The Causal Relationship between the Built Environment and Personal Travel Choice: Evidence from Northern California

Suburban sprawl has been widely criticized for its contribution to auto dependence. Numerous studies have found that suburban residents drive more and walk less than residents in traditional neighborhoods. Accordingly, smart growth programs have been advocated as a means to reduce auto travel. However, most studies have established only an association between the built environment and travel behavior, but not a causal relationship. Their connection may be more a matter of residential choice than of travel choice. For example, residents preferring walking may selectively live in walkable neighborhoods and thus walk more. If so, the effects of land use policies may be overstated. Using data collected from 1682 respondents living in four traditional and four suburban neighborhoods in Northern California in 2003, this dissertation explored this causal link by employing a quasi-longitudinal research design and controlling for residential self-selection (namely, residential preferences and travel attitudes). Specifically, we investigated the influence of the built environment on various measurements of personal travel choices including uses of different modes (driving, transit, walking, and biking), trip frequencies for different purposes (overall travel, nonwork travel, shopping travel, and strolling), auto ownership, and vehicle type choice. The results showed that residential preferences and travel attitudes have pervasive influences on all measurements of travel choices. The results also provide some encouragement that land-use policies designed to put residents closer to destinations and provide them with alternative transportation options will actually lead to less driving and more walking. Taking the evidence from all our analyses together, however, neighborhood design appears to have a stronger influence on walking than on driving. In other words, the residential environment promoted by smart growth programs may be an effective strategy to encourage walking but have less effect on driving, especially after attitudinal predispositions are accounted for. Given that walking is an inadequate substitute for driving, the smart growth movement seems to be more of a solution to public health problems than to transportation problems. Even so, it will give residents a choice to drive less and walk more and this choice is highly valued by a large proportion of respondents in our data as well as in other studies.

[1]  Steven E. Finkel,et al.  Causal Analysis With Panel Data , 1995, SAGE Research Methods Foundations.

[2]  R. Gonzalez Applied Multivariate Statistics for the Social Sciences , 2003 .

[3]  H. Marsh,et al.  Application of confirmatory factor analysis to the study of self-concept: First- and higher order factor models and their invariance across groups. , 1985 .

[4]  Daniel G. Chatman,et al.  How the built environment influences non-work travel : theoretical and empirical essays , 2005 .

[5]  S. Handy Regional Versus Local Accessibility: Neo-Traditional Development and Its Implications for Non-work Travel , 1992 .

[6]  G. A. Marcoulides,et al.  A First Course in Structural Equation Modeling , 2000 .

[7]  R. MacCallum,et al.  Power analysis and determination of sample size for covariance structure modeling. , 1996 .

[8]  A. Khattak,et al.  Travel behavior in neo-traditional neighborhood developments: A case study in USA , 2005 .

[9]  J. Levine Rethinking Accessibility and Jobs-Housing Balance , 1998 .

[10]  S. Breckler Applications of covariance structure modeling in psychology: cause for concern? , 1990, Psychological bulletin.

[11]  T. Micceri The unicorn, the normal curve, and other improbable creatures. , 1989 .

[12]  Young-Jun Kweon,et al.  Overall injury risk to different drivers: combining exposure, frequency, and severity models. , 2003, Accident; analysis and prevention.

[13]  Chandra R. Bhat,et al.  A Comprehensive Analysis of Built Environment Characteristics on Household Residential Choice and Auto Ownership Levels , 2007 .

[14]  Earl R. Babbie,et al.  The practice of social research , 1969 .

[15]  Kevin J. Krizek,et al.  Pretest-Posttest Strategy for Researching Neighborhood-Scale Urban Form and Travel Behavior , 2000 .

[16]  Susan L Handy,et al.  How the built environment affects physical activity: views from urban planning. , 2002, American journal of preventive medicine.

[17]  Robert Cervero,et al.  Built environments and mode choice: toward a normative framework , 2002 .

