Clinical Trial Statistical Analysis Plan (SAP) Developer
Draft and validate regulatory-compliant Statistical Analysis Plans
What You Can Do
You can leverage this skill to automatically draft comprehensive Statistical Analysis Plans (SAPs) for clinical trials that meet ICH-E9 and FDA regulatory standards. The skill reviews your trial protocol and generates all required SAP sections, validates statistical methodologies against best practices, identifies completeness gaps, and produces a regulatory-ready assessment before submission.
Features
Generates all required SAP sections including objectives, populations, statistical methods, handling of missing data, and multiplicity adjustments aligned with ICH-E9 guidance
Checks SAP content against FDA and ICH-E9 requirements, identifies missing regulatory elements, and flags non-compliant statistical approaches
Evaluates proposed statistical analyses for methodological rigor, appropriateness to trial design, and adherence to regulatory expectations
Cross-references SAP against trial protocol to ensure analyses match stated endpoints, populations, and primary/secondary objectives
Produces a detailed gap report listing incomplete sections, missing specifications, and areas requiring biostatistician input
Validates sample size calculations, power assumptions, and rationale for patient accrual targets
Reviews multiplicity adjustments and significance testing hierarchy to ensure appropriate alpha allocation and control strategies
Generates a completeness score and regulatory readiness assessment, highlighting priority items before regulatory submission
Example Output
Generated SAP Outline:
- Primary Efficacy Analysis: Two-way ANOVA with pre-specified contrasts for dosing strategy comparison
- Missing Data: Last observation carried forward (LOCF) with sensitivity analyses using multiple imputation
- Type I Error: Bonferroni-adjusted alpha of 0.025 across two primary endpoints
- Sample Size: 450 patients (225/arm) provides 90% power to detect 30% superiority margin
Regulatory Readiness Score: 78/100
- ✓ Complete population definitions
- ✓ Comprehensive analysis plan
- ✗ Missing interim futility rules (add Section 7.3)
- ✗ Subgroup analysis strategy requires specification
What's Included
- ICH-E9 Compliant SAP Template: Pre-structured template with all required sections for statistical analysis planning in clinical trials
- Regulatory Compliance Checklist: Detailed checklist of FDA and ICH-E9 requirements to validate before submission to regulatory authorities
- Statistical Method Validator: Tool to assess appropriateness of proposed statistical methods for your specific trial design and endpoints
- Protocol-SAP Cross-Reference Tool: Links SAP sections back to protocol requirements to ensure consistency and traceability
- Regulatory Readiness Scorecard: Automated scoring system that identifies gaps and prioritizes missing elements before regulatory submission
Who It's For
- Biostatisticians and Clinical Trial Statisticians
- Regulatory Affairs Specialists
- Protocol Development and Clinical Operations Managers
- Clinical Research Coordinators and Trial Directors
Best For
- Initial SAP drafting from protocol specifications
- Comprehensive SAP review and regulatory gap analysis
- Validation of statistical methodologies against trial design
- Preparation for FDA and regulatory submissions
- Impact assessment of protocol amendments on SAP
You might also like
Transform raw charging data and market projections into actionable infrastructure capacity plans that balance capital expenditure with grid stability. You'll characterize load profiles by time and location, forecast peak demand periods that drive infrastructure requirements, and generate optimization recommendations for transformer sizing, feeder capacity, and DCFC unit mix based on duty cycles and growth scenarios.
by openclaw
This skill helps you systematically analyze suspension systems, structural loads, and dynamic behavior before running expensive simulations. You can translate performance requirements into actionable suspension geometry targets, predict stress concentration points and load paths, diagnose NVH failures using structured failure mode analysis, and validate damping strategies against durability constraints. It accelerates the planning phase, interprets simulation results, and builds defensible engineering rationale for design decisions.
by openclaw
You can systematically validate LiDAR-camera fusion pipelines by analyzing sensor registration, detecting failure modes across object classes and ranges, and diagnosing misalignment issues. This skill provides structured methodologies to verify fusion outputs meet safety-critical accuracy thresholds before validation testing, catching issues like dropped detections, false positives at scene boundaries, and temporal coherence failures that are common sources of AV system failures.
by openclaw
You can submit survey designs, sampling strategies, and analysis plans for expert methodological review. Claude evaluates your approach against statistical best practices, identifies potential biases, verifies compliance with government standards, and recommends improvements to ensure your survey produces reliable, defensible results.
by openclaw
You can perform comprehensive pre-flight validation of vehicle dynamics simulation models, catching ~80% of common configuration errors before execution. The skill analyzes solver configurations, parameter interdependencies, FMU interface specifications, and physical constraints to identify mismatches that typically surface mid-run or produce silent failures. This reduces compute waste, prevents misleading results, and accelerates your simulation workflow by flagging issues in 15-20 minutes of structured validation.
by openclaw
Upload manufacturing process data and Claude will generate control charts, calculate process capability indices (Cp, Cpk, Pp, Ppk), detect special causes using Western Electric rules, and recommend statistical interventions for improvement. You'll receive actionable insights on whether your process is in statistical control and what corrective actions to prioritize.
by openclaw
Submit your statistical protocol, analysis plan, or biostatistical methodology, and receive a comprehensive peer review covering analytical validity, regulatory compliance, and methodological soundness. You'll get specific recommendations to strengthen your protocol before submission to regulatory authorities or implementation in your trial.
by openclaw
This skill helps you generate comprehensive methodology documentation for government statistical reports that meets federal compliance standards. You can automatically create detailed statistical methodology sections, validation frameworks, quality assurance protocols, and audit trails that demonstrate analytical rigor and transparency. Your documentation will align with OMB, GAO, and agency-specific statistical standards while remaining clear to policy audiences.
by openclaw