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Published in: Transportation 5/2018

24-02-2017

How household transportation expenditures have evolved in Canada: a long term perspective

Authors: Sabreena Anowar, Naveen Eluru, Luis F. Miranda-Moreno

Published in: Transportation | Issue 5/2018

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Abstract

In recent years, increasing recognition of the challenges associated with global climate change and inequity in developed countries have revived researcher’s interest towards analyzing transportation related expenditure of households. The current research contributes to travel behaviour literature by developing an econometric model of household budgetary allocations with a particular focus on transportation expenditure. Towards this end, we employ the public-use micro-data extracted from the Survey of Household Spending (SHS) for the years 1997–2009. The proposed econometric modeling approach is built on the multiple discrete continuous extreme value model (MDCEV) framework. Specifically, in our analysis, the scaled version of the MDCEV model outperformed its other counterparts. Broadly, the model results indicated that a host of household socio-economic and demographic attributes along with the residential location characteristics affect the apportioning of income to various expenditure categories and savings. We also observed a relatively stable transportation spending behaviour over time. Additionally, a policy analysis exercise is conducted where we observed that with increase in health expenses and reduction in savings results in adjustments in all expenditure categories.

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Appendix
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Footnotes
1
There has been recent research exploring transport and time budget allocation in a unified framework (see Konduri et al. 2011 and Anas 2007 for such literature).
 
2
The adjusted likelihood ratio index \(\left(\bar{\rho}^{2} \right)\) for the traditional MDCEV, scaled MDCEV, and mixed MDCEV models is computed as \(\left( {1 - \frac{LL\left( \beta \right) - K}{LL\left( C \right)}} \right)\), where LL(β) is the log-likelihood at convergence, K is the number of model parameters (excluding the baseline constants and translation parameters), and LL(C) is the likelihood with only the constants and translation parameters.
 