[18]  J. Heckman Sample selection bias as a specification error , 1979 .

[19]  Marlon G. Boarnet,et al.  Land Use, Urban Design, and Nonwork Travel: Reproducing Other Urban Areas’ Empirical Test Results in Portland, Oregon , 2000 .

[20]  Tim Schwanen,et al.  Does dissonance between desired and current residential neighbourhood type affect individual travel behaviour? An empirical assessment from the San Francisco Bay area , 1998 .

[21]  William H. Greene,et al.  LIMDEP version 8.0 : econometric modeling guide , 2002 .

[22]  Michael Duncan,et al.  Walking, bicycling, and urban landscapes: evidence from the San Francisco Bay Area. , 2003, American journal of public health.

[23]  Daniel Baldwin Hess,et al.  Traditional Neighborhoods and Automobile Ownership , 2002 .

[24]  Marlon G. Boarnet,et al.  Built Environment as Determinant of Walking Behavior: Analyzing Nonwork Pedestrian Travel in Portland, Oregon , 2001 .

[25]  Stephen G. West,et al.  Structural equation models with non-normal variables: Problems and remedies , 1995 .

[26]  R. Ewing,et al.  MEASURING SPRAWL AND ITS IMPACT , 2002 .

[27]  R. Cervero JOBS-HOUSING BALANCE REVISITED: TRENDS AND IMPACTS IN THE SAN FRANCISCO BAY AREA. , 1996 .

[28]  C. Bhat,et al.  A COMPARISON OF TWO ALTERNATIVE BEHAVIORAL CHOICE MECHANISMS FOR HOUSEHOLD AUTO OWNERSHIP DECISIONS , 1998 .

[29]  P. Bentler,et al.  Covariance structure analysis: statistical practice, theory, and directions. , 1996, Annual review of psychology.

[30]  Randall Crane,et al.  On Form versus Function: Will the New Urbanism Reduce Traffic, or Increase It? , 1995 .

[31]  Susan L Handy,et al.  Urban Form and Pedestrian Choices: Study of Austin Neighborhoods , 1996 .

[32]  John Rust,et al.  A nested logit model of automobile holdings for one vehicle households , 1985 .

[33]  Kara M. Kockelman,et al.  Travel Behavior as Function of Accessibility, Land Use Mixing, and Land Use Balance: Evidence from San Francisco Bay Area , 1997 .

[34]  Dominic Stead,et al.  Land Use and Travel Behaviour: Expected Effects from the Perspective of Utility Theory and Activity-Based Theories , 2005 .

[35]  R. Lomax,et al.  The Effect of Varying Degrees of Nonnormality in Structural Equation Modeling , 2005 .

[36]  S. Breckler,et al.  Applications of covariance structure modeling in psychology: cause for concern? , 1990, Psychological bulletin.

[37]  Ted Gayer,et al.  The Fatality Risks of Sport-Utility Vehicles, Vans, and Pickups Relative to Cars , 2001 .

[38]  T. Golob,et al.  Effects of Land Use Characteristics on Residence and Employment Location and Travel Behavior of Urban Adult Workers , 2006 .

[39]  A. Raveh,et al.  URBAN DENSITY AND ENERGY CONSUMPTION: A NEW LOOK AT OLD STATISTICS , 2004 .

[40]  Kelly J. Clifton,et al.  Local shopping as a strategy for reducing automobile travel , 2001 .

[41]  Susan L Handy,et al.  METHODOLOGIES FOR EXPLORING THE LINK BETWEEN URBAN FORM AND TRAVEL BEHAVIOR , 1996 .

[42]  J. Levine,et al.  The Market for Transportation-Land Use Integration: Do Developers Want Smarter Growth than Regulations Allow? , 2004 .

[43]  Sheila O'Leary Weaver,et al.  Seeing through statistics , 1996 .

