Determine total number of devices per operator in the right of way.
OMF-MDS-1
Micromobility
Delivery Robots
Car Share
Provider
GBFS
Agency
Geography
Time: Historic
Distribution Requirements
Ensure devices are distributed and available according to equity or operational requirements
OMF-MDS-2
Micromobility
Car Share
Provider
Policy
Agency
Geography
Status Changes
Daily Permit Fees
Calculate fees per device deployed/ridden per day.
OMF-MDS-3
Micromobility
Car Share
Delivery Robots
Passenger Services
Provider
GBFS
Agency
Time: Historic
Fees
Restricted Area Rides
Find locations where devices are operating or passing through restricted areas.
OMF-MDS-4
Micromobility
Passenger Services
Delivery Robots
Car Share
Provider
Agency
Policy
Geography
Location: Trip Lines
Trips
Top Speed Calculations
Determine the average speed of a trip and ensure it meets requirements of top speed and slow area requirements.
OMF-MDS-5
Micromobility
Delivery Robots
Provider
Agency
Trips
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Resident Complaints
Investigate and validate complaints from residents about operations, parking, riding, speed, etc, usually reported through 311.
OMF-MDS-6
Micromobility
Delivery Robots
Car Share
Passenger Services
Provider
Agency
Trips
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Injury Investigation
Investigate injuries and collisions with other objects and cars to determine roadway accident causes.
OMF-MDS-7
Micromobility
Passenger Services
Delivery Robots
Car Share
Provider
Agency
Jurisdiction
Trips
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Infrastructure Planning
Determine where to place new bike/scooter lanes, curbs, sidewalks, and drop zones based on usage and demand, start and end points, and trips taken.
OMF-MDS-8
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Trips
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
City Council Reports
Use data to communicate the value, successes, and issues of a mobility policy and allow guidance on safe operations and approval.
OMF-MDS-9
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Location: Start/End
Location: Trip Lines
Time: Historic
Curb Management
Compare to other curb users and change policy to make better use and remove conflicts
OMF-MDS-10
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Policy
Agency
Time: Real Time
Location: Start/End
Time: Historic
Trips
Location: Trip Lines
Sidewalk Management
Ensure devices are not ending or riding on sidewalks and use data to validate. Validate resident reports.
OMF-MDS-11
Micromobility
Delivery Robots
Provider
GBFS
Agency
Location: Start/End
Time: Historic
Right of Way Management
Alerts about the public right of way where known issues occur, and create plans to fix these issues.
OMF-MDS-12
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Time: Real Time
Trips
Route Usage/Demand
Determine which routes are the most popular for riders and tell area business, improve physical space, add parking, etc.
OMF-MDS-13
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Trips
Location: Trip Lines
Time: Historic
Origin/Destination Demand
A key tool for transportation planners, learn areas where people are riding to and from (campus, entertainment district, business core, etc), and how they get there, and change policy to match.
OMF-MDS-14
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
GBFS
Agency
Trips
Location: Trip Lines
Time: Historic
Road Diet Effects
Determine road usage by riders before and after implementing road diets.
OMF-MDS-15
Micromobility
Passenger Services
Car Share
Provider
Agency
Trips
Location: Trip Lines
Time: Historic
Road Improvement Effects
Determine road usage by riders before and after implementing road changes, improvements, signal retimings, etc.
OMF-MDS-16
Micromobility
Passenger Services
Car Share
Provider
Agency
Trips
Location: Trip Lines
Time: Historic
Car Reduction Analysis
Determine if multi modal changes to roads lead to increased ridership and combine with other data to determine car traffic reductions.
OMF-MDS-17
Micromobility
Passenger Services
Car Share
Provider
Agency
Trips
Location: Trip Lines
Time: Historic
Road Area Impact
Showing which trips across a city touched certain roads or sidewalks for how work, closures, or improvements may impact trips.
OMF-MDS-18
Micromobility
Passenger Services
Car Share
Provider
Agency
Time: Historic
Trips
Location: Trip Lines
Pollution Mitigation
Using trips along a corridor in conjunction with other vehicle data (eg, Waze) to reduce emissions over time.
OMF-MDS-19
Micromobility
Passenger Services
Car Share
Provider
Agency
Trips
Time: Historic
Public Transparency
Communicate to the public what data is collected by companies and what subset of information is shared with cities. Show where devices are going to and from and when they are operating.