Literature
go back to reference Anas, A.: A unified theory of consumption, travel and trip chaining. J. Urban Econ. 62(2), 162–186 (2007)CrossRef Anas, A.: A unified theory of consumption, travel and trip chaining. J. Urban Econ. 62(2), 162–186 (2007)CrossRef
go back to reference Anowar, S., Eluru, N., Miranda-Moreno, L.F.: Analysis of vehicle ownership evolution in Montreal, Canada using pseudo panel analysis. Transportation 43(3), 531–548 (2016)CrossRef Anowar, S., Eluru, N., Miranda-Moreno, L.F.: Analysis of vehicle ownership evolution in Montreal, Canada using pseudo panel analysis. Transportation 43(3), 531–548 (2016)CrossRef
go back to reference Asensio, J., Matas, A., Raymond, J.-L.: Petrol expenditure and redistributive effects of its taxation in Spain. Transp. Res. Part A Policy Pract. 37(1), 49–69 (2003a)CrossRef Asensio, J., Matas, A., Raymond, J.-L.: Petrol expenditure and redistributive effects of its taxation in Spain. Transp. Res. Part A Policy Pract. 37(1), 49–69 (2003a)CrossRef
go back to reference Asensio, J., Matas, A., Raymond, J.-L.: Redistributive effects of subsidies to urban public transport in Spain. Transp. Rev. 23(4), 433–452 (2003b)CrossRef Asensio, J., Matas, A., Raymond, J.-L.: Redistributive effects of subsidies to urban public transport in Spain. Transp. Rev. 23(4), 433–452 (2003b)CrossRef
go back to reference Barr-Telford, L.: Spending patterns of couples without children. Perspectives Labour Income 6, 2 (1994) Barr-Telford, L.: Spending patterns of couples without children. Perspectives Labour Income 6, 2 (1994)
go back to reference Bawa, K., Ghosh, A.: A model of household grocery shopping behavior. Mark. Lett. 10(2), 149–160 (1999)CrossRef Bawa, K., Ghosh, A.: A model of household grocery shopping behavior. Mark. Lett. 10(2), 149–160 (1999)CrossRef
go back to reference Bergantino, A.S.: Estimating Engel curves for transport expenditures: evidence from UK household budget data. Int. J. Trans. Econ./Rivista internazionale di economia dei trasporti 24(2), 279–305 (1997) Bergantino, A.S.: Estimating Engel curves for transport expenditures: evidence from UK household budget data. Int. J. Trans. Econ./Rivista internazionale di economia dei trasporti 24(2), 279–305 (1997)
go back to reference Bhat, C.R.: A multiple discrete-continuous extreme value model: formulation and application to discretionary time-use decisions. Transp. Res. Part B 39(8), 679–707 (2005)CrossRef Bhat, C.R.: A multiple discrete-continuous extreme value model: formulation and application to discretionary time-use decisions. Transp. Res. Part B 39(8), 679–707 (2005)CrossRef
go back to reference Bhat, C.R.: The multiple discrete-continuous extreme value (MDCEV) model: role of utility function parameters, identification considerations, and model extensions. Transp. Res. Part B Methodol. 42(3), 274–303 (2008)CrossRef Bhat, C.R.: The multiple discrete-continuous extreme value (MDCEV) model: role of utility function parameters, identification considerations, and model extensions. Transp. Res. Part B Methodol. 42(3), 274–303 (2008)CrossRef
go back to reference Bhat, C.R., Eluru, N.: The multiple discrete-continuous extreme value (MDCEV) model: formulation and applications. In: Hess, S., Daly, A. (eds.) Choice Modelling: The State-of-the-Art and the State-of-Practice, Proceedings from the Inaugural International Choice Modelling Conference, Chap. 4, pp. 71–100. Emerald Group Publishing (2010) Bhat, C.R., Eluru, N.: The multiple discrete-continuous extreme value (MDCEV) model: formulation and applications. In: Hess, S., Daly, A. (eds.) Choice Modelling: The State-of-the-Art and the State-of-Practice, Proceedings from the Inaugural International Choice Modelling Conference, Chap. 4, pp. 71–100. Emerald Group Publishing (2010)
go back to reference Bilgic, A., Yen, S.T.: Household alcohol and tobacco expenditures in Turkey: a sample-selection system approach. Contemp. Econ. Policy 33(3), 571–585 (2015)CrossRef Bilgic, A., Yen, S.T.: Household alcohol and tobacco expenditures in Turkey: a sample-selection system approach. Contemp. Econ. Policy 33(3), 571–585 (2015)CrossRef
