Survey Design & Scoring Analysis
A deep dive into how we designed, validated, and scored the Westover Student Experience Survey against rigorous methodology standards.
Strong coverage of 9/11 themes; minor gaps in Joy and Agency
Generally excellent; opens questions both directions
Scale section properly paced with transitions (+10 from v1)
Strong opening sequence; warm, non-pressuring consent
Better flow; slight open-ended density remains
Pacing fix resolves major compliance issue (+8 from v1)
Explore the Full Methodology
Download the complete methodology document with all framework details.
Data Privacy, Security & Compliance
Our commitment to protecting participant data
Data Security
- - AES-256 encryption at rest and in transit
- - SOC 2 Type II aligned practices
- - No PII stored — all responses anonymized
- - Secure data centers (US-based)
Compliance & Ethics
- - IRB-aligned research protocols
- - FERPA compliant for education data
- - Informed consent required from all participants
- - Right to withdraw at any time
Aaron Lyles is an individual member of AAPOR and IASSIST, subscribing to their professional codes of ethics and practices. All survey analytics follow the Warren Data Inclusion Standard (AAPOR RR2-aligned): both completed and substantially complete responses are included in analysis to ensure every voice is heard. Response inclusion is determined by deterministic, auditable criteria with zero subjective judgment. Full methodology available upon request.