[44]  Thomas F. Golob,et al.  Joint Models of Attitudes and Behavior in Evaluation of the San Diego I-15 Congestion Pricing Project , 1999 .

[45]  M.William Sermons,et al.  ASSESSING TRAVELER RESPONSIVENESS TO LAND AND LOCATION BASED ACCESSIBILITY AND MOBILITY SOLUTIONS , 2001 .

[46]  J. Kenworthy,et al.  Patterns of automobile dependence in cities: an international overview of key physical and economic dimensions with some implications for urban policy , 1999 .

[47]  P. Mokhtarian,et al.  What if you live in the wrong neighborhood? The impact of residential neighborhood type dissonance on distance traveled , 2005 .

[48]  Mark D. Uncles,et al.  Discrete Choice Analysis: Theory and Application to Travel Demand , 1987 .

[49]  K. Krizek Planning, Household Travel, and Household Lifestyles , 2003 .

[50]  Lothlorien S. Redmond,et al.  Understanding the Demand for Travel: It's Not Purely 'Derived' , 2001 .

[51]  C. Bhat,et al.  Household Vehicle Type Holdings and Usage: An Application of the Multiple Discrete-Continuous Extreme Value (MDCEV) Model , 2006 .

[52]  Ryuichi Kitamura,et al.  Vehicle Ownership Model That Incorporates the Causal Structure Underlying Attitudes Toward Vehicle Ownership , 1999 .

[53]  Marlon G. Boarnet,et al.  Travel by design : the influence of urban form on travel , 2001 .

[54]  N. Scott Cardell,et al.  Choice of smallest car by multi-vehicle households and the demand for electric vehicles , 1980 .

[55]  Genevieve Giuliano,et al.  Low Income, Public Transit, and Mobility: , 2005 .

[56]  Feng Liu Quantifying Travel and Air-Quality Benefits of Smart Growth in Maryland’s State Implementation Plan , 2003 .

[57]  William R. Dolphin,et al.  Costs of Sprawl -- 2000 , 2002 .

[58]  R. Cervero,et al.  COMMUTING IN TRANSIT VERSUS AUTOMOBILE NEIGHBORHOODS , 1995 .

[59]  R. Crane,et al.  DOES NEIGHBORHOOD DESIGN INFLUENCE TRAVEL?: A BEHAVIORAL ANALYSIS OF TRAVEL DIARY AND GIS DATA , 1998 .

[60]  H. Meurs,et al.  Spatial structure and mobility , 2001 .

[61]  Paul Schimek Household motor vehicle ownership and use : How much does residential density matter ? , 1996 .

[62]  Mariela Alfonzo,et al.  Evaluation of the California Safe Routes to School legislation: urban form changes and children's active transportation to school. , 2005, American journal of preventive medicine.

[63]  K. Painter The influence of street lighting improvements on crime, fear and pedestrian street use, after dark , 1996 .

[64]  Elaine Murakami,et al.  DAILY TRAVEL BY PERSONS WITH LOW INCOME , 1999 .

[65]  Reid Ewing,et al.  Travel and the Built Environment: A Synthesis , 2001 .

[66]  R. Cervero,et al.  Travel Choices in Pedestrian Versus Automobile Oriented Neighborhoods - eScholarship , 1995 .

[67]  P. Mokhtarian,et al.  Residential Location Choice and Travel Behavior: Implications for Air Quality , 2005 .

[68]  Michael Duncan,et al.  Residential Self Selection and Rail Commuting: A Nested Logit Analysis , 2002 .

[69]  R. Mueller Basic Principles of Structural Equation Modeling: An Introduction to LISREL and EQS , 1996 .

[70]  R. Kitamura,et al.  A micro-analysis of land use and travel in five neighborhoods in the San Francisco Bay Area , 1997 .

[71]  Gudmundur F. Ulfarsson,et al.  Differences in male and female injury severities in sport-utility vehicle, minivan, pickup and passenger car accidents. , 2004, Accident; analysis and prevention.

