SlideShare a Scribd company logo
The Swiss National Stated Preference Study on
Transport Behavior 2015
Claude Weis (TransOptima GmbH)
Matthias Kowald (RheinMain University of Applied Sciences)
Antonin Danalet (ARE)
Basil Schmid (ETH Zurich)
Milos Balac (ETH Zurich)
Milenko Vrtic (TransOptima GmbH)
Nicole Mathys (ARE)
Kay Axhausen (ETH Zurich)
July 2018
The Swiss SP-study 2015
• Mode choices (HPM, PMT, PT) and route choices (PMT, PT)
• On a national level;
• Based on respondents´ RP trips;
• Allows to identify socio-economic and geographic effects;
• Allows to identify behavioral trends (with SP 2010).
IATBR 18 1
The Swiss Mobility and Transport Microcensus (MTMC)
• Conducted every five years (~60´000 participants);
• Sampling frame: Swiss population (aged 6 and above);
• Daily mobility (one day CATI diary survey);
• Stage based with route-recording during the interview (PMT &
PT);
• Since 2010: follow-up stated preference (SP) paper and pencil
questionnaire on mode and route choice.
IATBR 18 2
Sampling frame for SP survey
• Recruitment during MTMC interviews (~4´000 adults);
• Considered trips: work, education, shopping, business, leisure
• Sample one RP-trip/respondent:
• employing familiar and realistic situations for respondents;
• matches MTMC trip characteristics (mode, purpose and
length);
• matches MTMC respondents´ in spatial and socio-demographic
properties.
• SP provide a reliable and valid basis for transport policy and
models.
IATBR 18 3
Experimental design: Mode Choice
Alternative Attribute Variation of empirical value
PMT
Travel time -20% / -10% / +30%
Parking search time -25% / +25% / +50%
Fuel cost -10% / +20% / +30%
Road toll 50% / 100% / 200% of -.06 CHF/km
Parking costs -10% / +20% / +30%
Delay risk 10% / 20% / 30%
Delay time 50% / 100% / 150% of 0.1 x travel time (max. 30 min)
PT
In-vehicle time -30% / -10% / +30%
Access / egress time -50% / +/-0% / +50%
Travel costs -10% / +20% / +30%
No. of transfers -1 / +/-0 / +1
Headway -1 / +/-0 / +1 level*
Capacity utilization -1 / +/-0 / +1 level**
Delay risk 10% / 20% / 30%
Delay time 50% / 100% / 150% of 0.1 x travel time (max. 30 min)
* Headway levels: 5, 7, 10, 15, 20, 30, 60, 90, 120 min
** Level of capacity utilization: low, median, high, overload
IATBR 18 4
Experimental design: Route Choice
Mode Attribute Variation of empirical value
PMT
Travel time -30% / -10% / +30%
Travel costs -10% / +20% / +30%
Road toll 50% / 100% / 200% of -.06 CHF/km
PT
Main transportation mean -1 / +/-0 / +1 level
In-vehicle time -30% / -10% / +30%
Access / egress time -50% / +/-0% / +50%
Travel costs -10% / +20% / +30%
No. of transfers -1 / +/-0 / +1
Transfer time -50% / +/-0% / +50%
Headway -1 / +/-0 / +1 Stufe
Capacity utilization -1 / +/-0 / +1 Stufe
IATBR 18 5
Response burden and response rate
IATBR 18 6
Spatial differentiation: 3-level typology
IATBR 18 7
Spatial differentiation: Model results
• Base model with trip purpose specific attributes: 112 parameters;
• Spatial differentiation between urban, suburban, rural: 3 * 112
parameters;
• Differentiation cannot be rejected: Likelihood Ratio Test = 1093
IATBR 18 8
Spatial differentiation: Selected results
IATBR 18 9
Parameter Purpose Differences between typology levels (t-test)
Walking time work urban < rural, suburban
shopping suburban < urban
Costs work rural < suburban, urban
education suburban < urban < rural
shopping urban < rural
business suburban < rural
PMT travel time work rural < suburban < urban
education suburban, urban < rural
leisure rural, urban < suburban
PMT parking costs work rural < urban, suburban
education urban < rural < suburban
PT in-vehicle time work, education, shopping, business, leisure
PT headway work, education, shopping, business, leisure
Bike travel time shopping, business
Stability of travel behavior over time
• Comparison of valuation in demand indicators
• How stable are e.g. the VTTS over time?
• Data:
• MTMC & SP 2010: 52’208 choices (3’605 respondents)
• MTMC & SP 2015: 67’365 choices (6’099 respondents)
• Pooled estimation across 4 experiments
• RP mode choice & SP mode choice
• SP route choice (PMT)
• SP route choice (PT)
 3 scale parameters to estimate (RP as reference)
IATBR 18 10
Stability of travel behavior: Average valuation indicators
SP 2010 SP 2015
Travel time car (CHF/h) 16.3 16.5
Travel time PT (CHF/h) 12.6 11.6
Travel time bike (CHF/h) 41.5* 19.6*
Travel time walk (CHF/h) 46.8 18.0
Transfers PT (CHF/1 x) 2.0 1.0
Transfers PT (min./1 x) 9.7 5.1
Parking search time (CHF/h) 22.2 23.4
Frequency PT (CHF/h) 4.9 3.0
Waiting time PT (CHF/h) 4.6 11.2
Access time PT (CHF/h) 5.6 13.9
Fat: Difference significant at 1% level.
Italic*: Difference significant at 5% level.
IATBR 18 11
Stability of travel behavior: Valuation by distance
IATBR 18 12
Conclusions
Advantages of connecting MTMC and SP experiments:
• employ familiar and realistic situations;
• Get RP/SP data: Enough variation for parameter identification;
• Survey representative information.
 Data allow consideration of differences between spatial typologies and
are a reliable source for transport modeling.
Data from surveys 2010 and 2015 can be pooled.
• Most indicators show a constant behavior;
• Differences result from changes in survey method and sample.
 Keep method details constant when considering data pooling.
Future work:
• Topics of SP-study 2020: departure time choice; park and ride;
mobility pricing