OMF-MDS-20
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
GBFS
Agency
Trips
Location: Start/End
Time: Historic
Academic Research
Allow university researchers to use the data for analysis, prediction, and modeling to adjust policy to meet goals. With data sharing agreement.
Encourage local volunteers to use the data for visualization, analysis, feedback, and recommendations to the city.
OMF-MDS-22
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Location: Start/End
Time: Historic
Trips per Vehicle
Count trips taken per vehicle per day, for fleet increase/reduction.
OMF-MDS-23
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
GBFS
Agency
Status Changes
Time: Historic
Parking Area Performance
Location and performance of all designated parking areas.
OMF-MDS-24
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
GBFS
Agency
Status Changes
Location: Start/End
Crash Reports
Investigate crashes of vehicles reported by riders, public, or operators.
OMF-MDS-25
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Trips
Vandalism Incidents
Investigate vandalism of vehicles reported to the city by public or operator.
OMF-MDS-26
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Trips
Trip Duration
Stats on trip durations
OMF-MDS-27
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Location: Start/End
Time: Historic
Trip Distance
Stats on trip distance travelled, provided in data and validated with trip lines.
OMF-MDS-28
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Location: Start/End
Time: Historic
Trips
Hourly Utilization
Hourly fleet utilization with origin/destination locations
OMF-MDS-29
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Location: Start/End
Time: Historic
Vehicles of Specified Status
The number of vehicles of a specified status that are within a specified geography at a specific moment in
time.
OMF-MDS-30
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Location: Start/End
Time: Historic
Status Changes
Validate Ground Truth
Use real-world rides or audit tools to discover data discrepancies and discuss with providers.
OMF-MDS-31
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
GBFS
Agency
Trips
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Publish No-Ride Zones
Digitally publish no ride areas for providers to use.
OMF-MDS-32
Micromobility
Passenger Services
Car Share
Delivery Robots
Policy
Geography
Rule
Restrict Hours of Operation
Ensure operating hours are being followed, like no riding late at night for safety in some cities.
OMF-MDS-33
Micromobility
Delivery Robots
Provider
Agency
Time: Historic
Time: Real Time
Service Area Operations
Find devices being ridden or parked outside of the service area, but still within jurisdiction.
OMF-MDS-34
Micromobility
Car Share
Delivery Robots
Provider
GBFS
Policy
Jurisdiction
Geography
Trips
Location: Trip Lines
Publish No-Parking Zones
Digitally publish no parking areas for providers to prohibit parking.
OMF-MDS-35
Micromobility
Delivery Robots
Policy
Geography
Rule
Publish Slow Speed Zones
Digitally publish slower speed areas for providers to use, reducing speeds to 5mph, 10mph, etc below the vehicle max speeds.
OMF-MDS-36
Micromobility
Delivery Robots
Policy
Geography
Rule
Publish Preferred Parking Zones
Digitally publish preferred parking locations areas for providers to encourage customers to use.
OMF-MDS-37
Micromobility
Passenger Services
Car Share
Delivery Robots
Policy
Geography
Rule
Publish Emergency Guidance
Digitally publish unplanned events beforehand or in realtime rules for providers to implement, such as emergency road closures, water main breaks, etc. to help them keep their users and contractors informed and safe.
OMF-MDS-38
Micromobility
Passenger Services
Car Share
Delivery Robots
Policy
Geography
Rule
Events
Impact on Transit
Provide visibility into the relationship between this mode and other modes, such as public transit.
OMF-MDS-39
Micromobility
Passenger Services
Car Share
Provider
Agency
Jurisdiction
Geography
Policy
Trips
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Publish Event Areas
Digitally publish beforehand or in realtime rules for providers to implement temporary planned events, such as concerts, slow streets, festivals, etc. to help them keep their users and contractors informed and for better route planning and re-balancing efforts.
OMF-MDS-40
Micromobility
Passenger Services
Car Share
Delivery Robots
Policy
Geography
Rule
Events
Street Condition Improvement
Prioritize street paving and sidewalk improvements by using Street Condition Index values and popular trips for safer rides.
OMF-MDS-41
Micromobility
Passenger Services
Car Share
Delivery Robots
Provider
Agency
Trips
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Street Lighting Improvement
Prioritize street lighting upgrades (new lights, brighter more frequent lights) by looking at popular trips and rides past sunset at riding or pickup/dropoff locations for safety.
OMF-MDS-42
Micromobility
Passenger Services
Car Share
Provider
Agency
Trips
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Publish Fleet Caps
Digitally publish vehicle caps per provider to allow dynamic fleet size adjustment based on policy.
