Sample survey templates

Sample Templates

Public Awareness & Attitudes Toward Kangaroos

Measures public familiarity with kangaroos, perceptions of their characteristics, attitudes toward kangaroo conservation, and behavioral intentions. Suitable for wildlife researchers, conservation organizations, or educational program evaluators.

Sample Templates

Leisure Travel Behavior & Preferences Survey

Measures leisure travelers' trip frequency, destination decision drivers, transportation preferences, satisfaction, and likelihood to recommend — providing actionable segmentation and experience insights for travel brands, tourism boards, or academic research.

Sample Templates

Course Experience & Learning Outcomes Feedback Survey

A structured instrument for collecting student feedback on course satisfaction, instructional effectiveness, and learning outcomes. Designed for end-of-term deployment to support data-driven course improvement.

Sample Templates

Pre-Launch Product Concept Evaluation Survey

A structured concept testing instrument designed to measure perceived innovation, quality, purchase intent, and feature priorities for a new product among target consumers prior to market launch.

Sample Templates

Subscription Retention & Win-Back Offer Testing Survey

Identifies churn drivers among at-risk subscribers and tests the persuasiveness of specific retention offers, discounts, and feature commitments to inform cancel-flow strategy.

Sample Templates

Post-Event Sponsor Impact & Lead Quality Survey

Measures attendee perceptions of sponsor value, interaction quality, and purchase intent at events. Designed for event organizers proving sponsorship ROI and qualifying leads by role, timeline, and budget signals.

Sample Templates

Content Findability & Search UX Assessment

Measures content findability, search satisfaction, navigation confidence, and filter effectiveness for recent site or app visitors. Designed for UX and information architecture teams seeking actionable data on how users locate and evaluate content.

Sample Templates

Restaurant Allergen Safety & Communication Experience Survey

Measures diners' experiences with allergen communication, cross-contact prevention, and staff responsiveness to identify gaps in restaurant food safety practices and strengthen guest trust.

Sample Templates

Referral Program Barriers & Incentive Preferences Survey

A 5-minute diagnostic survey for existing customers to identify referral program awareness gaps, incentive misalignment, process friction, and trust barriers—providing actionable data to optimize referral conversion.

Sample Templates

Micro-Fulfillment Center Neighborhood Impact Survey

Measures resident perceptions of how micro-fulfillment delivery hubs affect traffic, noise, safety, jobs, and quality of life, providing evidence for local planning, zoning, and permitting decisions.

Sample Templates

Mobile App Navigation & Performance UX Survey

Collects structured feedback from active mobile app users on navigation ease, load performance, and gesture reliability to prioritize UX improvements.

Sample Templates

Ecommerce API Developer Experience Survey (DX + NPS)

Measures developer satisfaction, friction, and usability across ecommerce API integrations, documentation, SDKs, and webhooks. Designed for product and developer relations teams seeking to improve adoption and reduce support load.

Sample Templates

Recommerce Program Trust & Adoption Survey

Measures consumer trust, adoption intent, and incentive preferences for retailer-run recommerce, trade-in, and certified pre-owned programs to inform program design, pricing, and marketing strategy.

Sample Templates

Airport Biometric Boarding: Passenger Trust & Privacy Survey

Measures air-traveler trust, comfort, and privacy concerns with biometric boarding and ID verification across airport touchpoints. Designed for airlines, airport authorities, and aviation-technology researchers.

Sample Templates

Voice Assistant Wake Word Trust & Privacy Study

Measures consumer trust in voice assistant wake word systems, privacy concerns, and comfort with ambient listening. Designed for consumer research with voice assistant users.

Sample Templates

Subscription Churn Risk & Retention Offer Effectiveness Survey

Identifies why subscribers consider canceling and which retention offers, pricing incentives, or policy changes are most effective at preventing churn — designed for SaaS and subscription product teams seeking actionable retention insights.

Sample Templates

Post-Event Sponsor Engagement & Lead Quality Assessment

Measures attendee engagement with event sponsors, lead quality signals, and perceived sponsor value to help event organizers and sponsors evaluate and optimize sponsorship ROI.