More Related Content

Similar to The Swiss national stated preference study on transport behavior 2015

Are we giving BRT passengers what they want?
Are we giving BRT passengers what they want?Are we giving BRT passengers what they want?
Are we giving BRT passengers what they want?
Tristan Wiggill
 
Deriving on-trip route choices of truck drivers by utilizing Bluetooth data,...
 Deriving on-trip route choices of truck drivers by utilizing Bluetooth data,... Deriving on-trip route choices of truck drivers by utilizing Bluetooth data,...
Deriving on-trip route choices of truck drivers by utilizing Bluetooth data,...
SalilSharma26
 
Active transport workshop hoogendoorn
Active transport workshop hoogendoornActive transport workshop hoogendoorn
Active transport workshop hoogendoorn
Serge Hoogendoorn
 
Rail Passenger Demand Forecasting - a view from the industry
Rail Passenger Demand Forecasting - a view from the industryRail Passenger Demand Forecasting - a view from the industry
Rail Passenger Demand Forecasting - a view from the industry
Institute for Transport Studies (ITS)
 
When and where are bus express services justified?
When and where are bus express services justified?When and where are bus express services justified?
When and where are bus express services justified?
BRTCoE
 
New Tools for Estimating Walking and Bicycling Demand
New Tools for Estimating Walking and Bicycling DemandNew Tools for Estimating Walking and Bicycling Demand
New Tools for Estimating Walking and Bicycling Demand
Project for Public Spaces & National Center for Biking and Walking
 
Transport modelling at SBB
Transport modelling at SBBTransport modelling at SBB
Transport modelling at SBB
Antonin Danalet
 
Influencing travel behaviour projects - transport consultancy context
Influencing travel behaviour projects - transport consultancy contextInfluencing travel behaviour projects - transport consultancy context
Influencing travel behaviour projects - transport consultancy context
Institute for Transport Studies (ITS)
 
Modal Choice ppt.pdf
Modal Choice ppt.pdfModal Choice ppt.pdf
Modal Choice ppt.pdf
MuhammadWajahatAliKh1
 
Cycling, An Essential Part of Sustainable Transport
Cycling, An Essential Part of Sustainable TransportCycling, An Essential Part of Sustainable Transport
Cycling, An Essential Part of Sustainable Transport
WRI Ross Center for Sustainable Cities
 
Public transport improvement
Public transport improvement Public transport improvement
Public transport improvement
ICLEI
 
