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The changing accuracy of traffic forecasts.

Jawad Mahmud Hoque1, Gregory D Erhardt1, David Schmitt2

  • 1Department of Civil Engineering, University of Kentucky, Lexington, KY USA.

Transportation
|March 3, 2021
PubMed
Summary
This summary is machine-generated.

Traffic forecasts are often inaccurate, with actual traffic volumes averaging 6% lower than predicted. Factors like road type and forecast methods influence accuracy, which has improved over time. Forecasts should be viewed as a range of outcomes.

Keywords:
Forecast accuracyInduced demandTraffic forecastingTravel demand modeling

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Area of Science:

  • Transportation Engineering
  • Urban Planning
  • Data Science

Background:

  • Despite advancements in travel demand forecasting methods, their accuracy remains under-researched due to data limitations.
  • Understanding forecast accuracy is crucial for effective transportation planning and policy-making.

Purpose of the Study:

  • To compile the largest known database of traffic forecast accuracy for road projects.
  • To compare measured traffic volumes with forecast volumes and identify factors influencing accuracy.
  • To provide insights into the reliability of traffic forecasts for planners and policymakers.

Main Methods:

  • Compiled a database of 1291 road projects in the US and Europe, including forecast traffic, post-opening counts, and project attributes.
  • Performed statistical comparisons between measured and forecast traffic volumes.
  • Analyzed the correlation between project characteristics, economic factors (unemployment), and forecast accuracy.

Main Results:

  • Measured traffic was, on average, 6% lower than forecast, with a 17% mean absolute deviation.
  • Higher accuracy was associated with higher volume roads, higher functional classes, shorter time spans, and the use of travel models.
  • Forecast accuracy improved over time, with recent forecasts being more accurate than older ones. Economic conditions, like unemployment, also impacted accuracy.

Conclusions:

  • Traffic forecasts should be considered a range of possible outcomes, not a single definitive prediction.
  • Planners and policymakers can use this research to better understand the confidence levels associated with traffic forecasts.
  • Future research should continue to monitor forecast accuracy and refine forecasting methodologies.