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Andreas Frei Curriculum Vitae 3343 N Kenmore Ave Apt. 3FF Chicago, IL 60657 United States +1-889-281-6821 andi.frei@gmail.com www.charlotteandi.com:8080/andi.html Education 2005 2012 Dr. sc. ETH Zürich, Swiss Federal Institute of Technology (ETH), Zürich, Switzerland. Civil engineering: Transport planning, 7/2012 Advisers: Prof. Kay W. Axhausen (ETH Zurich), Prof. Juan A. Carrasco (Universidad de Concepción) 2010 2011 PhD Visitor, Northwestern University, Evanston, IL, U.S.A.. PhD visitor at the Transportation Center 2000 2005 Dipl.-Ing. ETH Zürich, Swiss Federal Institute of Technology (ETH), Zürich, Switzerland. Civil engineering: Transport planning Thesis: What would a VW Sharan have cost 1960? A hedonic price index for cars. Advisor: Prof. Kay W. Axhausen 1994 2000 University-Entrance Diploma Type E, Kantonsschule Zürcher Oberland, Wetzikon, Switzerland. Focus Economics Research, Teaching, and Work Experience July 2011 current January 2013 April 2013 (Post-) Doctoral Researcher Associate, Transportation Center, Northwestern University, Evanston, Il, U.S.A. Adjunct Professor, Civil and Environmental Engineering Department, Northwestern University, Evanston, Il, U.S.A. Travel Demand Analysis and Forecasting 1/9

July 2005 July 2011 July 2000 October 2000 March 2000 June 2000 Research Officer, Institute for Transport Planning and Systems, ETH, Zurich, Switzerland. T.A. Interdisciplinary Semester Project, 2007, 2008, 2009 T.A. Introduction to the Assessment and Forecast of Travel Demand, 2009 Accounting Assistance, Burson Marsteller, Zurich, Switzerland. Accounting Internship, Cantonal Bank of Zurich, Zurich, Switzerland. Mutation of securities Computer Skills OS Linux, Unix, Windows administration Apache, SQL database Programming C++, C# scripting R, SQL, Python, SPSS, SAS database MySQL, MSSQL typography L A TEX, Office Language Skills Native German Proficiency English, French Basic Swedish, Italian Recent Projects Integration of Activity-based Modeling and Dynamic Traffic Assignment for the Chicago Metropolitan Area Integrating the Chicago Metropolitan Agency for Planning (CMAP) Activity-based Model (CT-RAMP) with Dynamic Traffic Assignment (DYNASMART) considering day-to-day integration for longterm planning and on-line integration for incident management. By integrating dynamic transit assignment and intelligent sampling strategies for choice generation, a consistent multimodal integration between the ABM and the DTA is the main goal of this project. Information Diffusion and Attitude Formation in Social Networks The objective of this research is to present a model of social network-based attitude diffusion system in the context of activity and travel choice behavior. Time Use and Activities in Virtual Worlds Co-P.I.: The goal of this project is to examine and model the travel and time use influences of individuals within 2/9

social relationships in virtual worlds and their influences on time use in real worlds, as virtual and real worlds converge with each other. Analysis of Network and Non-Network Impacts upon Traveler Choice: Improve Modeling Accuracy for Better Transportation Decision Making Co-P.I.: This study analyzes traveler choice and behavior changes due to program areas such as Active Transportation and Demand Management (ATDM), Dynamic Mobility Applications (DMA), and Integrated Corridor Management (ICM), as well as operations management in connection with adverse weather (Weather Related Traffic Management). Analytics from Pricing to Sourcing for a Third Party Logistics Company Co-P.I.: An analytics project for a third party logistics company to develop an online computer program to assist brokers in making better decisions. The program optimizes the company s expected profit on a rolling horizon based on their historical shipments. KITE: A knowledge base for intermodal passenger travel in Europe P.I.: Developing, tendering and conducting a pilot survey about intermodal longdistance travel and a follow up stated preference questionnaire in three European countries with a total sample of 3,750 interviewed persons. Analyses of the data in comparison with other long-distance surveys. Generation of choice alternatives for the different journeys using web-robots. Mobility plan for the university area of Zurich Co-P.I.: Conducting a webbased survey of 5,000 persons to evaluate different travel demand scenarios for the future. Analysis of the timetables of all students at ETH to optimise the use of the university infrastructure. Assessing possibilities of travel behaviour change during life course transitions P.I.: A methodological and empirical study: Developing a new survey to combine classic mobility questions with biographical questions and questions about the social network. Organizing and training 10 interviewers to conduct 300 face-to-face interviews. Publications Peer Review Journal Articles de Lapparent, M., K. W. Axhausen, and A. Frei (2013). Long distance mode choice and distributions of value of travel time savings in three european union countries. European Transport 53, 1 31. Kowald, M., A. Frei, J. Hackney, J. Illenberger, and K. W. Axhausen (2010). 3/9

