Lead Product Designer + Researcher // Native Mobile App

Helping Field Appraisers Write Estimates Faster

After a driver gets into an accident, their insurance carrier may send out a field appraiser to meet with them to examine their vehicle, collect accident information, and capture photos in order to write a repair cost estimate for the car. This process kickstarts the claims lifecycle and the estimate created will be used by a repair shop to execute on repairs. Mobile Appraiser Pro is a native app used by field appraisers to help manage their assignments, collect vehicle documentation, and leverage AI to generate a first rough draft of the preliminary estimate automatically based on the data they collect.

I served as the lead designer on this project for the past few years and worked closely with the product manager and development team to take what started as a simple photo-taking app and grew it into a fleshed out work management tool.

User Research and Observational Studies

Storyboard sketches showing a person planning a day, receiving an appointment notification at 9:00 AM, making a phone call, and preparing for a car appointment with sketches of a car, a parking lot, and tools, all in grayscale with yellow accents.
Sketch of a mobile app interface for vehicle repair management, including sections for user input, vehicle details, repair notes, and a diagram of a car with labeled parts. Handwritten notes highlight features like track key, repair operation, and negotiation process.
Photos of people inspecting, repairing, and taking photos of damaged vehicles after a car accident, including a white truck, a GMC pickup, and a silver car with front-end damage.

Ride-alongs and interviews were key research tools for learning about and dissecting the user journeys and JTBD for a field appraiser. Working with insurance carriers, I shadowed field appraisers over the course of their work day, gathered notes, and interviewed them on their experiences and current pain points.

Usability Studies

A detailed infographic titled "Usability Test Findings (Sessions 1-5)" showing various data points, categories, and comments related to user feedback on a system, organized in different colors and sections, with a key explaining color codes for different session numbers.

Preliminary designs and flows were tested with participants that possessed experience working as a field appraiser. I conducted the testing sessions and synthesized the findings with a top-down affinity map that categorizes findings based on what aspects of the user journey they are relevant towards. Actionable design items and features were pulled from these results.

Connectivity Constraints

  • Incomplete or inconsistent claim information before arriving onsite, requiring extra back-and-forth with adjusters or customers.

  • Unreliable connectivity in the field, making it difficult to capture, save, or upload photos, notes, and measurements in real time.

Cumbersome Daily Actions

  • Cumbersome documentation tools that require repetitive data entry or navigating multiple disconnected systems.

  • Scheduling challenges with policyholders, including missed appointments, unclear instructions, or limited availability.

Estimating Difficulty

  • Pressure to produce fast, accurate reports without streamlined ways to reference guidelines, validate estimates, or flag issues.

  • Frequent rework due to unclear requirements or process gaps, slowing down the claims pipeline and increasing frustration.

Design Specs

Screenshot of a mobile app displaying details for an appointment to inspect a 2022 Subaru Forester, including VIN, date, time, location, and contact information.
Screen capture of a mobile app interface for vehicle photo documentation, showing options for different exterior and damage photos of a car, with a top-down view diagram of a vehicle in the center.
Mobile app screen showing a message 'We are building your estimate now...' with an outline of a smartphone and partially visible icons and text indicating it is in the 'Estimating' phase.

Work Management Improvements

I proposed and designed a new home screen that goes beyond listing all active assignments. Field assignments are organized and indexed by appointment time and date, making it easier for the user to focus on today's assignments and at a glance plan their itinerary accordingly. New features were also added, including collecting photos without an assignment created, and a global search that lets the user search for a specific assignment that they may need to reference again.

Assignments also possess a detailed view that shows relevant claim information, as well as an actions tab that breaks apart the various actions an appraiser can opt to complete in a way that is flexible for how the user prefers to do their work.

Mobile app screen showing vehicle damage estimation with repair options for front bumper, right and left molding, lower panel, and holes; repair and replace actions with estimated times.
Calendar app displaying February 20, with scheduled vehicle maintenance appointments for Toyota Highlander, Nissan Frontier, Audi A3, and Toyota Sequoia, including details and locations.

Syncing with Desktop Tools

Mobile app interface for vehicle part customization, showing options for bumper cover, front right door, and mirror selection with various choices and a submit button.

Data entered from previous steps help power an AI model that constructs a rough draft of the preliminary estimate automatically. The user is presented with the estimate and can make changes by swiping on different line items and can change the operation type or amount of labor hours. Once done, the user can specify certain parts for some of those operations as well as view the estimate they've arrived upon for this assignment.

Screenshot of a mobile app interface showing assignment details with options for vehicle information, photos, estimating, condition ratings, and a submit button.

Photo Capture and AI Estimating

The photo capture process for appraisers can require many detailed photos to aid in justifying their choices on an estimate. I expanded upon previous iterations of photo capture by introducing new sections for key distinctions such as prior damage and interior photos, as well as using tabs for more flexibility for the user in terms of in what order they capture photos.

Mobile phone screen showing a parts estimate for a vehicle's front bumper, listing parts such as a bumper cover, lower cover, center grille, and rear tail light cover, along with quantities and prices.