Validation
Validation Reports
Side-by-side comparisons of Simsurveys synthetic output against published live panel data across healthcare, consumer, patient, and retail domains.
Validation Study
AMA Prior Authorization Survey
Validation of synthetic physician responses against the American Medical Association's prior authorization survey. Compares synthetic and live panel data on physician attitudes, administrative burden, and care delay metrics.
Validation Study
Commonwealth Fund / Kaiser 2015
Synthetic replication of the Commonwealth Fund/Kaiser Family Foundation 2015 health insurance survey. Benchmarks synthetic respondent output against national survey data on insurance coverage, access, and affordability.
Validation Study
Consumer Returns in Retail
Validation study comparing synthetic and live consumer data on retail return behaviors, motivations, and satisfaction. Tests the consumer model's ability to replicate purchase and post-purchase decision patterns.
Validation Study
IFIC Food & Health Survey
Synthetic replication of the International Food Information Council's annual Food and Health Survey. Validates the consumer model against nationally representative data on food attitudes, nutrition knowledge, and dietary behaviors.
Validation Study
Physician Sarcopenia Knowledge
Validation of synthetic physician responses on sarcopenia awareness, diagnostic practices, and treatment approaches. Tests the healthcare model's accuracy in replicating specialized clinical knowledge and practice patterns.
Validation Study
Walmart Retail Rewired 2025
Synthetic replication of Walmart's Retail Rewired 2025 consumer study. Benchmarks the consumer model against large-scale retail data on shopping behaviors, channel preferences, and emerging retail technology adoption.
Validation Study
KFF GLP-1 Weight Loss Drug Survey
Validation of the patient model against the Kaiser Family Foundation's 2023 survey on GLP-1 weight loss drug awareness, usage, and attitudes. Tests patient model accuracy across demographic segments on a rapidly evolving healthcare topic.
Validation Study
HCAHPS Hospital Patient Experience
Validation against CMS Hospital Consumer Assessment of Healthcare Providers and Systems (HCAHPS) survey data. Benchmarks the patient model on hospital experience metrics including communication, responsiveness, and discharge information.
Validation Study
US Pain Foundation 2022 Survey
Validation against the US Pain Foundation's 2022 national survey on chronic pain experiences. Tests patient model accuracy on pain management, treatment satisfaction, provider communication, and quality-of-life impact.