go back to reference Browning, M.: Children and household economic behavior. J. Econ. Lit. 30, 1434–1475 (1992) Browning, M.: Children and household economic behavior. J. Econ. Lit. 30, 1434–1475 (1992)
go back to reference Castro, M., Bhat, C.R., Pendyala, R.M., Jara-Diaz, S.: Accommodating multiple constraints in the multiple discrete-continuous extreme value (MDCEV) choice model. Transp. Res. Part B Methodol. 46(6), 729–743 (2012)CrossRef Castro, M., Bhat, C.R., Pendyala, R.M., Jara-Diaz, S.: Accommodating multiple constraints in the multiple discrete-continuous extreme value (MDCEV) choice model. Transp. Res. Part B Methodol. 46(6), 729–743 (2012)CrossRef
go back to reference Choo, S., Lee, T., Mokhtarian, P.: Do transportation and communications tend to be substitutes, complements, or neither?: U.S. Consumer Expenditures Perspective, 1984–2002. Transp. Res. Rec. J. Transp. Res. Board 2010, 121–132 (2007)CrossRef Choo, S., Lee, T., Mokhtarian, P.: Do transportation and communications tend to be substitutes, complements, or neither?: U.S. Consumer Expenditures Perspective, 1984–2002. Transp. Res. Rec. J. Transp. Res. Board 2010, 121–132 (2007)CrossRef
go back to reference Dargay, J.M.: Determinants of car ownership in rural and urban areas: a pseudo-panel analysis. Transp. Res. Part E Log. Transp. Rev. 38(5), 351–366 (2002)CrossRef Dargay, J.M.: Determinants of car ownership in rural and urban areas: a pseudo-panel analysis. Transp. Res. Part E Log. Transp. Rev. 38(5), 351–366 (2002)CrossRef
go back to reference Dargay, J.M., Vythoulkas, P.C.: Estimation of a dynamic car ownership model: a pseudo-panel approach. J. Trans. Econ. Policy 33(3), 287–302 (1999) Dargay, J.M., Vythoulkas, P.C.: Estimation of a dynamic car ownership model: a pseudo-panel approach. J. Trans. Econ. Policy 33(3), 287–302 (1999)
go back to reference Deaton, A.S., Ruiz-castiiio, J., Thomas, D.: The influence of household composition: on household expenditure patterns: theory and spanish evidence. J. Polit. Econ. 97(1), 179 (1989)CrossRef Deaton, A.S., Ruiz-castiiio, J., Thomas, D.: The influence of household composition: on household expenditure patterns: theory and spanish evidence. J. Polit. Econ. 97(1), 179 (1989)CrossRef
go back to reference De Palma, A., Rochat, D.: Mode choices for trips to work in Geneva: an empirical analysis. J. Transp. Geogr. 8(1), 43–51 (2000)CrossRef De Palma, A., Rochat, D.: Mode choices for trips to work in Geneva: an empirical analysis. J. Transp. Geogr. 8(1), 43–51 (2000)CrossRef
go back to reference Dynan, K.E., Skinner, J., Zeldes, S.P.: Do the Rich Save More? (No. w7906). National Bureau of Economic Research (2000) Dynan, K.E., Skinner, J., Zeldes, S.P.: Do the Rich Save More? (No. w7906). National Bureau of Economic Research (2000)
go back to reference Eltony, M.N.: Transport gasoline demand in Canada. J. Trans. Econ. Policy 27(2), 193–208 (1993) Eltony, M.N.: Transport gasoline demand in Canada. J. Trans. Econ. Policy 27(2), 193–208 (1993)
go back to reference Ferdous, N., Pinjari, A., Bhat, C., Pendyala, R.: A comprehensive analysis of household transportation expenditures relative to other goods and services: an application to United States consumer expenditure data. Transportation 37(3), 363–390 (2010)CrossRef Ferdous, N., Pinjari, A., Bhat, C., Pendyala, R.: A comprehensive analysis of household transportation expenditures relative to other goods and services: an application to United States consumer expenditure data. Transportation 37(3), 363–390 (2010)CrossRef
go back to reference Fiebig, D.G., Keane, M.P., Louviere, J., Wasi, N.: The generalized multinomial logit model: accounting for scale and coefficient heterogeneity. Mark. Sci. 29(3), 393–421 (2010)CrossRef Fiebig, D.G., Keane, M.P., Louviere, J., Wasi, N.: The generalized multinomial logit model: accounting for scale and coefficient heterogeneity. Mark. Sci. 29(3), 393–421 (2010)CrossRef
