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Survey Methodology

Survey Design & Scoring Analysis

A deep dive into how we designed, validated, and scored the Westover Student Experience Survey against rigorous methodology standards.

86
/100
Overall Survey Score
Launch Ready
All critical issues resolved
56
Total Blocks
35
Questions
11
Theme Areas
12 min
Est. Time
15+
Branching Rules
4
GIF Moments
Objective Alignment
25%85

Strong coverage of 9/11 themes; minor gaps in Joy and Agency

Question Neutrality
20%88

Generally excellent; opens questions both directions

Conversational Flow
15%90

Scale section properly paced with transitions (+10 from v1)

Trust Building
15%90

Strong opening sequence; warm, non-pressuring consent

Question Type Balance
15%78

Better flow; slight open-ended density remains

Methodology Compliance
10%88

Pacing fix resolves major compliance issue (+8 from v1)

Weighted Total Score
86.35/100

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
SOC 2 Practices
FERPA Aligned
256-bit Encryption
AAPORIASSIST

Aaron Lyles is an individual member of AAPOR and IASSIST, subscribing to their professional codes of ethics and practices. These memberships reflect our commitment to data research standards and best practices.