The Challenge of Measuring Customer Effort Score in Business Travel UX Teams
- Customer Effort Score (CES) gauges how easy users find booking, itinerary changes, or expense reporting.
- CES is crucial to reduce friction in complex business travel workflows.
- However, many teams struggle with inconsistent CES data due to analytics platform deprecation.
- A 2024 Forrester report showed 37% of travel companies faced gaps in customer feedback after retiring legacy analytics tools.
- Mid-level UX designers must balance measurement accuracy with building teams that understand CES’s strategic role.
Diagnosing Root Causes: Why CES Measurement Falters in Business Travel Teams
- Analytics platform deprecation often disrupts CES tracking pipelines.
- Teams lose historical data trends, complicating baseline setting.
- Lack of CES-specific skill sets in new hires causes inconsistent survey design and interpretation.
- Team structures usually silo UX researchers, analysts, and product managers, causing feedback loop delays.
- Onboarding focuses on tools, not CES methodology — creating knowledge gaps.
Example:
A mid-size B2B travel platform replaced Google Analytics with a new tool in 2023 but saw CES scores drop in reliability by 18% due to misconfigured surveys and lack of CES context among new analysts.
Solution: Building a CES-Ready Team Structure
- Hire UX designers with experience in survey design and data analysis.
- Include dedicated CES champions within cross-functional teams.
- Create a CES task force combining UX, data analysts, and product owners.
- Align team KPIs around CES improvements, not just final booking conversion.
- Use travel-specific scenarios in interviews, e.g., ease of changing multi-city itineraries.
Skill Sets to Prioritize When Hiring for CES Measurement
| Skill Area | Importance | Travel Application Example |
|---|---|---|
| Survey Design | High | Crafting CES questions for booking and cancellation flows |
| Data Analysis | Medium-High | Interpreting CES vs NPS for corporate traveler segments |
| Cross-Functional Communication | High | Coordinating between product, UX, and account teams |
| Tool Adaptability | Medium | Shifting from deprecated platforms to Zigpoll or Medallia |
Onboarding for CES Excellence in Travel UX Teams
- Start with CES fundamentals: what it measures and why it matters in travel.
- Hands-on sessions with current CES tools and data sets.
- Role-play scenarios like resolving "flight change difficulties" based on CES feedback.
- Shadow senior UX researchers during CES survey deployment.
- Document CES workflows, including platform migration contingencies after analytics deprecation.
Tackling Analytics Platform Deprecation: A Stepwise Approach
- Map all CES data points and dependencies before platform sunset.
- Identify replacement tools: Zigpoll, Medallia, Qualtrics all suit travel industry needs.
- Run parallel CES tracking on old and new platforms for 4-6 weeks.
- Train team members on new dashboard features and data export options.
- Automate CES data backups to prevent loss during transition.
What Can Go Wrong: Risks During CES Measurement and Team-Building
- Overreliance on legacy data may bias decisions after platform switch.
- New hires may misinterpret CES scale differences between platforms.
- Fragmented team accountability leads to CES survey fatigue among travelers.
- Technical incompatibility blocks collecting CES at key touchpoints (e.g., expense app integrations).
- Limited budget restricts multi-tool CES experimentation, delaying insights.
Measuring Team Impact on CES Outcomes: Metrics to Monitor
| Metric | Why Track It | Example Target for Business Travel |
|---|---|---|
| CES Response Rate | Indicator of survey design and deployment efficiency | >25% among frequent travelers |
| CES Score Variance | Measures consistency and data reliability | <5% fluctuation month-over-month |
| Time to Insight | Speed from CES collection to actionable change | <7 days |
| CES-Linked Conversion Uplift | Direct impact on booking or itinerary change rates | Increase from 2% to 9% after team refinement |
Example:
One travel expense platform increased CES-linked booking completion by 7 percentage points after hiring a dedicated CES analyst and improving onboarding.
Integrating CES Learning Into Team Development Cycles
- Make CES a standing agenda item in retrospectives.
- Use CES insights for targeted UX training sessions.
- Encourage cross-team workshops on CES interpretation.
- Celebrate CES improvements to motivate continuous effort.
- Include CES-related goals in individual performance reviews.
Balancing CES with Other Travel Industry Metrics
- CES complements NPS and Satisfaction Scores but focuses on effort, not sentiment.
- Avoid conflating CES dips with product dissatisfaction—travelers may face external friction (e.g., airline delays).
- Use CES alongside operational data, like booking drop-off points and support ticket volume.
- Prioritize CES improvements that reduce friction in vendor integrations (e.g., hotel booking APIs).
Final Thoughts on CES Measurement Amid Tool Changes
- CES measurement is only as strong as the team managing it.
- Investing in skills, clear roles, and onboarding reduces risks from analytics platform deprecation.
- Adopt flexible CES tools like Zigpoll to adapt to evolving travel tech stacks.
- Track both team processes and traveler outcomes to see true CES impact.
- Remember: smooth CES measurement signals a UX team ready to reduce friction in complex business travel journeys.