Collecting data on leisure travel: The link between leisure acquaintances and social interactions. Procedia - Social and Behavioral Sciences 4(1), 38 48. Kowald, M., P. van den Berg, A. Frei, J.-A. Carrasco, T. A. Arentze, K. W. Axhausen, D. Mok, H. Timmermans, and B. Wellman (2013, jul). Distance patterns of personal networks in four countries: a comparative study. Journal of Transport Geography 31, 236 248. Lindsey, C., A. Frei, H. Alibabai, D. Klabjan, and H. S. Mahmassani (2014). 3pl. Transportation Research Part C X(X), X. Ohnmacht, T., A. Frei, and K. W. Axhausen (2008). Mobilitätsbiografie und netzwerkgeografie: Wessen soziale beziehungen sind räumlich dispers? Schweizerische Zeitschrift fur Soziologie 34(1), 131 164. ISSN: 0379-3664. Peer Reviewed Book Chapters Frei, A. and K. W. Axhausen (2008). Aussichten und einsichten: Angestellte, alumni und diplomierende des IVT und seiner vorgänger. In S. Sandmeier and K. W. Axhausen (Eds.), 125 Jahre Verkehrswesen an der ETH Zürich, pp. 34 40. Zürich: IVT ETHZ. Frei, A., K. W. Axhausen, and T. Ohnmacht (2009). Mobilities and social network geography: Size and spatial dispersion the zürich case study results. In T. Ohnmacht, H. Maksim, and M. Bergmann (Eds.), Mobilities and Inequalities, pp. 99 120. Farnham, Surrey: Ashgate. Frei, A., M. Kowald, J. Hackney, and K. W. Axhausen (2010). Soziale Netze in der Verkehrsplanung. In C. Stegbauer and R. Häussling (Eds.), Handbuch der Netzwerkforschung, pp. 891 905. Wiesbaden: VS Verlag. Weis, C., A. Frei, K. W. Axhausen, T. Haupt, and B. Fell (2008). Vergleich zwischen web-basierten und schriftlichen befragungen zum verkehrsverhalten im zurcher hochschulquartier. In T. Bieger, C. Lässer, and R. Maggi (Eds.), Jahrbuch 2005/2006 Schweizerische Verkehrswirtschaft. St. Gallen: SVWG. Peer-Review Conference papers Axhausen, K. W. and A. Frei (2008, jan). Contacts in a shrunken world. In proceedings of the Annual Meeting of the Transportation Research Board, Volume 86, Washington D.C. 4/9

Axhausen, K. W., A. Frei, and T. Ohnmacht (2006, aug). Networks, biographies and travel: First empirical and methodological results. In proceedings of the 11th International Conference on Travel Behaviour Research, Kyoto. Chen, Y., A. Frei, and H. S. Mahmassani (2014, jan). From personal attitudes to public opinion: Information diffusion in social networks towards sustainable transportation. In proceedings of the Annual Meeting of the Transportation Research Board. de Lapparent, M., K. W. Axhausen, and A. Frei (2009). Long distance mode choice and distributions of values of travel time savings in three european countries. In Submission for Presentation to the Transportation Research Board 2009, Washington D.C. Transportation Research Board. de Lapparent, M., A. Frei, and K. W. Axhausen (2009, oct). Choice of mode for long distance travel: current SP-based models from three european countries. In paper presented at the ETC 2009, Leeuwenhorst. ETC. Frei, A. (2006, sep). Soziale Netze, Biographien und Verkehr. In proceedings of the Deutsche Hochschultagung, Hohenwart. presentation, Deutsche Hochschultagung, Hohenwart. Frei, A. (2007, sep). Distance, mode and frequency of contact in egocentric social networks. In presentation at the Cosmobilities Network Meeting 2007: Mobilities, space, and inequality, Basle. Frei, A. (2008, oct). Survey issues in long-distance travel. In proceedings of the 8th Swiss Transport Research Conference, Ascona. Frei, A. (2011, oct). Incorporation of social networks in models of collective decision making in leisure activities. In proceedings of the Frontiers in Transportation 2011, Niagara on the Lakes, Canada. Frei, A., C. Frei, H. S. Mahmassani, Y. Huang, and N. Contractor (2012). Synchronized patterns of time use and activities in virtual worlds. In paper presented at the Time Use Observatory, Santiago, Chile. Frei, A., T. Kuhnimhof, and K. W. Axhausen (2010, jan). Long distance travel in europe today: Experiences with a new survey. In 89th Annual Meeting of the Transportation Research Board, Washington D.C. Transportation Research Board. Frei, A., H. S. Mahmassaniand, A. Z. Kheiraie, and C. Frei (2014, jan). Integrating behavioral models in network operations: Evaluating traveler information and 5/9

