Investigating the influence of latent lifestyles on productive travels: Insights into designing autonomous transit system
Abstract
As a special case of multitasking, travel-based multitasking typically refers to conducting a set of in-vehicle activities while traveling. Travel-based multitasking has an indisputable influence on offering a pleasant travel experience to transit users during their rides, given that they can use their travel time to perform desirable activities and gain benefits in various form. For instance, the in-activities could help the rider free up time from his/her schedule for the day (i.e., a worthwhile use of travel time). In this study, we investigate how the worthwhileness of a travel-based multitasking could be under the influence of: (1) the transit user’s lifestyle, and (2) socio-demographics, and (3) the characteristics of the transit trip. Towards this, we conducted an intercept survey focusing on the transit trips in the Chicago metropolitan area and analyzed it using latent class modeling approach. Per the results, two classes of transit users could be identified: (1) worthwhileness seekers, productively travelers and (2) leisure seekers, occasional worthwhile travelers. The results also suggest travel time, waiting time and walking distance to the transit station, and the set of in-vehicle activities as significant predictors of worthwhile use of travel time. Finally, the findings provide insights to policymakers for improvingmore »
- Authors:
-
- Univ. of Illinois, Chicago, IL (United States)
- ( [Univ. of Illinois, Chicago, IL (United States)
- Argonne National Lab. (ANL), Argonne, IL (United States)
- Publication Date:
- Research Org.:
- Argonne National Laboratory (ANL), Argonne, IL (United States)
- Sponsoring Org.:
- USDOE; U.S. Department of Transportation
- OSTI Identifier:
- 1812747
- Grant/Contract Number:
- AC02-06CH11357
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Transportation Research, Part A: Policy and Practice
- Additional Journal Information:
- Journal Volume: 141; Journal ID: ISSN 0965-8564
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 32 ENERGY CONSERVATION, CONSUMPTION, AND UTILIZATION; Lifestyle; Worthwhile use of travel time; Autonomous transit; Productivity; Travel-based multitasking
Citation Formats
Shamshiripour, Ali, Rahimi, Ehsan, Kouros) Mohammadian, Abolfazl, and Auld, Joshua. Investigating the influence of latent lifestyles on productive travels: Insights into designing autonomous transit system. United States: N. p., 2020.
Web. doi:10.1016/j.tra.2020.10.001.
Shamshiripour, Ali, Rahimi, Ehsan, Kouros) Mohammadian, Abolfazl, & Auld, Joshua. Investigating the influence of latent lifestyles on productive travels: Insights into designing autonomous transit system. United States. https://doi.org/10.1016/j.tra.2020.10.001
Shamshiripour, Ali, Rahimi, Ehsan, Kouros) Mohammadian, Abolfazl, and Auld, Joshua. Tue .
"Investigating the influence of latent lifestyles on productive travels: Insights into designing autonomous transit system". United States. https://doi.org/10.1016/j.tra.2020.10.001. https://www.osti.gov/servlets/purl/1812747.
@article{osti_1812747,
title = {Investigating the influence of latent lifestyles on productive travels: Insights into designing autonomous transit system},
author = {Shamshiripour, Ali and Rahimi, Ehsan and Kouros) Mohammadian, Abolfazl and Auld, Joshua},
abstractNote = {As a special case of multitasking, travel-based multitasking typically refers to conducting a set of in-vehicle activities while traveling. Travel-based multitasking has an indisputable influence on offering a pleasant travel experience to transit users during their rides, given that they can use their travel time to perform desirable activities and gain benefits in various form. For instance, the in-activities could help the rider free up time from his/her schedule for the day (i.e., a worthwhile use of travel time). In this study, we investigate how the worthwhileness of a travel-based multitasking could be under the influence of: (1) the transit user’s lifestyle, and (2) socio-demographics, and (3) the characteristics of the transit trip. Towards this, we conducted an intercept survey focusing on the transit trips in the Chicago metropolitan area and analyzed it using latent class modeling approach. Per the results, two classes of transit users could be identified: (1) worthwhileness seekers, productively travelers and (2) leisure seekers, occasional worthwhile travelers. The results also suggest travel time, waiting time and walking distance to the transit station, and the set of in-vehicle activities as significant predictors of worthwhile use of travel time. Finally, the findings provide insights to policymakers for improving public transit systems in the current form, as well as designing an autonomous mobility system as the future form of public transit.},
doi = {10.1016/j.tra.2020.10.001},