[72]  Jennifer E. Morey,et al.  REDEFINING CONVENTIONAL WISDOM: EXPLORATION OF AUTOMOBILE OWNERSHIP AND TRAVEL BEHAVIOR IN THE UNITED STATES , 2001 .

[73]  T. Litman,et al.  Land Use Impacts on Transport , 2005 .

[74]  Stephen Gordon,et al.  EFFECT OF NEOTRADITIONAL NEIGHBORHOOD DESIGN ON TRAVEL CHARACTERISTICS , 1994 .

[75]  Peter G. Moffatt,et al.  Analyzing Ordered Responses: A Review of the Ordered Probit Model , 2002 .

[76]  Rex B. Kline,et al.  Principles and Practice of Structural Equation Modeling , 1998 .

[77]  R. Ewing,et al.  MEASURING THE HEALTH EFFECTS OF SPRAWL: A NATIONAL ANALYSIS OF PHYSICAL ACTIVITY, OBESITY AND CHRONIC DISEASE , 2003 .

[78]  Jeffrey Kenworthy,et al.  Sustainability and Cities: Overcoming Automobile Dependence , 1999 .

[79]  Eric J. Miller,et al.  Empirical Investigation of Household Vehicle Type Choice Decisions , 2003 .

[80]  Patricia L. Mokhtarian,et al.  When is getting there half the fun? Modeling the liking for travel - eScholarship , 2005 .

[81]  Susan L Handy,et al.  Driving by choice or necessity , 2005 .

[82]  Kara M. Kockelman,et al.  Behavioral distinctions : the use of light-duty trucks and passenger cars , 2000 .

[83]  B. Roe,et al.  Consumer Preference for Neotraditional Neighborhood Characteristics , 2004 .

[84]  Bert van Wee,et al.  Accessibility evaluation of land-use and transport strategies: review and research directions , 2004 .

[85]  B. Pushkarev,et al.  Public Transportation and Land Use Policy , 1977 .

[86]  John L. Renne,et al.  Socioeconomics of Urban Travel: Evidence from the 2001 NHTS , 2003 .

[87]  G. Stewart,et al.  Downtown population growth and commuting trips - recent experience in Toronto , 1991 .

[88]  A. Cameron,et al.  Microeconometrics: Methods and Applications , 2005 .

[89]  Susan L Handy,et al.  The Influences of the Built Environment and Residential Self-Selection on Pedestrian Behavior: Evidence from Austin, TX , 2005 .

[90]  Michael G. McNally,et al.  COMPARATIVE ASSESSMENT OF TRAVEL CHARACTERISTICS FOR NEOTRADITIONAL DESIGNS , 1993 .

[91]  Daniel A. Badoe,et al.  Transportation–land-use interaction: empirical findings in North America, and their implications for modeling , 2000 .

[92]  Andrew G Macbeth BICYCLE LANES IN TORONTO , 1999 .

[93]  Bruce C. Straits,et al.  Approaches to social research , 1993 .

[94]  F. Windmeijer,et al.  R-Squared Measures for Count Data Regression Models With Applications to Health-Care Utilization , 1996 .

[95]  M. Ben-Ariva,et al.  METHODOLOGY FOR SHORT-RANGE TRAVEL DEMAND PREDICTIONS. ANALYSIS OF CARPOOLING INCENTIVES , 1977 .

[96]  Michael N. Bagley,et al.  A Methodology for the Disaggregate, Multidimensional Measurement of Residential Neighbourhood Type , 2001 .

[97]  R. Sommer,et al.  A Practical Guide to Behavioral Research: Tools and Techniques , 1980 .

[98]  Steven R. Lerman Neighborhood Choice and Transportation Services , 1979 .

[99]  Lung-fei Lee Generalized Econometric Models with Selectivity , 1983 .