demand management for weather-related events. In proceedings of the Annual Meeting of the Transportation Research Board. Kowald, M., A. Frei, and J. Hackney (2008). Spatial relationships and social networks: An iterative approach. In paper presented at the ASNA Conference, Zurich. Kowald, M., A. Frei, J. Hackney, J. Illenberger, and K. W. Axhausen (2009a). Collecting data on leisure travel: The link between leisure acquintances and social interactions. In Applications of Social Network Analysis (Asna), Zürich. Kowald, M., A. Frei, J. K. Hackney, J. Illenberger, and K. W. Axhausen (2009b, dec). The influence of social contacts on leisure travel: A snowball sample of personal networks. In proceedings of the 12th International Conference on Travel Behaviour Research, Jaipur. Kowald, M., J. K. Hackney, and A. Frei (2008). Mögliche vorgehensweisen zur erhebung sozialer netzwerkdaten durch die iterative kombination ego-zentrierter netzwerke. In Arbeitsberichte Verkehrs- und Raumplanung, Volume 506, Zürich. IVT, ETHZ. Kowald, M., P. van den Berg, A. Frei, J.-A. Carrasco, T. A. Arentze, K. W. Axhausen, D. Mok, H. Timmermans, and B. Wellman (2012, aug). The spatiality of personal networks in four countries: A comparative study. In paper presented at the 13th International Conference of the International Association for Travel Behaviour Research, Toronto. Eidgenössische Technische Hochschule Zürich, IVT, Institute for Transport Planning and Systems. Lindsey, C., A. Frei, H. Alibabai, H. S. Mahmassani, Y.-W. Park, D. Klabjan, M. Reed, G. Langheim, and T. Keating (2013, jan). Modeling carrier truckload freight rates in spot markets. In oceedings of the Annual Meeting of the Transportation Research Board, Volume 92, Washington D.C. Lindsey, C., A. Frei, H. S. Mahmassani, Y.-W. Park, D. Klabjan, M. Reed, G. Langheim, and T. Keating (2014, jan). From personal attitudes to public opinion: Information diffusion in social networks towards sustainable transportation. In proceedings of the Annual Meeting of the Transportation Research Board. Weis, C., A. Frei, K. W. Axhausen, T. Haupt, and B. Fell (2008, oct). A comparative study of web- and paper-based travel behaviour surveys. In European Transport Conference, Noordwijerhout. ETC. 6/9

Other Relevant Working Papers and Project Reports Axhausen, K. W. and A. Frei (2008). Contacts in a shrunken world. Technical Report 440, IVT, ETH Zürich, Zürich. Axhausen, K. W., A. Frei, and T. Ohnmacht (2006). Networks, biographies and travel: First empirical and methodological results. Arbeitsberichte Verkehrs- und Raumplanung 392, IVT, ETH Zürich, Zürich. Frei, A. (2005a). Hedonic consumer price index for cars between 1947 and 2004. Arbeitsberichte Verkehrs- und Raumplanung 309, IVT, ETH Zürich. Frei, A. (2005b). Mobilitätsbiographien, Mobilitätswerkzeuge und soziale Netze - erste Auswertungen. Arbeitsberichte Verkehrs- und Raumplanung 439, IVT, ETH Zürich, Zürich. Frei, A. (2007). Feldbericht zu den sozialen Netzwerkbefragungen. Arbeitsberichte Verkehrs- und Raumplanung 466, IVT, ETH Zürich, Zurich. Frei, A. (2013). Kite - a knowledge base for intermodal passenger travel in europe. Travel Survey Metadata Series 31, IVT, ETH Zürich, Zürich. Frei, A. and K. W. Axhausen (2007). Size and structure of social network geographies. Arbeitsberichte Verkehrs- und Raumplanung 444, IVT, ETH Zürich, Zürich. Frei, A. and K. W. Axhausen (2008). Modelling the frequency of contacts in a shrunken world. Arbeitsberichte Verkehrs- und Raumplanung 532, IVT, ETH Zürich, Zürich. Frei, A. and K. W. Axhausen (2009a). Archieved data set (according to the current DDI standard). KITE - a knowledge base for intermodal passenger travel in Europe, Deliverable 9, IVT, ETH Zürich, Zürich. Frei, A. and K. W. Axhausen (2009b). Call for tender for pilot survey. KITE - a knowledge base for intermodal passenger travel in Europe, Deliverable 6, IVT, ETH Zürich, Zürich. Frei, A. and K. W. Axhausen (2009c). Report about field work and recommendations for a survey of intermodal long-distance travel in europe. KITE - a knowledge base for intermodal passenger travel in Europe, Deliverable 7, IVT, ETH Zürich, Zürich. 7/9