go back to reference Fousekis, P., Lazaridis, P.: Food expenditure patterns of the urban and the rural households in Greece. A kernel regression analysis. Agric. Econ. Rev. 2(1), 5–19 (2001) Fousekis, P., Lazaridis, P.: Food expenditure patterns of the urban and the rural households in Greece. A kernel regression analysis. Agric. Econ. Rev. 2(1), 5–19 (2001)
go back to reference Hanly, M., Dargay, J.: Car ownership in Great Britain: panel data analysis. Transp. Res. Record J. Transp. Res. Board 1718, 83–89 (2000)CrossRef Hanly, M., Dargay, J.: Car ownership in Great Britain: panel data analysis. Transp. Res. Record J. Transp. Res. Board 1718, 83–89 (2000)CrossRef
go back to reference Hong, G.-S., Fan, J.X., Palmer, L., Bhargava, V.: Leisure travel expenditure patterns by family life cycle stages. J. Travel Tour. Mark. 18(2), 15–30 (2005)CrossRef Hong, G.-S., Fan, J.X., Palmer, L., Bhargava, V.: Leisure travel expenditure patterns by family life cycle stages. J. Travel Tour. Mark. 18(2), 15–30 (2005)CrossRef
go back to reference Karlaftis, M., Golias, J.: Automobile ownership, households without automobiles, and urban traffic parameters: are they related? Transp. Res. Record J. Transp. Res. Board 1792, 29–35 (2002)CrossRef Karlaftis, M., Golias, J.: Automobile ownership, households without automobiles, and urban traffic parameters: are they related? Transp. Res. Record J. Transp. Res. Board 1792, 29–35 (2002)CrossRef
go back to reference Konduri, K., Astroza, S., Sana, B., Pendyala, R., Jara-Díaz, S.: Joint analysis of time use and consumer expenditure data. Transp. Res. Record J. Transp. Res. Board 2231, 53–60 (2011)CrossRef Konduri, K., Astroza, S., Sana, B., Pendyala, R., Jara-Díaz, S.: Joint analysis of time use and consumer expenditure data. Transp. Res. Record J. Transp. Res. Board 2231, 53–60 (2011)CrossRef
go back to reference Matas, A., Raymond, J.-L.: Changes in the structure of car ownership in Spain. Transp. Res. Part A Policy Pract. 42(1), 187–202 (2008)CrossRef Matas, A., Raymond, J.-L.: Changes in the structure of car ownership in Spain. Transp. Res. Part A Policy Pract. 42(1), 187–202 (2008)CrossRef
go back to reference Milligan, K.: The evolution of elderly poverty in Canada. Can. Public Policy 34(4), S79–S94 (2008)CrossRef Milligan, K.: The evolution of elderly poverty in Canada. Can. Public Policy 34(4), S79–S94 (2008)CrossRef
go back to reference Nolan, A.: The determinants of urban household’s transport decisions: a microeconometric study using Irish data. Int. J. Transp. Econ. 30(1), 103–129 (2003) Nolan, A.: The determinants of urban household’s transport decisions: a microeconometric study using Irish data. Int. J. Transp. Econ. 30(1), 103–129 (2003)
go back to reference Oladosu, G.: An almost ideal demand system model of household vehicle fuel expenditure allocation in the United States. Energy J. 1–21; 2003 Oladosu, G.: An almost ideal demand system model of household vehicle fuel expenditure allocation in the United States. Energy J. 1–21; 2003
go back to reference Palm, M., Gregor, B., Wang, H., McMullen, B.S.: The trade-offs between population density and households' transportation-housing costs. Transp. Policy 36, 160–172 (2014)CrossRef Palm, M., Gregor, B., Wang, H., McMullen, B.S.: The trade-offs between population density and households' transportation-housing costs. Transp. Policy 36, 160–172 (2014)CrossRef
go back to reference Paulin, G.D.: A comparison of consumer expenditures by housing tenure. J. Consum. Aff. 29(1), 164–198 (1995)CrossRef Paulin, G.D.: A comparison of consumer expenditures by housing tenure. J. Consum. Aff. 29(1), 164–198 (1995)CrossRef
go back to reference Pinjari, A.R., Bhat, C.R.: Computationally efficient forecasting procedures for Kuhn-Tucker consumer demand model systems: application to residential energy consumption analysis. Technical paper, Department of Civil and Environmental Engineering, The University of South Florida (2011) Pinjari, A.R., Bhat, C.R.: Computationally efficient forecasting procedures for Kuhn-Tucker consumer demand model systems: application to residential energy consumption analysis. Technical paper, Department of Civil and Environmental Engineering, The University of South Florida (2011)
