Comparing Enhanced and Standard Data Sheets for Tact Training: A Research-Based Perspective
Introduction
When delivering behavior-analytic interventions, treatment fidelity is essential. Without precise implementation of procedures, even the most evidence-based treatments may fail to produce the desired learning outcomes. One factor that significantly influences treatment fidelity is the format of data collection sheets used by therapists.
A recent study by Halbur, Reidy, Kodak, Cowan, and Harman (2024) examines how enhanced data sheets compare to standard ones in improving fidelity and data accuracy during tact training. This research is particularly valuable for behavior analysts seeking practical strategies to improve ABA therapy effectiveness.
This blog post will break down the study's methods, findings, and implications for behavior analysis practitioners.
Why Treatment Fidelity Matters in ABA
Treatment fidelity refers to how accurately a behavior intervention is implemented according to prescribed procedures. High treatment fidelity ensures that interventions are applied consistently, which improves:
- The effectiveness of skill acquisition programs
- Data reliability for decision-making
- The integrity of research findings
However, previous research has shown that therapists often make fidelity errors when conducting interventions. The way data sheets are designed can either support or hinder accurate implementation.
Understanding the Role of Data Sheets
Data sheets are essential for organizing and recording important variables in behavior analysis. Standard data sheets typically allow therapists to track responses trial by trial, but they may lack detailed prompts to guide correct implementation.
Enhanced data sheets, on the other hand, include:
- Pre-identified targets presented in a randomized order
- Embedded cues for securing attention and delivering reinforcement
- Columns designed to prompt correct prompting and response recording
By embedding these instructional supports, enhanced data sheets aim to reduce fidelity errors and improve skill acquisition.
Study Overview
Participants
- 20 behavior therapists participated in the study
- They were randomly assigned to either the standard data sheet or enhanced data sheet condition
Study Design
- Each therapist was trained via video instruction on tact training protocols
- They then conducted tact training sessions with a confederate role-playing as a child with autism
- The study measured fidelity by tracking correct target presentation, reinforcement, and data collection accuracy
Dependent Variables
Researchers measured several key fidelity components, including:
- Reinforcement delivery – Whether reinforcement was correctly provided following correct responses
- Securing attention – Whether the therapist engaged the learner before presenting a trial
- Randomization of targets – Ensuring targets were not presented in a predictable order
- Data collection accuracy – The percentage of correct data entries
Standard vs. Enhanced Data Sheets: Key Differences
The primary difference between the two types of data sheets was the inclusion of structured prompts in the enhanced version.
Features of Standard Data Sheet:
- Blank spaces for responses
- No built-in prompts for securing attention or reinforcement
- No randomized target order
Features of Enhanced Data Sheet:
- Prelisted targets with randomized presentation
- Embedded prompts for reinforcement and attention-getting
- Sections guiding correct prompt and reinforcement procedures
These design changes aimed to reduce errors and improve procedural fidelity.
Key Research Findings
The study revealed significant differences in fidelity measures between therapists using standard vs. enhanced data sheets.
1. Data Collection Accuracy
- Enhanced Data Sheet Condition: 85% accuracy
- Standard Data Sheet Condition: 30% accuracy
Therapists using the enhanced data sheet were nearly three times more accurate in recording data than those using the standard version.
2. Target Presentation Randomization
- Enhanced Data Sheet Condition: 100% accuracy
- Standard Data Sheet Condition: 75% accuracy
Therapists in the standard data sheet condition frequently presented targets in a predictable order, which may impact generalization.
3. Reinforcement Delivery & Securing Attention
- Reinforcement was correct 98% of the time with the enhanced data sheet vs. 88% with the standard version.
- Securing attention was successful 99% of the time with the enhanced data sheet vs. 92% with the standard version.
Although reinforcement and securing attention were relatively high in both groups, the enhanced data sheet further reduced errors.
Practical Implications for Behavior Analysts
This study demonstrates that a simple change in how data sheets are designed can significantly impact treatment fidelity. Behavior analysts should consider implementing these findings by:
- Incorporating structured prompts – Enhanced data sheets help to reduce errors by guiding therapist behavior.
- Pre-randomizing targets – Ensuring variability in target presentation can promote generalization.
- Embedding reinforcement and attention prompts – This can ensure critical teaching components are not overlooked.
By making these design modifications, ABA providers can improve the consistency and accuracy of data collection across therapists.
Final Thoughts
The findings from Halbur et al. (2024) highlight a practical, research-supported way to improve treatment fidelity—using enhanced data sheets. By embedding key instructional prompts, these data sheets lead to more accurate data collection, better randomization of targets, and improved overall implementation.
For behavior analysts and ABA practitioners, this simple change can enhance treatment outcomes for clients while ensuring interventions are implemented with precision.
Want to read the full study? Check out the original research here: 10.1007/s40617-023-00869-y.


