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We didn’t have visibility into which workflows were most critical to customer engagement and retention—or whether those workflows needed improvement. Without this clarity, we risked focusing on low-impact areas while missing the core issues driving churn.


Identify and prioritize the 3–4 most impactful workflows across DaySmart’s verticals, uncover pain points within them, and deliver actionable design and research recommendations to improve usability, drive retention, and reduce churn.

Role

UX Researcher, Solo UX Designer


Timeline

Q1 2024

Research

Behavioral Analysis (Pendo)

I began by analyzing user behavior across all DaySmart verticals (Salon, Pet, Spa, and Body Art) and platforms (Web, iOS, Android). Using Pendo, I identified the most frequented pages and traced users’ paths to pinpoint high-value workflows.


Insights from Pendo analysis:


  • Blocking time off on the Appointment Book could take up to 2.5 minutes

  • Online Booking Request Banner (Android) had a 90% interaction rate

  • Checkout averaged 2 minutes and 15 seconds

Mobile users toggled frequently between Messages and Appointment Book, indicating friction

Internal Stakeholder Interviews

To add qualitative depth, I interviewed CX and Support team members, who regularly fielded user issues. 


These interviews revealed recurring issues in:


  • Checkout (slow, error-prone)

  • Appointment creation (multi-step, no time block support)

  • Messaging (overage frustrations)

Online Booking (lack of flexibility, unclear availability)

Customer Interviews

To validate internal findings and understand goals from the user's perspective, I conducted direct customer interviews.


What I learned:


  • A “successful” client visit = fast, smooth experience from booking to checkout and rebooking

  • Rebooking, reviews, and referrals were seen as business success indicators

  • Customers wanted faster checkout, more control over promotions, and the ability to block time flexibly

These insights were synthesized into 12 user problems, later narrowed down with Product to a prioritized list of 5 problems to solve.

    Define

    Defining the Problem

    The central problem was that DaySmart lacked a data-backed understanding of which workflows mattered most to retention. Customers experienced delays and friction in their most frequent actions—leading to dissatisfaction, reduced rebooking, and increased churn.


    We defined 5 critical workflows for optimization:


    1. Appointment Creation from Messages

    2. Rebooking after Checkout

    3. Applying Discounts/Promotions on Mobile

    4. Time Block Setup During Appointment Creation



             5. Streamlined Checkout (target time: under 1 minute)

    Design

    Ideation and Design

    I led ideation and design for each of the five workflows, partnering with the UX team and Product stakeholders to develop solution hypotheses and wireframes. For each, I defined the assumptions, what needed to be true for the solution to work, and how we’d validate them.


    Key Design Concepts:


    • In-message appointment creation with embedded scheduling modal

    • Automated rebooking prompts post-checkout

    • Mobile-friendly discount options during checkout

    • Flexible time block options added to service or appointment creation

    • Checkout flow audit to streamline steps and reduce time to <1 minute

    All workflows were documented with wireframes and prototypes in Figma and prepared for testing in Phase 2.

      Validate

      Test Plans

      While full testing was scoped for Phase 2, I created detailed test plans and validation strategies for each proposed solution:


      • Usability testing of new appointment flows via Messages

      • Surveys and interviews on rebooking preferences and automation

      • Prototype testing for mobile discounts and time block customization

      • Efficiency audits to benchmark and improve checkout flow completion time

      Each plan focused on confirming that proposed solutions met real user needs and aligned with the company’s churn-reduction strategy.

      Outcomes & Impact

      This project laid the foundation for how the Product and UX teams at DaySmart work together today. By grounding design work in research, it set a precedent for decision-making backed by customer insight and behavior data.


      • Three of the identified workflows were added to the company development roadmap


      • I demoed the approach and outcomes company-wide, helping other product teams adopt a research-informed workflow


      • The work directly supported a company-wide initiative to elevate product quality and reduce churn

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