go back to reference Pitts, R.E., Willenborg, J.F., Sherrell, D.L.: Consumer adaptation to gasoline price increases. J. Consum. Res. 8(3), 322–330 (1981)CrossRef Pitts, R.E., Willenborg, J.F., Sherrell, D.L.: Consumer adaptation to gasoline price increases. J. Consum. Res. 8(3), 322–330 (1981)CrossRef
go back to reference Sanchez, T.W., Makarewicz, C., Haas, P.M., Dawkins, C.J.: Transportation Costs, Inequities, and Trade-Offs. Paper presented at the 86th Annual Meeting of the Transportation Research Board, Washington D.C (2007) Sanchez, T.W., Makarewicz, C., Haas, P.M., Dawkins, C.J.: Transportation Costs, Inequities, and Trade-Offs. Paper presented at the 86th Annual Meeting of the Transportation Research Board, Washington D.C (2007)
go back to reference Sanko, N.: Travel demand forecasts improved by using cross-sectional data from multiple time points. Transportation 41(4), 673–695 (2014)CrossRef Sanko, N.: Travel demand forecasts improved by using cross-sectional data from multiple time points. Transportation 41(4), 673–695 (2014)CrossRef
go back to reference Soberon-Ferrer, H., Dardis, R.: Determinants of household expenditures for services. J. Consum. Res. 17, 385–397 (1991)CrossRef Soberon-Ferrer, H., Dardis, R.: Determinants of household expenditures for services. J. Consum. Res. 17, 385–397 (1991)CrossRef
go back to reference Thakuriah, P., Liao, Y.: Analysis of variations in vehicle ownership expenditures. Transp. Res. Record J. Transp. Res. Board 1926, 1–9 (2005)CrossRef Thakuriah, P., Liao, Y.: Analysis of variations in vehicle ownership expenditures. Transp. Res. Record J. Transp. Res. Board 1926, 1–9 (2005)CrossRef
go back to reference Thakuriah, P., Liao, Y.: Transportation expenditures and ability to pay: evidence from consumer expenditure survey. Transp. Res. Record J. Transp. Res. Board 1985, 257–265 (2006)CrossRef Thakuriah, P., Liao, Y.: Transportation expenditures and ability to pay: evidence from consumer expenditure survey. Transp. Res. Record J. Transp. Res. Board 1985, 257–265 (2006)CrossRef
go back to reference Thakuriah, P., Mallon-Keita, Y.: An analysis of household transportation spending during the 2007-2009 US economic recession. Paper presented at the 93rd Annual Meeting of the Transportation Research Board, Washington D.C (2014) Thakuriah, P., Mallon-Keita, Y.: An analysis of household transportation spending during the 2007-2009 US economic recession. Paper presented at the 93rd Annual Meeting of the Transportation Research Board, Washington D.C (2014)
go back to reference Train, K.: Discrete Choice Methods with Simulation. Cambridge University Press, Cambridge (2009)CrossRef Train, K.: Discrete Choice Methods with Simulation. Cambridge University Press, Cambridge (2009)CrossRef
go back to reference Wu, G., Yamamoto, T., Kitamura, R.: Vehicle ownership model that incorporates the causal structure underlying attitudes toward vehicle ownership. Transp. Res. Record J. Transp. Res. Board 1676, 61–67 (1999)CrossRef Wu, G., Yamamoto, T., Kitamura, R.: Vehicle ownership model that incorporates the causal structure underlying attitudes toward vehicle ownership. Transp. Res. Record J. Transp. Res. Board 1676, 61–67 (1999)CrossRef
go back to reference Yee, J.L., Niemeier, D.: Advantages and disadvantages: longitudinal vs. repeated cross-section surveys. Project Battelle 94, 16–22 (1996) Yee, J.L., Niemeier, D.: Advantages and disadvantages: longitudinal vs. repeated cross-section surveys. Project Battelle 94, 16–22 (1996)
Metadata
Title
How household transportation expenditures have evolved in Canada: a long term perspective
Authors
Sabreena Anowar
Naveen Eluru
Luis F. Miranda-Moreno
Publication date
24-02-2017
Publisher
Springer US
Published in
Transportation / Issue 5/2018
Print ISSN: 0049-4488
Electronic ISSN: 1572-9435
DOI
https://doi.org/10.1007/s11116-017-9765-3

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