[100]  R. Cervero MIXED LAND-USES AND COMMUTING: EVIDENCE FROM THE AMERICAN HOUSING SURVEY , 1996 .

[101]  Charles L Purvis,et al.  USING 1990 CENSUS PUBLIC USE MICRODATA SAMPLE TO ESTIMATE DEMOGRAPHIC AND AUTOMOBILE OWNERSHIP MODELS , 1994 .

[102]  Michael N. Bagley,et al.  The impact of residential neighborhood type on travel behavior: A structural equations modeling approach , 2001 .

[103]  H. Dittmar,et al.  Location Efficiency: Neighborhood and Socio-Economic Characteristics Determine Auto Ownership and Use - Studies in Chicago, Los Angeles and San Francisco , 2002 .

[104]  D. Brownstone,et al.  The Impact of Residential Density on Vehicle Usage and Energy Consumption , 2005 .

[105]  R. Singleton,et al.  Cram101 textbook outlines to accompany : approaches to social research [by] Singleton, Jr., Straits, 4th edition , 2007 .

[106]  P M Bentler,et al.  On measures of explained variance in nonrecursive structural equation models. , 2000, The Journal of applied psychology.

[107]  Michael J. Greenwald The Road Less Traveled , 2003 .

[108]  Jeffrey Kenworthy,et al.  Trends in Vehicle Kilometres of Travel in World Cities, 1960-1990: Underlying Drivers and Policy Responses. , 2004 .

[109]  R. Kitamura,et al.  Accessibility in a Metropolis: Toward a Better Understanding of Land Use and Travel , 2001 .

[110]  Patricia L. Mokhtarian,et al.  What type of vehicle do people drive? The role of attitude and lifestyle in influencing vehicle type choice - eScholarship , 2004 .

[111]  B. Meredith Burke,et al.  Book Review: Who Sprawls Most? How Growth Patterns Differ Across the U.S. William Fulton, Rolf Pendall, Mai Nguyen, and Alicia Harrison. Washington, DC: The Brookings Institution, July 2001 (www.brook.edu/urban/fulton%2d pendall.htm) , 2002 .

[112]  B. Byrne Structural equation modeling with EQS : basic concepts, applications, and programming , 2000 .

[113]  K. Krizek Residential Relocation and Changes in Urban Travel: Does Neighborhood-Scale Urban Form Matter? , 2003 .

[114]  T. W. Anderson,et al.  The asymptotic normal distribution of estimators in factor analysis under general conditions , 1988 .

[115]  M. Boarnet,et al.  Can Land Use Policy Really Affect Travel Behavior? A Study of the Link between Non-Work Travel and Land Use Characteristics , 1996 .

[116]  Patricia L. Mokhtarian,et al.  What Affects Commute Mode Choice: Neighborhood Physical Structure or Preferences Toward Neighborhoods? , 2005 .

[117]  Robert Bruegmann Sprawl: A Compact History , 2005 .

[118]  Randall Crane,et al.  The Influence of Urban Form on Travel: An Interpretive Review , 2000 .

[119]  Timothy J. Tardiff,et al.  Causal inferences involving transportation attitudes and behavior , 1977 .

[120]  D. Stead Relationships between Land Use, Socioeconomic Factors, and Travel Patterns in Britain , 2001 .

[121]  David Hume,et al.  An enquiry concerning human understanding and other writings , 2007 .

[122]  W. G. Hansen How Accessibility Shapes Land Use , 1959 .

[123]  Marlon G. Boarnet,et al.  The influence of land use on travel behavior: specification and estimation strategies , 2001 .

[124]  M. Ben-Akiva,et al.  The Use of the Life-Style Concept in Travel Demand Models , 1983 .

[125]  You-Lian Chu,et al.  Automobile Ownership Analysis Using Ordered Probit Models , 2002 .

[126]  Thomas F. Golob,et al.  Structural Equation Modeling For Travel Behavior Research , 2001 .