Beijing 2014
Beijing 2014Beijing 2014
Beijing 2014
Marco
 
The importance of Value of Time studies - a Dutch perspective
The importance of Value of Time studies - a Dutch perspectiveThe importance of Value of Time studies - a Dutch perspective
The importance of Value of Time studies - a Dutch perspective
Institute for Transport Studies (ITS)
 
Camila Balbontin - Do preferences for BRT and LRT change as a voter, citizen,...
Camila Balbontin - Do preferences for BRT and LRT change as a voter, citizen,...Camila Balbontin - Do preferences for BRT and LRT change as a voter, citizen,...
Camila Balbontin - Do preferences for BRT and LRT change as a voter, citizen,...
BRTCoE
 
Buy in for brt over lrt how to inform project planning prioritisation about r...
Buy in for brt over lrt how to inform project planning prioritisation about r...Buy in for brt over lrt how to inform project planning prioritisation about r...
Buy in for brt over lrt how to inform project planning prioritisation about r...
BRTCoE
 
Can the Multimodal Real Time Information Systems Induce a More Sustainable Mo...
Can the Multimodal Real Time Information Systems Induce a More Sustainable Mo...Can the Multimodal Real Time Information Systems Induce a More Sustainable Mo...
Can the Multimodal Real Time Information Systems Induce a More Sustainable Mo...
IEA-ETSAP
 
INTELLIGENT TRANSPORTATION SYSTEM
INTELLIGENT TRANSPORTATION SYSTEMINTELLIGENT TRANSPORTATION SYSTEM
INTELLIGENT TRANSPORTATION SYSTEM
Amar Patel
 
Webinar: Land Use-Transport Interactions: Evidence from and Implications for ...
Webinar: Land Use-Transport Interactions: Evidence from and Implications for ...Webinar: Land Use-Transport Interactions: Evidence from and Implications for ...
Webinar: Land Use-Transport Interactions: Evidence from and Implications for ...
BRTCoE
 
The public transport integration challenge: what role for the fiscal system?
The public transport integration challenge: what role for the fiscal system?The public transport integration challenge: what role for the fiscal system?
The public transport integration challenge: what role for the fiscal system?
Tristan Wiggill
 
The Value Management toolkit and transport in Leeds, Making sense of value, 2...
The Value Management toolkit and transport in Leeds, Making sense of value, 2...The Value Management toolkit and transport in Leeds, Making sense of value, 2...
The Value Management toolkit and transport in Leeds, Making sense of value, 2...
Association for Project Management
 

Similar to The Swiss national stated preference study on transport behavior 2015 (20)

Are we giving BRT passengers what they want?
Are we giving BRT passengers what they want?Are we giving BRT passengers what they want?
Are we giving BRT passengers what they want?
 
Deriving on-trip route choices of truck drivers by utilizing Bluetooth data,...
 Deriving on-trip route choices of truck drivers by utilizing Bluetooth data,... Deriving on-trip route choices of truck drivers by utilizing Bluetooth data,...
Deriving on-trip route choices of truck drivers by utilizing Bluetooth data,...
 
Active transport workshop hoogendoorn
Active transport workshop hoogendoornActive transport workshop hoogendoorn
Active transport workshop hoogendoorn
 
Rail Passenger Demand Forecasting - a view from the industry
Rail Passenger Demand Forecasting - a view from the industryRail Passenger Demand Forecasting - a view from the industry
Rail Passenger Demand Forecasting - a view from the industry
 
When and where are bus express services justified?
When and where are bus express services justified?When and where are bus express services justified?
When and where are bus express services justified?
 
New Tools for Estimating Walking and Bicycling Demand
New Tools for Estimating Walking and Bicycling DemandNew Tools for Estimating Walking and Bicycling Demand
New Tools for Estimating Walking and Bicycling Demand
 
Transport modelling at SBB
Transport modelling at SBBTransport modelling at SBB
Transport modelling at SBB
 
Influencing travel behaviour projects - transport consultancy context
Influencing travel behaviour projects - transport consultancy contextInfluencing travel behaviour projects - transport consultancy context
Influencing travel behaviour projects - transport consultancy context
 
Modal Choice ppt.pdf
Modal Choice ppt.pdfModal Choice ppt.pdf
Modal Choice ppt.pdf
 
