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Model:
    Overview
1. How the Model Works
2. Use the Model
3. Variable and Input Explanations
4. Frequently Asked Questions
5. Examples
 

3. Variable and Input Explanations


Variable / Input Explanation / Description
Households per Residential Acre This density measure excludes non-residential land and is the measure used for the vehicle ownership model.  The H/RA is for the neighborhood, not the specific development and is looked up by the model once the TAZ is entered. 
(H/RA)
Households per Total Acre This density measure includes non-residential land and is used only in the vehicle miles traveled model.
(H/RA)
Pedestrian/Bicycle Friendliness (Only in VMT model). Ped is the number of census blocks per hectare (street grid), plus an adder based upon the mean year the housing was built, both from the U.S. Census, with bonuses for traffic calming, good pedestrian conditions, bike lanes, paths, and bike parking, whether as part of the initial design or added later.

Pedestrian/Bicycle Friendliness = Street Grid + Year Built + Bonuses. Street Grid = (# of census blocks)/(developed hectares). Year Built = 0.7 if the median year built is 1939, or earlier according to the census; 0.6 if built 1940 - 42; 0.5 if 1943 - 45; 0.4 if 1946 - 48; 0.3 if 1949 - 50; 0.2 if 1951 - 52; 0.1 if 1953 - 55; 0 if 1956 or newer. Bonuses: traffic calming credit up to 1.0, and bike credits up to 0.5.

A fine street grid shortens routes and offers more alternatives, and its frequent intersections slow traffic. The measure works because older neighborhoods tend to have a fine street grid, sidewalks, narrow streets, slower traffic and buildings closer to the sidewalk.

(Ped)
Traffic Analysis Zone An area, usually between 1.5-3 times the size of a census tract used for transportation planning. Counties use their own TAZs.  For the vehicle ownership model, data for the 1099 TAZ's used by the Metropolitan Transportation Commission for the 9 county Bay Area are used.
(TAZ)
Transit Accessibility Index This is a measure of the quality of transit service in an area.  Some studies use the amount of jobs which can be reached within a given amount of time, the vehicle ownership model uses a measure of the frequency and density of transit service.  See Zonal Transit Density below.
(TAI)
Zonal Transit Density A type of  Transit Accessibility Index, the Zonal Transit Density is the daily average number of buses or trains per hour times the fraction of the zone within 1/4 mi of each bus stop (or 1/2 mi of each rail or ferry stop or station), summed for all transit routes in or near the zone. There may be some double counting where stops are less than 1/4 mile apart, but correcting for this would not substantially alter the order of the TAZs nor the relative differences between zones. Therefore this measure provides an robust assessment of transit service.
Unit Type You can change these cells to reflect different unit mixes if necessary.  However, be sure to accordingly change the number of Bedrooms and Persons Per Bedroom.
Bedrooms Make sure this input corresponds to the Unit Type, and the Persons Per Bedroom. This entry will be used to compute the Persons per Household (P/H).
# of Units Enter the number of each type of unit.
Monthly Rents Enter the appropriate monthly rent.  This will be used to impute the Required Household Income and Income per Person (I/P)
Deed Restricted? Enter whether units will be permanently affordable, deed restricted units.  If the development has market rate and affordable units of the same type, enter them on a separate line item.
Required Household Income This is the estimation of the annual income of the developments residents.  For affordable housing developments, this is imputed based on a 30% rent burden.  The rent is divided by 30% and multiplied by 12 (to convert to annual.)  For market rate units, estimated rent burden is 25% (and adjustable).  In general this is a conservative estimate (in overestimating the income of market rate units) because of the overall high rent burdens in the Bay Area.
Persons Per Bedroom Currently based on standard assumptions.  Can be changed if necessary.
Household Size Equals Persons per Bedroom X Number of Bedrooms
(P/H)
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