Sample Templates

Site Search, Navigation & Filter UX Evaluation

Measures ease of finding content, filter effectiveness, and result relevance across a site or app to diagnose UX friction and prioritize improvements that lift task completion and satisfaction.

Sample Templates

Restaurant Allergen Safety & Trust Survey

Measures diners' confidence in restaurant allergen communication, cross-contact prevention, and safety practices. Designed for consumers who manage food allergies or dine with someone who does.

Sample Templates

Referral Program Friction & Barriers Audit

Diagnoses referral drop-off by measuring awareness, incentive appeal, and process friction among current and former customers to identify the highest-impact improvements for program conversion.

Sample Templates

Open Banking Consent, Control & Trust Survey

Measures customer understanding, consent preferences, control expectations, and institutional trust around open banking data sharing. Designed for banks, fintechs, and UX researchers studying data-sharing experiences.

Sample Templates

Resident Impact Assessment: Micro-Fulfillment Centers

Measures how nearby micro-fulfillment center operations affect residents' quality of life, local environment, and policy preferences. Designed for city planners and community boards seeking structured resident input to guide zoning and operational decisions.

Sample Templates

Mobile App UX & Performance Evaluation Survey

Evaluates user perceptions of mobile app navigation, gesture interactions, speed, and stability to identify priority areas for UX improvement. Designed for active and lapsed app users across iOS and Android.

Sample Templates

API & SDK Developer Experience (DX) Survey

Captures developer feedback on API documentation, SDK setup, and integration friction to identify pain points and prioritize developer experience improvements.

Sample Templates

Circular Retail Program Demand & Attitudes Survey

Measures shopper awareness, behavioral intent, and preferences for retailer-led circular programs—including trade-ins, take-back, repair, and refurbished resale—to inform program design and go-to-market strategy.

Sample Templates

Passenger Trust & Comfort with Airport Biometric Verification

Measures air travelers' willingness, trust, comfort, and privacy preferences regarding biometric identification at airports. Use this instrument to benchmark passenger sentiment across airline, airport, and technology stakeholders.

Sample Templates

Developer Integration Experience Survey

Captures developer feedback on API, SDK, and documentation experiences to identify friction points, measure satisfaction, and prioritize improvements post-onboarding or post-release.

Sample Templates

Consumer Demand for Retail Recommerce Programs

Measures consumer awareness, purchase likelihood, barriers, and feature preferences for retailer take-back, buyback, and recommerce programs to validate demand and inform program design.

Sample Templates

Passenger Biometric Boarding Trust & Privacy Survey

Measures air traveler comfort, trust, and privacy expectations around facial recognition and fingerprint verification at airports. Designed for airlines, airports, and travel-tech firms researching passenger acceptance of biometric boarding systems.

Sample Templates

RAG System Quality & Grounding Assessment (Developer Survey)

Evaluates developer experiences with Retrieval-Augmented Generation systems across retrieval quality, grounding accuracy, evaluation practices, and infrastructure. Designed for ML engineers, backend engineers, and data scientists actively building or maintaining RAG pipelines.

Sample Templates

API Rate Limit Fairness & Productivity Impact Survey

Measures developer perceptions of API rate-limit fairness, documentation clarity, productivity impact, and coping strategies. Designed for API product teams and developer-experience researchers seeking actionable data to improve throttling policies and pricing tiers.

Sample Templates

Refund Experience & Policy Satisfaction Survey

Measures customer satisfaction with refund policies, processing speed, communication, and perceived effort. Designed for consumer research teams seeking to identify friction points and prioritize improvements in return and refund workflows.

Sample Templates

Patient Visit Satisfaction: Wait Times, Access & Counseling

Measures patient satisfaction with a recent healthcare visit across three domains—wait times, appointment access, and clinician counseling quality. Suitable for clinics, hospitals, and health systems seeking actionable feedback to improve the patient experience.