Cycling, An Essential Part of Sustainable Transport
Cycling, An Essential Part of Sustainable TransportCycling, An Essential Part of Sustainable Transport
Cycling, An Essential Part of Sustainable Transport
 
Public transport improvement
Public transport improvement Public transport improvement
Public transport improvement
 
Beijing 2014
Beijing 2014Beijing 2014
Beijing 2014
 
The importance of Value of Time studies - a Dutch perspective
The importance of Value of Time studies - a Dutch perspectiveThe importance of Value of Time studies - a Dutch perspective
The importance of Value of Time studies - a Dutch perspective
 
Camila Balbontin - Do preferences for BRT and LRT change as a voter, citizen,...
Camila Balbontin - Do preferences for BRT and LRT change as a voter, citizen,...Camila Balbontin - Do preferences for BRT and LRT change as a voter, citizen,...
Camila Balbontin - Do preferences for BRT and LRT change as a voter, citizen,...
 
Buy in for brt over lrt how to inform project planning prioritisation about r...
Buy in for brt over lrt how to inform project planning prioritisation about r...Buy in for brt over lrt how to inform project planning prioritisation about r...
Buy in for brt over lrt how to inform project planning prioritisation about r...
 
Can the Multimodal Real Time Information Systems Induce a More Sustainable Mo...
Can the Multimodal Real Time Information Systems Induce a More Sustainable Mo...Can the Multimodal Real Time Information Systems Induce a More Sustainable Mo...
Can the Multimodal Real Time Information Systems Induce a More Sustainable Mo...
 
INTELLIGENT TRANSPORTATION SYSTEM
INTELLIGENT TRANSPORTATION SYSTEMINTELLIGENT TRANSPORTATION SYSTEM
INTELLIGENT TRANSPORTATION SYSTEM
 
Webinar: Land Use-Transport Interactions: Evidence from and Implications for ...
Webinar: Land Use-Transport Interactions: Evidence from and Implications for ...Webinar: Land Use-Transport Interactions: Evidence from and Implications for ...
Webinar: Land Use-Transport Interactions: Evidence from and Implications for ...
 
The public transport integration challenge: what role for the fiscal system?
The public transport integration challenge: what role for the fiscal system?The public transport integration challenge: what role for the fiscal system?
The public transport integration challenge: what role for the fiscal system?
 
The Value Management toolkit and transport in Leeds, Making sense of value, 2...
The Value Management toolkit and transport in Leeds, Making sense of value, 2...The Value Management toolkit and transport in Leeds, Making sense of value, 2...
The Value Management toolkit and transport in Leeds, Making sense of value, 2...
 

More from Antonin Danalet

Modelling foreign tourists in Switzerland
Modelling foreign tourists in SwitzerlandModelling foreign tourists in Switzerland
Modelling foreign tourists in Switzerland
Antonin Danalet
 
Attitudes towards transportation policy in Switzerland: a new choice experiment
Attitudes towards transportation policy in Switzerland: a new choice experimentAttitudes towards transportation policy in Switzerland: a new choice experiment
Attitudes towards transportation policy in Switzerland: a new choice experiment
Antonin Danalet
 
Trip generation in Switzerland, 2015-2030
Trip generation in Switzerland, 2015-2030Trip generation in Switzerland, 2015-2030
Trip generation in Switzerland, 2015-2030
Antonin Danalet
 
Working from home in Switzerland, 2015-2050
Working from home in Switzerland, 2015-2050Working from home in Switzerland, 2015-2050
Working from home in Switzerland, 2015-2050
Antonin Danalet
 
Mobility Resources in Switzerland in 2015
Mobility Resources in Switzerland in 2015Mobility Resources in Switzerland in 2015
Mobility Resources in Switzerland in 2015
Antonin Danalet
 
The potential of smartphone data for national travel surveys
The potential of smartphone data for national travel surveysThe potential of smartphone data for national travel surveys
The potential of smartphone data for national travel surveys
Antonin Danalet
 

More from Antonin Danalet (6)

Modelling foreign tourists in Switzerland
Modelling foreign tourists in SwitzerlandModelling foreign tourists in Switzerland
Modelling foreign tourists in Switzerland
 
