Mixed Use Trip Generation (MXD) Tool: Development, Validation and Examples

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Mixed Use Trip Generation (MXD) Tool: Development, Validation and Examples

Why is MXD Important to Understand, and Correctly Study and Analyze? Generation Y consists of 80 million people born between 1979 and 1996. 88 percent indicated a preference to live in an urban setting One third are willing to pay more for a walkable community Source: Growing Wealthier

Outline What is MXD? Why develop a Mixed Use Trip Generation Model (MXD)? How does MXD perform? When to use and apply MXD?

Factors Correlated with Reduced Trip Generation Development Density Jobs / Housing and job type mix Development scale Network connectivity, walkability Rail stations, bus stops, transit accessible employment Surrounding employment Household size

What is MXD? Statistical relationships between built environment and travel survey data Estimates percent reduction in vehicle trips entering / leaving site Uses ITE (or locally preferred) trip rates Replaces current ITE mixed use method

Why develop a quick response tool for mixed use sites? Limitations of current ITE Method Reductions for mixed use based on a limited number (six) of sites in Florida Only land uses available are general (residential, office, retail, and misc ) Does not account for development scale Does not account for land use context (surrounding area) Can t analyze AM peak hour

Why develop a quick response tool for mixed use sites? (cont.) ITE Trip Generation & Handbook understate traffic benefits of mixed use developments Overstates impacts of mixed use development / infill / TOD MXD Tool = Instant results incorporates smart growth elements based on extensive research without a travel demand model

What is the MXD Model? Input Density (population + jobs per square mile) Diversity (jobs / housing, retail / housing) Design (intersections per square mile) Destinations (jobs within one mile) Development Scale (size, total jobs) Demographics (household size, auto ownership) Distance to Transit (jobs within 30 minutes by transit, bus stop proximity)

An ever growing, vast body of empirical research Data! Data! Data! he cried impatiently, I cannot make bricks without clay! The Adventures of Sherlock Holmes,, The Adventure of the Copper Beeches Sir Arthur Conan Doyle, 1892

Mixed Use Trip Generation (MXD) Model Nationwide Survey of MXD Trips 240 MXD s 36,000 Trips Boston, Atlanta, Houston, Sacramento, Portland, Seattle 16 Nationwide Validation Sites 7 Florida sites (including those from ITE Trip Generation Handbook) 6 California sites (3 in Orange County, 3 in Northern Cal) 3 sites in Texas and Georgia

MXD Output Total ITE Trip Generation ( Raw Vehicle Trips) Internally Captured Trips External Trips by Walk or Bike Mode External Trips by Transit Net External Vehicle Trips 9,000 1,300 450 525 6,725

How does MXD Perform? Validation Sites 25 Total Combination of ITE Handbook Florida sites, Fehr & Peers studies, NCHRP 8 51, SANDAG Smart Growth Trip Gen Study Site and surrounding area land use collected from articles, travel models ITE / SANDAG trip generation calculated, MXD model applied Results compared to empirical traffic counts at all site entrances

How does the MXD Model Perform? Daily Predicted vs. Observed MXD External Vehicle Trips Observed Trips (1000s) 100 90 80 70 60 50 40 30 20 10 0 0 20 40 60 80 100 Predicted Trips (1000s)

How does MXD Perform? Validation Statistics 25 Sites ITE / San Diego Raw Rates Current Methods MXD Model Average Model Error 28% 16% 2% Average Absolute Model Error 33% 23% 17% %RMSE 42% 31% 20% R Squared 0.72 0.85 0.94

Recent MXD Application Example SANDAG Smart Growth Trip Generation Study Six Sites chosen based on mix of land uses feasibility of count data collection National MXD Equations matched up well with empirical San Diego data Model estimates to counted sites comparisons show MXD model is valid

Example MXD Trip Generation Mizner Park, Boca Raton, FL Redwood Shores, Redwood City, CA Hazard Center, San Diego, CA

How to use and apply MXD Under review by ITE Verify with local data Use professional judgment Conservative on TOD Development size range: 5 2000 acres (most were 100 500 acres)

Utilization and Approval Status Los Angeles County: Approved Sacramento County: Approved SANDAG: Approved for inclusion in Traffic Generators Manual ASCE: Approved for Publication Caltrans: Improved Analysis Tools for Smart Growth Plans and Projects in California Study Underway for Consideration a Statewide tool CEQA: MXD has been utilized in certified EIRs ITE: Currently under review EPA: Beta testing

Current Status of MXD Model Spreadsheet tool Built in Trip Generation Calculations Built in VMT Calculator Used by Fehr & Peers TIAs Specific plans EIRs SCAG status Proposal submitted to create customized tool for the SCAG region

Do Measure Learn Do additional applications of the tool Measure projects in the field when occupied Learn and share findings Source: Growing Wealthier

For more information: Brian Welch Principal Fehr & Peers Santa Monica Office (310) 458 9916 ext. 3126 b.welch@fehrandpeers.com www.fehrandpeers.com www.coolconnections.org