journal = {Transportation Research, Part A: Policy and Practice},
number = ,
volume = 141,
place = {United States},
year = {Tue Oct 20 00:00:00 EDT 2020},
month = {Tue Oct 20 00:00:00 EDT 2020}
}
Works referenced in this record:
Integrated models of land use and transportation for the autonomous vehicle revolution
journal, March 2018
- Hawkins, Jason; Nurul Habib, Khandker
- Transport Reviews, Vol. 39, Issue 1
Preferences for travel-based multitasking: Evidence from a survey among public transit users in the Chicago metropolitan area
journal, August 2019
- Krueger, Rico; Rashidi, Taha H.; Auld, Joshua
- Transportation Research Part F: Traffic Psychology and Behaviour, Vol. 65
A framework for joint modelling of activity choice, duration, and productivity while travelling
journal, December 2017
- Pawlak, Jacek; Polak, John W.; Sivakumar, Aruna
- Transportation Research Part B: Methodological, Vol. 106
Comparing Rail Passengers’ Travel Time Use in Great Britain Between 2004 and 2010
journal, November 2013
- Lyons, Glenn; Jain, Juliet; Susilo, Yusak
- Mobilities, Vol. 8, Issue 4
Role of Attitudes in Transit and Auto Users’ Mode Choice of Ridesourcing
journal, August 2020
- Azimi, Ghazaleh; Rahimi, Alireza; Asgari, Hamidreza
- Transportation Research Record: Journal of the Transportation Research Board, Vol. 2674, Issue 11
Understanding the effects of taxi ride-sharing — A case study of Singapore
journal, May 2018
- Wang, Yazhe; Zheng, Baihua; Lim, Ee-Peng
- Computers, Environment and Urban Systems, Vol. 69
Simulation of Autonomous Transit On Demand for Fleet Size and Deployment Strategy Optimization
journal, January 2018
- Wang, Biyu; Ordonez Medina, Sergio Arturo; Fourie, Pieter
- Procedia Computer Science, Vol. 130
Examining human attitudes toward shared mobility options and autonomous vehicles
journal, July 2020
- Rahimi, Alireza; Azimi, Ghazaleh; Jin, Xia
- Transportation Research Part F: Traffic Psychology and Behaviour, Vol. 72
A general framework for modeling shared autonomous vehicles with dynamic network-loading and dynamic ride-sharing application
journal, July 2017
- Levin, Michael W.; Kockelman, Kara M.; Boyles, Stephen D.
- Computers, Environment and Urban Systems, Vol. 64
Synchronicity of Activity Engagement and Travel in Time and Space: Descriptors and Correlates of Field Observations
journal, January 2008
- Timmermans, Harry; Van der Waerden, Peter
- Transportation Research Record: Journal of the Transportation Research Board, Vol. 2054, Issue 1
The use of travel time by rail passengers in Great Britain
journal, January 2007
- Lyons, Glenn; Jain, Juliet; Holley, David
- Transportation Research Part A: Policy and Practice, Vol. 41, Issue 1
The measurement of urban travel demand
journal, November 1974
- McFadden, Daniel
- Journal of Public Economics, Vol. 3, Issue 4
Dynamics of travelers’ modality style in the presence of mobility-on-demand services
journal, August 2020
- Shamshiripour, Ali; Rahimi, Ehsan; Shabanpour, Ramin
- Transportation Research Part C: Emerging Technologies, Vol. 117
Would the replacement of park-and-ride facilities with transit-oriented development reduce vehicle kilometers traveled in an auto-oriented US region?
journal, September 2019
- Duncan, Michael
- Transport Policy, Vol. 81
The digital revolution and worthwhile use of travel time: implications for appraisal and forecasting
journal, March 2015
- Wardman, Mark; Lyons, Glenn
- Transportation, Vol. 43, Issue 3
How Useful is Travel-Based Multitasking? Evidence from Commuters in Portland, Oregon
journal, June 2018
- Singleton, Patrick A.
- Transportation Research Record: Journal of the Transportation Research Board, Vol. 2672, Issue 50
The association between light rail transit and satisfactions with travel and life: evidence from Twin Cities
journal, March 2013
- Cao, Jason
- Transportation, Vol. 40, Issue 5
A latent class model for discrete choice analysis: contrasts with mixed logit
journal, September 2003
- Greene, William H.; Hensher, David A.
- Transportation Research Part B: Methodological, Vol. 37, Issue 8
The value of integrated multimodal traveller information and its potential contribution to modal change
journal, March 2003
- Kenyon, Susan; Lyons, Glenn
- Transportation Research Part F: Traffic Psychology and Behaviour, Vol. 6, Issue 1
Discussing the “positive utilities” of autonomous vehicles: will travellers really use their time productively?
journal, May 2018
- Singleton, Patrick A.
- Transport Reviews, Vol. 39, Issue 1
Multitasking and Value of Travel Time Savings
journal, January 2007
- Ettema, Dick; Verschuren, Laura
- Transportation Research Record: Journal of the Transportation Research Board, Vol. 2010, Issue 1
How do activities conducted while commuting influence mode choice? Using revealed preference models to inform public transportation advantage and autonomous vehicle scenarios
journal, June 2019
- Malokin, Aliaksandr; Circella, Giovanni; Mokhtarian, Patricia L.
