How would you describe and assess how the Uber Marketplace (the matching platform) is doing, for UberX?
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Clarify
“Matching platform” means the feature of Uber RideShare which match Drivers and Riders when Riders make a booking
UberX is the standard of Uber Rider Share
“Describe and assess” means how to measure the success of the feature
Product
Match drivers and riders based on
Distance
Availability
Ride density of driver
Goals
Increase user satisfaction
User = Rider
Customer Journey
Before matching
Riders dind and pick a destination and pick up location on the mobile app
Riders request a ride
While matching
System finds a driver to match with the booking
Riders wait until driver accepts the request
After matching
Riders receive confirmation from system and drivers
Driver drives to pick up riders
Metrics
Before matching
Ratio of Demand (Riders) / Supply (UberX drivers)
# of zeros (no available UberX drivers nearby when opening apps)
Avg time before booking
While matching
Avg matching time
# and % of successful booking at the 1st, 2nd, 3rd, …., nth time
# of drivers’ decline per booking
After matching
Avg waiting to be picked up
Avg distance from driver to rider
Rider satisfaction rate
Driver satisfaction rate
Evaluation
Criterias to evaluate
Impact to our goal (Increase Rider satisfaction)
Complexity to measure
Risk (is it easy to be skew?)
Before matching
Ratio of Demand / Supply => Medium / Low / Low
# of zeros (no drivers nearby) => High / Low / Low
Avg time before booking => Low / Low / Low
While matching
Avg matching time => Extremely High / Low / Low
# and % of successful booking at the 1st, 2nd, 3rd time, …. => High / Low / Low
# of drivers’ decline per booking => High / Low / Low
After matching
Avg waiting to be picked up => Medium / Low / Low
Avg distance from driver to rider => Low / Low / Low
Rider Satisfaction rate => Medium / Medium / High
Driver Satisfaction rate => Medium / Medium / High
Recommendation
# of zeros
Avg matching time (North star metrics)
# and % of successful booking at the 1st, 2nd, 3rd time, …
# of drivers’ decline per booking
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