Attitudes towards transportation policy in Switzerland: a new choice experiment
Attitudes towards transportation policy in Switzerland: a new choice experimentAttitudes towards transportation policy in Switzerland: a new choice experiment
Attitudes towards transportation policy in Switzerland: a new choice experiment
 
Trip generation in Switzerland, 2015-2030
Trip generation in Switzerland, 2015-2030Trip generation in Switzerland, 2015-2030
Trip generation in Switzerland, 2015-2030
 
Working from home in Switzerland, 2015-2050
Working from home in Switzerland, 2015-2050Working from home in Switzerland, 2015-2050
Working from home in Switzerland, 2015-2050
 
Mobility Resources in Switzerland in 2015
Mobility Resources in Switzerland in 2015Mobility Resources in Switzerland in 2015
Mobility Resources in Switzerland in 2015
 
The potential of smartphone data for national travel surveys
The potential of smartphone data for national travel surveysThe potential of smartphone data for national travel surveys
The potential of smartphone data for national travel surveys
 

Recently uploaded

Bob Reedy - Nitrate in Texas Groundwater.pdf
Bob Reedy - Nitrate in Texas Groundwater.pdfBob Reedy - Nitrate in Texas Groundwater.pdf
Bob Reedy - Nitrate in Texas Groundwater.pdf
Texas Alliance of Groundwater Districts
 
HOW DO ORGANISMS REPRODUCE?reproduction part 1
HOW DO ORGANISMS REPRODUCE?reproduction part 1HOW DO ORGANISMS REPRODUCE?reproduction part 1
HOW DO ORGANISMS REPRODUCE?reproduction part 1
Shashank Shekhar Pandey
 
aziz sancar nobel prize winner: from mardin to nobel
aziz sancar nobel prize winner: from mardin to nobelaziz sancar nobel prize winner: from mardin to nobel
aziz sancar nobel prize winner: from mardin to nobel
İsa Badur
 
Direct Seeded Rice - Climate Smart Agriculture
Direct Seeded Rice - Climate Smart AgricultureDirect Seeded Rice - Climate Smart Agriculture
Direct Seeded Rice - Climate Smart Agriculture
International Food Policy Research Institute- South Asia Office
 
Shallowest Oil Discovery of Turkiye.pptx
Shallowest Oil Discovery of Turkiye.pptxShallowest Oil Discovery of Turkiye.pptx
Shallowest Oil Discovery of Turkiye.pptx
Gokturk Mehmet Dilci
 
Authoring a personal GPT for your research and practice: How we created the Q...
Authoring a personal GPT for your research and practice: How we created the Q...Authoring a personal GPT for your research and practice: How we created the Q...
Authoring a personal GPT for your research and practice: How we created the Q...
Leonel Morgado
 
Basics of crystallography, crystal systems, classes and different forms
Basics of crystallography, crystal systems, classes and different formsBasics of crystallography, crystal systems, classes and different forms
Basics of crystallography, crystal systems, classes and different forms
MaheshaNanjegowda
 
Micronuclei test.M.sc.zoology.fisheries.
Micronuclei test.M.sc.zoology.fisheries.Micronuclei test.M.sc.zoology.fisheries.
Micronuclei test.M.sc.zoology.fisheries.
Aditi Bajpai
 
Compexometric titration/Chelatorphy titration/chelating titration
Compexometric titration/Chelatorphy titration/chelating titrationCompexometric titration/Chelatorphy titration/chelating titration
Compexometric titration/Chelatorphy titration/chelating titration
Vandana Devesh Sharma
 
Katherine Romanak - Geologic CO2 Storage.pdf
Katherine Romanak - Geologic CO2 Storage.pdfKatherine Romanak - Geologic CO2 Storage.pdf
Katherine Romanak - Geologic CO2 Storage.pdf
Texas Alliance of Groundwater Districts
 
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
vluwdy49
 
Sharlene Leurig - Enabling Onsite Water Use with Net Zero Water
Sharlene Leurig - Enabling Onsite Water Use with Net Zero WaterSharlene Leurig - Enabling Onsite Water Use with Net Zero Water
Sharlene Leurig - Enabling Onsite Water Use with Net Zero Water
Texas Alliance of Groundwater Districts
 
