Private Sector Data for Performance Management
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Airsage | ATRI | INRIX | NAVTEQ | TomTom | TrafficCast | |
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Data Available (a) | S, TT, I, Q | S, TT, Q | S, TT, I, Q | S, TT, I, Q, V (portion of network) | S, TT, I, Q | S, TT, I, Q |
Services Available (b) | D, A, PM | D, A, PM | D, A | D, A | D, A, PM | D, PM |
Data Source (c)(d) | Cell phone, 911, traffic counts | GPS on commercial truck-only fleets | State installed sensors, commercial fleets, consumer GPS | State installed sensors, commercial fleets, consumer GPS. | Consumer GPS, Fleet GPS | State installed sensors, commercial fleets, consumer GPS, Bluetooth systems. |
Aggregation Levels for Historical Usage | None; as captured | 1 mile, 1 minute | 15 -60 minutes | 15 minutes | 1 hour | 15 minutes |
Accuracy Checks Performed | Visual camera count, Probe vehicles. | Anomaly checking done, routines not disclosed. | Independently verified in large-scale testing. | Data checks prior to map matching. Comprehensive drive testing. | Data checks prior to map matching. | Simple-adjacent points compared, some clients doing accuracy checks. |
Documented Quality Levels | None provided. Stated they meet Section 511 requirements. | None-burden is on receiver of data. | Accuracy above 95% Availability above 99.9 |
None provided. | None provided. Stated they can meet Section 511 requirements. | None provided. Stated they can meet Section 511 requirements. |
Pricing | Specific pricing information not provided. | Specific pricing information not provided. Not for profit. | Full use open licensing is $800 per mile per year plus $200 per mile one-time setup fee. 25% discount on other roads purchased in conjunction. | Specific pricing information not provided. | Specific pricing information not provided. | Specific pricing information not provided. |
NOTES:
Table 2 identifies a service of "D" for discrete data, which means each individual (discrete) data point passing a segment within a timeframe. When purchasing discrete data, a consumer would get all of the individual speed or travel time points within a section, within a timeframe, whereas they would only get one value under the purchase of aggregate data.
Providers are using an expansive range of data sources including GPS data from fleet vehicles, commercial devices, cell phone applications, fixed sensors installed and maintained by other agencies, fixed sensors installed and maintained by the data provider, and cell phone location. Each provider that responded essentially had a unique (to some degree) set of data sources. While there was some overlap, no responding provider utilized exactly the same data model as another provider.
The predominant service offering is refined or aggregated data. Aggregate data are available from all of the responding providers on a historical basis. What is different across the providers is the level of aggregation. ATRI provides the smallest level of aggregation, at 1 mile or 1-minute. Other providers vary from 15 to 60 minutes. In part, the differences are due to the wide variety of data sources.
Most providers did not disclose specific quality evaluation results or quality assurance algorithms. With the exception of ATRI which stated that none are performed, TrafficCast did state that a part of their general methodology included simple adjacent point comparison routines but also stated that more sophisticated methods were employed. INRIX, in part due to the comparisons performed by the I-95 Corridor Coalition, stated that their data has been verified in large-scale client testing.
INRIX explicitly stated the capability of meeting an availability of more than 99.9 percent and an accuracy of greater than 95 percent. While it applies to the real-time data aspect, all providers were also asked about their awareness of, and capability to meet, the information delivery requirements in the FHWA's Section 1201 Final Rule. Providers were aware of the requirements and expressed no concern over meeting them. With the exception of ATRI, the data parameters for accuracy and availability would appear to exceed the FHWA rule-making requirements.
In general, the availability of pricing information was minimal. Most providers appear to negotiate each purchase individually. Pricing is tied to the usage of the data. If data are used for a single application, one price point is employed. If data are used for multiple applications, other price points are utilized. Providers also make a distinction between uses, such as modeling or O-D studies, and derivative products, such as summaries distributed to external sources. While the various price points were not disclosed, all providers stated they exist. The INRIX pricing provided in Table 2 is the complete package pricing for real-time data with multiple-use ability of the historical data. Reduced requirements and uses would result in lower price points.
