data quality. If needed, supervisory accountability is introduced through monitoring or check-ins, and, as a last step, corrective action plans may be implemented for continued non-compliance. The overall goal is to increase data collection rates and fidelity by addressing performance consequences, effort, and competing activities while starting with the least intrusive strategies. |
| The target response is staff data collection behavior. Data should focus on whether data are collected as required, not on client outcomes. Appropriate data collection methods include: Direct observation of staff during scheduled data-collection periods. Permanent product review, such as: Whether data sheets are completed Whether binders are removed from the shelf and returned with data Recording: Percentage of required data sheets completed Frequency of missed data collection opportunities Data should be collected consistently across days and shifts to evaluate intervention effects. | Interventions to Improve Data Collection (Ordered Least to Most Restrictive) Simplify data sheets Use checklists, tallies, or quick rating scales Store data materials in easily accessible locations Ensure binders are clearly labeled and ready to use ➡️ Rationale: Data collection may not occur because it is effortful or inconvenient. 2. Clarify Expectations and Roles Clearly communicate when, where, and by whom data must be collected Assign specific staff responsibility for data collection during each shift Use visual reminders or posted schedules ➡️ Rationale: Competing activities and unclear expectations reduce follow-through. 3. Add Positive Performance Consequences Provide verbal praise or public recognition for consistent data collection Share performance summaries showing improved compliance Use small incentives or preferred privileges tied to accurate data completion ➡️ Rationale: Data collection may not contact sufficient reinforcement. 4. Address Competing Contingencies Limit off-task conversations during key data-collection times Establish expectations for professional conduct Schedule protected time for documentation ➡️ Rationale: Social interaction may be competing with data collection. 5. Implement Performance Feedback and Monitoring Provide regular, data-based feedback on staff performance Review data completion rates in meetings Set clear performance goals ➡️ Rationale: Increases accountability while remaining instructional. 6. Add Corrective or Restrictive Consequences (Most Restrictive) Written reminders or corrective action plans Increased supervision Formal performance management procedures ➡️ Rationale: Used only if less restrictive interventions are ineffective. Summary Data collection: direct observation + permanent product review Intervention strategy: systematically reduce effort, improve consequences, and address competition Ethical approach: begin with least restrictive supports and escalate only if data indicate need |
| checklist | checklist, clicker, |
| video | 1. feedback |
| Staff behavior | BST |
| set clear expectations for behavior and data collection | Re-arrange staffing |
| Frequency in which a Supervisor is present | Number of positive comments received by employee from supervisor posted weekly |
| check data sheets | 1. fire staff as example |
| Staff data collection behavior, not client responding. Measurement can be conducted using event recording or percentage of opportunities | Performance feedback |
| implement checklists of the expectations for each day, review the client's data books weekly to see how often data is being collected | Visual reminders in the work areas stating that data needs to be collected |
| supervision and checklist | increased supervisor presence, performance feedback |
| direct observation, train supervisors | reduce response effort, utilize checklists and incentives |
| 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. |