Equivariant neural networks and representation theory
Equivariant neural networks and representation theoryEquivariant neural networks and representation theory
Equivariant neural networks and representation theory
Daniel Tubbenhauer
 
GBSN - Biochemistry (Unit 6) Chemistry of Proteins
GBSN - Biochemistry (Unit 6) Chemistry of ProteinsGBSN - Biochemistry (Unit 6) Chemistry of Proteins
GBSN - Biochemistry (Unit 6) Chemistry of Proteins
Areesha Ahmad
 
Immersive Learning That Works: Research Grounding and Paths Forward
Immersive Learning That Works: Research Grounding and Paths ForwardImmersive Learning That Works: Research Grounding and Paths Forward
Immersive Learning That Works: Research Grounding and Paths Forward
Leonel Morgado
 
Eukaryotic Transcription Presentation.pptx
Eukaryotic Transcription Presentation.pptxEukaryotic Transcription Presentation.pptx
Eukaryotic Transcription Presentation.pptx
RitabrataSarkar3
 
23PH301 - Optics - Optical Lenses.pptx
23PH301 - Optics  -  Optical Lenses.pptx23PH301 - Optics  -  Optical Lenses.pptx
23PH301 - Optics - Optical Lenses.pptx
RDhivya6
 
The cost of acquiring information by natural selection
The cost of acquiring information by natural selectionThe cost of acquiring information by natural selection
The cost of acquiring information by natural selection
Carl Bergstrom
 
Pests of Storage_Identification_Dr.UPR.pdf
Pests of Storage_Identification_Dr.UPR.pdfPests of Storage_Identification_Dr.UPR.pdf
Pests of Storage_Identification_Dr.UPR.pdf
PirithiRaju
 
(June 12, 2024) Webinar: Development of PET theranostics targeting the molecu...
(June 12, 2024) Webinar: Development of PET theranostics targeting the molecu...(June 12, 2024) Webinar: Development of PET theranostics targeting the molecu...
(June 12, 2024) Webinar: Development of PET theranostics targeting the molecu...
Scintica Instrumentation
 

Recently uploaded (20)

Bob Reedy - Nitrate in Texas Groundwater.pdf
Bob Reedy - Nitrate in Texas Groundwater.pdfBob Reedy - Nitrate in Texas Groundwater.pdf
Bob Reedy - Nitrate in Texas Groundwater.pdf
 
HOW DO ORGANISMS REPRODUCE?reproduction part 1
HOW DO ORGANISMS REPRODUCE?reproduction part 1HOW DO ORGANISMS REPRODUCE?reproduction part 1
HOW DO ORGANISMS REPRODUCE?reproduction part 1
 
aziz sancar nobel prize winner: from mardin to nobel
aziz sancar nobel prize winner: from mardin to nobelaziz sancar nobel prize winner: from mardin to nobel
aziz sancar nobel prize winner: from mardin to nobel
 
Direct Seeded Rice - Climate Smart Agriculture
Direct Seeded Rice - Climate Smart AgricultureDirect Seeded Rice - Climate Smart Agriculture
Direct Seeded Rice - Climate Smart Agriculture
 
Shallowest Oil Discovery of Turkiye.pptx
Shallowest Oil Discovery of Turkiye.pptxShallowest Oil Discovery of Turkiye.pptx
Shallowest Oil Discovery of Turkiye.pptx
 
Authoring a personal GPT for your research and practice: How we created the Q...
Authoring a personal GPT for your research and practice: How we created the Q...Authoring a personal GPT for your research and practice: How we created the Q...
Authoring a personal GPT for your research and practice: How we created the Q...
 
Basics of crystallography, crystal systems, classes and different forms
Basics of crystallography, crystal systems, classes and different formsBasics of crystallography, crystal systems, classes and different forms
Basics of crystallography, crystal systems, classes and different forms
 
Micronuclei test.M.sc.zoology.fisheries.
Micronuclei test.M.sc.zoology.fisheries.Micronuclei test.M.sc.zoology.fisheries.
Micronuclei test.M.sc.zoology.fisheries.
 