Table 3 summarizes the information for the public agency consumers of private sector data. The public agencies included in this summary are:
All respondents in Table 3 indicated the purchase of historical data versus a real-time data feed. Again, it should be noted that many providers do offer two types of historical data for purchase. The first allows for the purchase of each discrete or individually recorded data point, such as all vehicles and their speeds within a segment and time of day. The other, more commonly used method is the purchase of aggregate data which would provide one data point (such as a speed or travel time) for each section and time interval. Respondents uniformly indicated the purchase of the aggregate data type.
Respondents were fairly evenly split on the particular attributes of the data purchase. Both travel times and speeds were identified as a purchase of interest, as well as performance measures. The finding of performance measures was somewhat interesting as during the provider survey, most providers indicated that they felt the marketplace would want to calculate their own measures from the purchased data.
Responses from data consumers indicated that the purchased data were used primarily for planning purposes, such as performance monitoring/congestion mitigation, origin and destination studies, or traffic modeling validation/calibration. Most agencies were purchasing a one-year data set although the Michigan DOT response indicated that it was for a time period of five years.
Only Michigan DOT and Maricopa Association of Government identified techniques in use to validate the purchased data and only Michigan DOT had specific criteria in place to measure those validation activities. In terms of availability, those criteria mirrored the FHWA requirements for real-time applications, while the accuracy requirements seemed significantly more lenient than what other studies (I-95 Corridor Coalition) have reported was possible.
Wisconsin DOT | HGAC | Michigan DOT | Texas DOT(d) | Phoenix MPO (MAG) | |
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Status? | RFI | Purchased | Purchased | Purchased | Purchased |
Service Purchased (a) | H | H | H | H | H |
Aggregation Level | Hourly day-of-week averages | 15 min | 5 min | Hourly day-of-week averages | Weekday |
Data Purchased (b) | S/TT, PM | S/TT | S/TT | S/TT, PM | PM |
Applications (c) | PM, TM | PM, TM, OD | PM | PM | PM |
Coverage | All arterials | Houston region | MI Freeways | Statewide TMC network | Region |
Timeframe | 1-2 years | 1 year | 5 years | 2009 | 1 year |
Validation Criteria | Not yet established | Not yet established | Avail >99.5% Acc less than +/- 10mph |
None | Not yet established |
Validation techniques | N/A | N/A | Probe, fixed point , re-id |
None | Probe, fixed point. |
Pricing (in thousands) | $80,000 (Est.) | $77,000 | $200,000 per year | $28,000 | Negotiating |
Licensing | Multiple Use | Multiple Use | Single Use | Single Use | Multiple Use |
Multi-Agency | Yes | Yes |
NOTES:
Not all agencies responded with pricing information. Understanding the pricing models in play are difficult as each provider has different pricing models based on the application, type of data, and coverage area. This was confirmed in the responses from the data providers as none except INRIX would detail their pricing structure. There is little capability to infer standard pricing information that would be applicable over a large (multi-state or national) region from the responses received.
While not detailed in Table 3, responding agencies indicated that the use of purchased data was generally considered for the reasons of:
Overall, the respondents' stated advantages to private sector data was:
Consumers generally expressed satisfaction with their purchases, but this assessment is tempered by the fact that few validation efforts have taken place.
Overall, this state-of-the-practice review indicates a growing market for public sector acquisition and usage of private sector data. Private sector data providers are aware that this market has potential, are interested in developing new product offerings, and are looking to expand their customer base. Public agencies see a number of advantages to private sector data, but are still working out issues such as validation of the data and matching data to a consistent location referencing system.
July 2011
FHWA-HOP-11-029
United States Department of Transportation - Federal Highway Administration |