OMF-MDS-43
Micromobility
Delivery Robots
Policy
Geography
Rule
Public Availability of Devices
Allow the public (individuals, apps, services) to see where vehicles are available for use.
OMF-MDS-44
Micromobility
Car Share
GBFS
Vehicles
Status Changes
Open Data
Publish a subset of raw data to open data websites for analysis and accountability by anyone, and fulfill open records requests.
OMF-MDS-45
Micromobility
Passenger Services
Car Share
Delivery Robots
GBFS
Provider
Policy
Events
Location: Start/End
Time: Historic
Location: Trip Lines
Safety Reports
Required safety report investigations using pickup or dropoff addresses.
OMF-MDS-46
Passenger Services
Provider
Agency
Events
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Vehicles
Trips
Industry Health
Monitor the driver pool and driver income to indicate the health of the industry and help grow the service.
OMF-MDS-47
Passenger Services
Provider
Agency
Events
Location: Start/End
Time: Historic
Status Changes
Vehicles
Pricing Trends
Monitor pricing trends to create subsidy support or adjust fee structures.
OMF-MDS-48
Passenger Services
Provider
Agency
Events
Location: Start/End
Time: Historic
Status Changes
Vehicles
Medallion Minimums
Track minimum driving requirement to ensure required usage of permit or medallions.
OMF-MDS-49
Passenger Services
Provider
Agency
Events
Location: Start/End
Time: Historic
Status Changes
Vehicles
Safety and Consumer Protection Investigation
Detect and investigate long hauling and unpermitted vehicle operation
OMF-MDS-50
Passenger Services
Provider
Agency
Events
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Vehicles
Trips
Labor Concerns
Address concerns around overtime working hours, driver wage fairness, minimum wage across multiple employers and operators per federal, state, or local law
OMF-MDS-51
Passenger Services
Provider
Agency
Events
Location: Start/End
Location: Trip Lines
Time: Historic
Status Changes
Vehicles
Behavior Concerns
Recognizing and addressing patterns of bad behavior in drivers
OMF-MDS-52
Passenger Services
Provider
Agency
Events
Location: Start/End
Location: Trip Lines
Time: Historic
Status Changes
Vehicles
Driver Incentives
incentives for encouraging wheelchair usage, driving to outlying neighborhoods, operating odd hours, travel to/from underserved communities, priority access to good routes (e.g. airport), etc.
OMF-MDS-53
Passenger Services
Provider
Agency
Fees
Vehicles
Location: Start/End
Speed Analysis
Analyze vehicle travel time and speed by street
OMF-MDS-54
Passenger Services
Micromobility
Delivery Robots
Provider
Agency
Events
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Vehicles
Trips
Climate Goals
Climate Goals - Climate impact by measuring GHG emissions, mode-shift, vehicle efficiency measurements, VMT/PMT, deadheading, and emissions
OMF-MDS-55
Passenger Services
Car Share
Micromobility
Delivery Robots
Provider
Agency
Events
Location: Start/End
Location: Trip Lines
Status Changes
Time: Historic
Vehicles
Trips
Curb Management
Analyze demand for taxi stands/passenger loading zones or parking and adjust policies to support better curb usage.
OMF-MDS-56
Passenger Services
Car Share
Provider
Agency
Events
Location: Start/End
Time: Historic
Trips Not Taken
Trips that are reserved but not taken by customer or driver
OMF-MDS-57
Passenger Services
Car Share
Micromobility
Provider
Agency
Events
Status Changes
Vehicles
Consumer Protection
Understanding pricing fairness, efficient routing, price gouging for customers
OMF-MDS-58
Passenger Services
Provider
Agency
Events
Location: Start/End
Location: Trip Lines
Time: Historic
Status Changes
Vehicles
Revenue Share
Presence, trip, or parking based revenue sharing between operators and multiple cities as required
OMF-MDS-59
Passenger Services
Car Share
Micromobility
Delivery Robots
Provider
Agency
Events
Location: Start/End
Time: Historic
Status Changes
Vehicles
Improper Parking
Ensure vehicles are stored and parked in the appropriate designated parking locations.
OMF-MDS-60
Passenger Services
Car Share
Micromobility
Delivery Robots
Provider
Agency
Events
Location: Start/End
Location: Trip Lines
Time: Historic
Status Changes
Vehicles
Agency Collaboration
Set clear jurisdictional boundaries to work with neighboring agencies and share with operators and customers