Restricted randomization alternating treatments limits the candidate sequences before the draw so every retained order meets prospectively defined balance, run-length, block, transition, or washout rules. Enumerate the compliant set, assign probabilities, randomly select one sequence, and use that same restricted set for inference. Restrictions can improve feasibility or reduce long runs, while excessive constraints shrink p-value resolution and may create predictable patterns.
Justify each restriction
Link balance, block, run, transition, or washout rules to the design question and delivery constraints. Avoid convenience rules created after seeing outcomes.
Enumerate and test the set
Generate every sequence that passes all rules. Use automated and hand boundary tests to verify inclusion and exclusion.
Check resulting probabilities
A direct equal draw from the catalog gives equal sequence probabilities. Sequential constrained generators may require explicit probability calculation.
Quantify resolution
Report the retained sequence count and the exact test's attainable p-value increments before study launch.
Preserve delivered order and deviations
Map each planned position to the actual session and retain cancellations, swaps, safety changes, and their analysis consequences.
Build Quinn's restricted-sequence catalog
For the restricted randomization alternating treatments question, start with a locked protocol and a versioned restricted-sequence catalog. Record Quinn's design, setting, randomization unit, complete schedules, constraints, assignment probabilities, draw, selected schedule, delivered schedule, statistic, tail, tie and missing-data rules, software, and reviewers. Link each schedule position to the original time-series record. The file should let an independent analyst reconstruct restricted alternating-treatment randomization without guessing what was possible before outcomes.
Work the schedule example for Quinn
Quinn's ten-session study requires five A and five B sessions and prohibits three identical conditions in a row. Complete enumeration yields 84 balanced sequences with maximum run length two. Each receives probability 1/84, and one is selected before the first session. The catalog and selected sequence are archived. Show the schedule generator, inclusion tests, probability calculation, draw evidence, and selected sequence at full precision. This fictional example illustrates balanced sequences with maximum two-condition runs; it does not establish a universal phase length, alpha, power level, or treatment plan.
Audit Quinn's assignment evidence
Quinn's catalog records length 10, counts 5/5, forbidden patterns AAA and BBB, 84 passing sequences, equal probabilities, code version, seed, selected sequence, and delivered order. Boundary tests verify that every passing sequence meets both restrictions. The audit also checks timestamps, protocol amendments, allocation concealment when applicable, cancellations, replacements, missing positions, phase labels, probability totals, software version, and whether the analysis generator matches the design generator. Unresolved discrepancies stay on hold.
Prevent the assignment error in Quinn's review
Discarding long runs after drawing until a convenient order appears changes probabilities unless the rejection procedure is part of the defined scheme. Quinn's team enumerates the accepted set directly and draws once from it. Randomization means chance operated at the named assignment step under the documented scheme. Varied, alternating, staggered, or response-guided schedules are not automatically randomized.
Integrate design and visual evidence for Quinn
The analyst reports how restrictions affect the number of schedules and minimum attainable p value. Clinical and design reviewers also consider carryover, discrimination, burden, and whether a less predictable sequence remains understandable and safe for Quinn. The WWC Version 5.0 handbook is a research-review standard, not a universal clinical protocol. Review the graph, level, trend, variability, immediacy, overlap, consistency, measurement quality, assignment fidelity, original-unit magnitude, and every planned replication.
Protect Quinn's participation
The restricted alternating-treatment randomization never outranks Quinn's welfare. Keep augmentative and alternative communication, interpreters, mobility, food, water, bathroom use, prescribed care, health support, rest, relationships, and emergency help available. Use accessible consent and assent processes and honor withdrawal or distress. If safety, medical need, access, or choice changes the schedule, qualified people act and document the design consequence.
Use design-specific sources for Quinn
For Quinn's balanced sequences with maximum two-condition runs, the BACB ethics hub and CASP public summary provide professional context, and the BCBA Test Content Outline identifies examination content on measurement and single-case design. A randomized SCED overview covers phase and alternation schemes. Research on multiple-baseline power, rapid alternation, and changing-criterion randomization shows design-specific behavior. A health-sciences methods paper discusses randomized phase, alternation, and case-placement options. Nonconcurrent multiple-baseline research addresses assignment and design-quality issues. ASHA supports continuous AAC access.
Rehearse Quinn's schedule before collecting outcomes
Before the school cooperative-play comparison begins, Quinn's team runs the restricted-sequence catalog with fictional schedules and outcomes. The rehearsal checks the earliest and latest permissible assignment, probability totals, selected-schedule trace, delivered-schedule fields, statistic, missing-data behavior, and a hand-worked reference result. Reviewers store test cases, expected outputs, code version, and correction log. The dry run can repair mechanics before outcomes; it cannot use Quinn's future data to change the assignment scheme.
Define Quinn's stop, pause, and amendment rules
Quinn's protocol names who may stop or pause the restricted alternating-treatment randomization, which health, safety, assent, access, staffing, technology, or feasibility events trigger action, and how urgent care proceeds. It separates an immediate protective action from a later research amendment. Any amendment receives a new version, date, rationale, approval path, and prospective assignment set; the original schedule and data remain intact. The team also tells Quinn how to withdraw or raise a concern through an accessible route. These rules make the humane response predictable and keep a necessary change from being hidden as ordinary schedule variation.
Close Quinn's design review
Review the restricted-sequence catalog with Quinn, the responsible clinician, and a statistician or methodologist familiar with the exact design. Preserve protocol, schedule set, probabilities, draw, selected and delivered sequence, raw data, graph, code, outputs, deviations, inference limits, client input, and decisions. Keep the page draft and noindex until every named review is complete.
Related resources
- How to Randomize Phase-Change Points in a Reversal Design
- How to Randomize Condition Order in an Alternating-Treatments Design
- How to Randomize a Changing-Criterion Schedule
- How to Randomize Intervention Starts Across Multiple-Baseline Tiers
Sources
- Behavior Analyst Certification Board, Ethics Information and Ethics Codes
- Council of Autism Service Providers, ABA Practice Guidelines Version 3.0 public summary
- Behavior Analyst Certification Board, BCBA Test Content Outline, 6th edition
- What Works Clearinghouse Procedures and Standards Handbook, Version 5.0
- Randomized Single-Case Experimental Designs in Healthcare Research: What, Why, and How?
- Power of a Randomization Test in a Single Case Multiple Baseline AB Design
- Randomization Tests for Single Case Designs with Rapidly Alternating Conditions
- Type I Error Rates and Power of Two Randomization Test Procedures for the Changing Criterion Design
- Randomized Single-Case Intervention Designs and Analyses for Health Sciences Researchers
- Examining and Enhancing the Methodological Quality of Nonconcurrent Multiple-Baseline Designs
- American Speech-Language-Hearing Association, Augmentative and Alternative Communication