Compexometric titration/Chelatorphy titration/chelating titration
Compexometric titration/Chelatorphy titration/chelating titrationCompexometric titration/Chelatorphy titration/chelating titration
Compexometric titration/Chelatorphy titration/chelating titration
 
Katherine Romanak - Geologic CO2 Storage.pdf
Katherine Romanak - Geologic CO2 Storage.pdfKatherine Romanak - Geologic CO2 Storage.pdf
Katherine Romanak - Geologic CO2 Storage.pdf
 
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
在线办理(salfor毕业证书)索尔福德大学毕业证毕业完成信一模一样
 
Sharlene Leurig - Enabling Onsite Water Use with Net Zero Water
Sharlene Leurig - Enabling Onsite Water Use with Net Zero WaterSharlene Leurig - Enabling Onsite Water Use with Net Zero Water
Sharlene Leurig - Enabling Onsite Water Use with Net Zero Water
 
Equivariant neural networks and representation theory
Equivariant neural networks and representation theoryEquivariant neural networks and representation theory
Equivariant neural networks and representation theory
 
GBSN - Biochemistry (Unit 6) Chemistry of Proteins
GBSN - Biochemistry (Unit 6) Chemistry of ProteinsGBSN - Biochemistry (Unit 6) Chemistry of Proteins
GBSN - Biochemistry (Unit 6) Chemistry of Proteins
 
Immersive Learning That Works: Research Grounding and Paths Forward
Immersive Learning That Works: Research Grounding and Paths ForwardImmersive Learning That Works: Research Grounding and Paths Forward
Immersive Learning That Works: Research Grounding and Paths Forward
 
Eukaryotic Transcription Presentation.pptx
Eukaryotic Transcription Presentation.pptxEukaryotic Transcription Presentation.pptx
Eukaryotic Transcription Presentation.pptx
 
23PH301 - Optics - Optical Lenses.pptx
23PH301 - Optics  -  Optical Lenses.pptx23PH301 - Optics  -  Optical Lenses.pptx
23PH301 - Optics - Optical Lenses.pptx
 
The cost of acquiring information by natural selection
The cost of acquiring information by natural selectionThe cost of acquiring information by natural selection
The cost of acquiring information by natural selection
 
Pests of Storage_Identification_Dr.UPR.pdf
Pests of Storage_Identification_Dr.UPR.pdfPests of Storage_Identification_Dr.UPR.pdf
Pests of Storage_Identification_Dr.UPR.pdf
 
(June 12, 2024) Webinar: Development of PET theranostics targeting the molecu...
(June 12, 2024) Webinar: Development of PET theranostics targeting the molecu...(June 12, 2024) Webinar: Development of PET theranostics targeting the molecu...
(June 12, 2024) Webinar: Development of PET theranostics targeting the molecu...
 