- Transportation Research Part A: Policy and Practice, Vol. 124
Effects of Time and Memory Factors on Response in Surveys
journal, December 1973
- Sudman, Seymour; Bradburn, Norman M.
- Journal of the American Statistical Association, Vol. 68, Issue 344
Latent lifestyle and mode choice decisions when travelling short distances
journal, May 2016
- Prato, Carlo Giacomo; Halldórsdóttir, Katrín; Nielsen, Otto Anker
- Transportation, Vol. 44, Issue 6
Travel-based multitasking: review of the empirical evidence
journal, April 2017
- Keseru, Imre; Macharis, Cathy
- Transport Reviews, Vol. 38, Issue 2
The valuation and demand impacts of the worthwhile use of travel time with specific reference to the digital revolution and endogeneity
journal, October 2019
- Wardman, Mark; Chintakayala, Phani; Heywood, Chris
- Transportation, Vol. 47, Issue 3
The significance of transport mobility in predicting well-being
journal, September 2013
- Vella-Brodrick, Dianne A.; Stanley, Janet
- Transport Policy, Vol. 29
What makes travel pleasant and/or tiring? An investigation based on the French National Travel Survey
journal, October 2014
- Mokhtarian, Patricia L.; Papon, Francis; Goulard, Matthieu
- Transportation, Vol. 42, Issue 6
How should business travel time savings be valued?
journal, December 2015
- Wardman, Mark; Batley, Richard; Laird, James
- Economics of Transportation, Vol. 4, Issue 4
Heterogeneity and college choice: Latent class modelling for improved policy making
journal, December 2019
- Schmidt, Alejandro; Ortúzar, Juan de Dios; Paredes, Ricardo D.
- Journal of Choice Modelling, Vol. 33
The role of ICTs in everyday mobile lives
journal, November 2011
- Line, Tilly; Jain, Juliet; Lyons, Glenn
- Journal of Transport Geography, Vol. 19, Issue 6
Subjective well-being and travel: retrospect and prospect
journal, October 2018
- Mokhtarian, Patricia L.
- Transportation, Vol. 46, Issue 2
Introduction: Habitual travel choice
journal, January 2003
- Gärling, Tommy; Axhausen, Kay W.
- Transportation, Vol. 30, Issue 1, p. 1-11
Eliciting preferences for adoption of fully automated vehicles using best-worst analysis
journal, August 2018
- Shabanpour, Ramin; Golshani, Nima; Shamshiripour, Ali
- Transportation Research Part C: Emerging Technologies, Vol. 93
The impact of automated transit, pedestrian, and bicycling facilities on urban travel patterns
journal, April 2018
- Levine, Jonathan; Zellner, Moira; Arquero de Alarcón, María
- Transportation Planning and Technology, Vol. 41, Issue 5
Changing times – A decade of empirical insight into the experience of rail passengers in Great Britain
journal, December 2016
- Lyons, Glenn; Jain, Juliet; Weir, Iain
- Journal of Transport Geography, Vol. 57
Using an Activity-Based Model to Explore the Potential Impacts of Automated Vehicles
journal, January 2015
- Childress, Suzanne; Nichols, Brice; Charlton, Billy
- Transportation Research Record: Journal of the Transportation Research Board, Vol. 2493, Issue 1
A conceptual typology of multitasking behavior and polychronicity preferences
journal, November 2012
- Circella, Giovanni; Mokhtarian, Patricia L.; Poff, Laura K.
- electronic International Journal of Time Use Research, Vol. 9, Issue 1
How do passengers use travel time? A case study of Shanghai–Nanjing high speed rail
journal, November 2017
- Tang, Jia; Zhen, Feng; Cao, Jason
- Transportation, Vol. 45, Issue 2
Making time count: Traveler activity engagement on urban transit
journal, June 2015
- Frei, Charlotte; Mahmassani, Hani S.; Frei, Andreas
- Transportation Research Part A: Policy and Practice, Vol. 76
Modeling individuals’ willingness to share trips with strangers in an autonomous vehicle future
journal, June 2019
- Lavieri, Patrícia S.; Bhat, Chandra R.