Frei, A. and K. W. Axhausen (2009d). Report about results: user requirements and indications about demand volumes. KITE - a knowledge base for intermodal passenger travel in Europe, Deliverable 8, IVT, ETH Zürich, Zürich. Frei, A. and K. W. Axhausen (2010). Modelling the frequency of contacts in a shrunken world. Arbeitsberichte Verkehrs- und Raumplanung 532, IVT, ETH Zürich. Frei, A. and K. W. Axhausen (2011a). Collective location choice model. Arbeitsberichte Verkehrs- und Raumplanung 686, IVT, ETH Zürich, Zürich. Frei, A. and K. W. Axhausen (2011b). Modeling spatially embedded social networks. Arbeitsberichte Verkehrs- und Raumplanung 685, IVT, ETH Zürich, Zürich. Kowald, M., A. Frei, J. K. Hackney, J. Illenberger, and K. W. Axhausen (2009). Using an ascending sampling strategy to survey connected egocentric networks: A field work report on phase one of the survey. Arbeitsberichte Verkehrs- und Raumplanung 582, IVT, ETH Zürich, Zürich. Kowald, M., J. Hackney, and A. Frei (2008). Mögliche vorgehensweisen zur erhebung sozialer netzwerkdaten durch die iterative kombination ego-zentrierter netzwerke. Arbeitsberichte Verkehrs- und Raumplanung 506, IVT, ETH Zürich, Z"urich. Mahmassani, H. S., A. Frei, L. Jiang, T. Hou, A. Zockaie, and M. Saberi (2013). Modeling and forecasting of toll revenues. Guidance report, Federal Highway Administration, Washington D.C. Mahmassani, H. S., C. Frei, and A. Frei (2012). Analysis of network and nonnetwork impacts upon traveler choice: Improve modeling accuracy for better transportation decision making - gap analysis: Workshop and survey results. Gap analysis: Workshop and survey results, Federal Highway Administration, Washington D.C. Mahmassani, H. S., C. Frei, A. Frei, J. Story, L. Lem, A. Talebpour, Y. Chen, A. Zockaie, M. Saberi, H. Halat, and R. Haas (2013). Analysis of network and non-network factors on traveler choice: Towards improving modeling accuracy for better transportation decision-making. Final report, Federal Highway Administration, Washington D.C. Mahmassani, H. S., L. Jiang, A. Frei, T. Hou, A. Zockaie, and M. Saberi (2013). Modeling and forecasting of toll revenues. Final report, Federal Highway Administration, Washington D.C. 8/9

Mahmassani, H. S., F. Koppelman, C. Frei, A. Frei, and R. Haas (2012). Analysis of network and non-network impacts upon traveler choice: Improve modeling accuracy for better transportation decision making - synthesis of current traveler choice research. Synthesis of current traveler choice, Federal Highway Administration, Washington D.C. Ohnmacht, T., A. Frei, and K. W. Axhausen (2006). Geografien des Sozialen und Mobilität: Für wen macht das Privatleben mehr Arbeit? Technical Report 413, IVT, ETH Zürich, Zürich. Weidmann, U., K. W. Axhausen, P. Spacek, B. Alt, G. Anderhub, R. Dorbritz, A. Frei, M. Laube, M. Scherer, and C. Weis (2008). Mobilitätsplan hochschulgebiet zürich. Schriftenreihe IVT 512, IVT, ETH Zürich, Zürich. Theses Frei, A. (2005). Was hätte man 1960 für einen sharan bezahlt? Msc thesis, Department Bau, Umwelt und Geomatik, ETH Zürich, Zürich. Frei, A. (2012, jul). Networks, Geographies and Travel: Travel Between Infrastructure and Social Structure. Ph. D. thesis, ETH Zürich, Zürich. Frei, A. and R. Jud (2004). Was ist ein verhinderter verkehrstoter den schweizer gemeinden wert? Semesterarbeit, ETH Zürich, Zürich. Personal Martial status Nationality Married Swiss Date of birth 24th of June 1979 Place of birth Employment Status Zurich, Switzerland U.S. Permanent Resident 9/9