The Swiss national stated preference study on transport behavior 2015

  • 1. The Swiss National Stated Preference Study on Transport Behavior 2015 Claude Weis (TransOptima GmbH) Matthias Kowald (RheinMain University of Applied Sciences) Antonin Danalet (ARE) Basil Schmid (ETH Zurich) Milos Balac (ETH Zurich) Milenko Vrtic (TransOptima GmbH) Nicole Mathys (ARE) Kay Axhausen (ETH Zurich) July 2018
  • 2. The Swiss SP-study 2015 • Mode choices (HPM, PMT, PT) and route choices (PMT, PT) • On a national level; • Based on respondents´ RP trips; • Allows to identify socio-economic and geographic effects; • Allows to identify behavioral trends (with SP 2010). IATBR 18 1
  • 3. The Swiss Mobility and Transport Microcensus (MTMC) • Conducted every five years (~60´000 participants); • Sampling frame: Swiss population (aged 6 and above); • Daily mobility (one day CATI diary survey); • Stage based with route-recording during the interview (PMT & PT); • Since 2010: follow-up stated preference (SP) paper and pencil questionnaire on mode and route choice. IATBR 18 2
  • 4. Sampling frame for SP survey • Recruitment during MTMC interviews (~4´000 adults); • Considered trips: work, education, shopping, business, leisure • Sample one RP-trip/respondent: • employing familiar and realistic situations for respondents; • matches MTMC trip characteristics (mode, purpose and length); • matches MTMC respondents´ in spatial and socio-demographic properties. • SP provide a reliable and valid basis for transport policy and models. IATBR 18 3
  • 5. Experimental design: Mode Choice Alternative Attribute Variation of empirical value PMT Travel time -20% / -10% / +30% Parking search time -25% / +25% / +50% Fuel cost -10% / +20% / +30% Road toll 50% / 100% / 200% of -.06 CHF/km Parking costs -10% / +20% / +30% Delay risk 10% / 20% / 30% Delay time 50% / 100% / 150% of 0.1 x travel time (max. 30 min) PT In-vehicle time -30% / -10% / +30% Access / egress time -50% / +/-0% / +50% Travel costs -10% / +20% / +30% No. of transfers -1 / +/-0 / +1 Headway -1 / +/-0 / +1 level* Capacity utilization -1 / +/-0 / +1 level** Delay risk 10% / 20% / 30% Delay time 50% / 100% / 150% of 0.1 x travel time (max. 30 min) * Headway levels: 5, 7, 10, 15, 20, 30, 60, 90, 120 min ** Level of capacity utilization: low, median, high, overload IATBR 18 4
  • 6. Experimental design: Route Choice Mode Attribute Variation of empirical value PMT Travel time -30% / -10% / +30% Travel costs -10% / +20% / +30% Road toll 50% / 100% / 200% of -.06 CHF/km PT Main transportation mean -1 / +/-0 / +1 level In-vehicle time -30% / -10% / +30% Access / egress time -50% / +/-0% / +50% Travel costs -10% / +20% / +30% No. of transfers -1 / +/-0 / +1 Transfer time -50% / +/-0% / +50% Headway -1 / +/-0 / +1 Stufe Capacity utilization -1 / +/-0 / +1 Stufe IATBR 18 5
  • 7. Response burden and response rate IATBR 18 6
  • 8. Spatial differentiation: 3-level typology IATBR 18 7
  • 9. Spatial differentiation: Model results • Base model with trip purpose specific attributes: 112 parameters; • Spatial differentiation between urban, suburban, rural: 3 * 112 parameters; • Differentiation cannot be rejected: Likelihood Ratio Test = 1093 IATBR 18 8
  • 10. Spatial differentiation: Selected results IATBR 18 9 Parameter Purpose Differences between typology levels (t-test) Walking time work urban < rural, suburban shopping suburban < urban Costs work rural < suburban, urban education suburban < urban < rural shopping urban < rural business suburban < rural PMT travel time work rural < suburban < urban education suburban, urban < rural leisure rural, urban < suburban PMT parking costs work rural < urban, suburban education urban < rural < suburban PT in-vehicle time work, education, shopping, business, leisure PT headway work, education, shopping, business, leisure Bike travel time shopping, business
  • 11. Stability of travel behavior over time • Comparison of valuation in demand indicators • How stable are e.g. the VTTS over time? • Data: • MTMC & SP 2010: 52’208 choices (3’605 respondents) • MTMC & SP 2015: 67’365 choices (6’099 respondents) • Pooled estimation across 4 experiments • RP mode choice & SP mode choice • SP route choice (PMT) • SP route choice (PT)  3 scale parameters to estimate (RP as reference) IATBR 18 10
  • 12. Stability of travel behavior: Average valuation indicators SP 2010 SP 2015 Travel time car (CHF/h) 16.3 16.5 Travel time PT (CHF/h) 12.6 11.6 Travel time bike (CHF/h) 41.5* 19.6* Travel time walk (CHF/h) 46.8 18.0 Transfers PT (CHF/1 x) 2.0 1.0 Transfers PT (min./1 x) 9.7 5.1 Parking search time (CHF/h) 22.2 23.4 Frequency PT (CHF/h) 4.9 3.0 Waiting time PT (CHF/h) 4.6 11.2 Access time PT (CHF/h) 5.6 13.9 Fat: Difference significant at 1% level. Italic*: Difference significant at 5% level. IATBR 18 11
  • 13. Stability of travel behavior: Valuation by distance IATBR 18 12
  • 14. Conclusions Advantages of connecting MTMC and SP experiments: • employ familiar and realistic situations; • Get RP/SP data: Enough variation for parameter identification; • Survey representative information.  Data allow consideration of differences between spatial typologies and are a reliable source for transport modeling. Data from surveys 2010 and 2015 can be pooled. • Most indicators show a constant behavior; • Differences result from changes in survey method and sample.  Keep method details constant when considering data pooling. Future work: • Topics of SP-study 2020: departure time choice; park and ride; mobility pricing