- Transportation Research Part A: Policy and Practice, Vol. 124
Multimodal travel groups and attitudes: A latent class cluster analysis of Dutch travelers
journal, January 2016
- Molin, Eric; Mokhtarian, Patricia; Kroesen, Maarten
- Transportation Research Part A: Policy and Practice, Vol. 83
Analysis of Transit Users’ Response Behavior in Case of Unplanned Service Disruptions
journal, March 2020
- Rahimi, Ehsan; Shamshiripour, Ali; Shabanpour, Ramin
- Transportation Research Record: Journal of the Transportation Research Board, Vol. 2674, Issue 3
Not If, but When: Autonomous Driving and the Future of Transit
journal, January 2018
- Lutin, Jerome
- Journal of Public Transportation, Vol. 21, Issue 1
The gift of travel time
journal, March 2008
- Jain, Juliet; Lyons, Glenn
- Journal of Transport Geography, Vol. 16, Issue 2
Effects on Welfare Measures of Alternative Means of Accounting for Preference Heterogeneity in Recreational Demand Models
journal, November 2008
- Hynes, Stephen; Hanley, Nick; Scarpa, Riccardo
- American Journal of Agricultural Economics, Vol. 90, Issue 4
Scobit-Based Panel Analysis of Multitasking Behavior of Public Transport Users
journal, January 2010
- Zhang, Junyi; Timmermans, Harry
- Transportation Research Record: Journal of the Transportation Research Board, Vol. 2157, Issue 1
Travel-based multitasking: review of the role of digital activities and connectivity
journal, February 2020
- Pawlak, Jacek
- Transport Reviews, Vol. 40, Issue 4
Mobility as a Service: A Critical Review of Definitions, Assessments of Schemes, and Key Challenges
journal, June 2017
- Jittrapirom, Peraphan; Caiati, Valeria; Feneri, Anna-Maria
- Urban Planning, Vol. 2, Issue 2
Normative beliefs and modality styles: a latent class and latent variable model of travel behaviour
journal, November 2016
- Krueger, Rico; Vij, Akshay; Rashidi, Taha H.
- Transportation, Vol. 45, Issue 3
Passengers’ activities during short trips on the London Underground
journal, June 2012
- Gamberini, Luciano; Spagnolli, Anna; Miotto, Andrea
- Transportation, Vol. 40, Issue 2
Introducing multitasking to the study of travel and ICT: Examining its extent and assessing its potential importance
journal, February 2007
- Kenyon, Susan; Lyons, Glenn
- Transportation Research Part A: Policy and Practice, Vol. 41, Issue 2
A joint best–worst scaling and stated choice model considering observed and unobserved heterogeneity: An application to residential location choice
journal, September 2015
- Balbontin, C.; Ortúzar, J. de D.; Swait, J. D.
- Journal of Choice Modelling, Vol. 16
Time Use on Trains: Media Use/Non-use and Complex Shifts in Activities
journal, June 2015
- Bjørner, Thomas
- Mobilities, Vol. 11, Issue 5
Incorporating the influence of latent modal preferences on travel mode choice behavior
journal, August 2013
- Vij, Akshay; Carrel, André; Walker, Joan L.
- Transportation Research Part A: Policy and Practice, Vol. 54
Moving Methods, Travelling Times
journal, January 2008
- Watts, Laura; Urry, John
- Environment and Planning D: Society and Space, Vol. 26, Issue 5
The Use of the Life-Style Concept in Travel Demand Models
journal, May 1983
- Salomon, I.; Ben-Akiva, M.
- Environment and Planning A: Economy and Space, Vol. 15, Issue 5
How derived is the demand for travel? Some conceptual and measurement considerations
journal, September 2001
- Mokhtarian, Patricia L.; Salomon, Ilan
- Transportation Research Part A: Policy and Practice, Vol. 35, Issue 8
Smart Devices and Travel Time Use by Bus Passengers in Vancouver, Canada
journal, November 2014
- Guo, Zhan; Derian, Alexandra; Zhao, Jinhua
- International Journal of Sustainable Transportation, Vol. 9, Issue 5
Redefining the Smart City: Culture, Metabolism and Governance
journal, July 2018
- Allam, Zaheer; Newman, Peter
- Smart Cities, Vol. 1, Issue 1
Analysis of transit users’ waiting tolerance in response to unplanned service disruptions
journal, December 2019
- Rahimi, Ehsan; Shamshiripour, Ali; Shabanpour, Ramin
- Transportation Research Part D: Transport and Environment, Vol. 77
An ideal journey: making bus travel desirable
journal, April 2016
- Clayton, William; Jain, Juliet; Parkhurst, Graham
- Mobilities, Vol. 12, Issue 5
Travel time use in the information age
journal, February 2005
- Lyons, Glenn; Urry, John
- Transportation Research Part A: Policy and Practice, Vol. 39, Issue 2-3
Health Impacts of Urban Development and Transportation Systems
journal, September 2010
- Samimi, Amir; Mohammadian, Abolfazl Kouros
- Journal of Urban Planning and Development, Vol. 136, Issue 3
Works referencing / citing this record:
Participation in online activities while travelling: an application of the MDCEV model in the context of rail travel
journal, February 2021
- Calastri, Chiara; Pawlak, Jacek; Batley, Richard
- Transportation, Vol. 49, Issue 1