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On the future of transportation in an era of automated and autonomous vehicles
Open accessAbstract
Automated vehicles (AVs) already navigate US highways and those of many other nations around the world. Current questions about AVs do not now revolve around whether such technologies should or should not be implemented; they are already with us. Rather, such questions are more and more focused on how such technologies will impact evolving transportation systems, our social world, and the individuals who live within it and whether such systems ought to be fully automated or remain under some form of direct human control. More importantly, how will mobility itself change as these independent operational vehicles first share and then dominate our roadways? How will the public be kept apprised of their evolving capacities, and what will be the impact of science and the communication of scientific advances across the varying forms of social media on these developments? We look here to address these issues and to provide some suggestions for the problems that are currently emerging.
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“While AVs could reduce energy consumption-for example, by reducing traffic congestion and inducing efficiency through eco-driving-it is also possible that AVs will lead to an increase in overall road traffic that nullifies efficiency gains.”
From Tackling climate change with machine learning (2023) · cites this paper as [327]
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Cites
Trust in Automation: Designing for Appropriate Reliance
Lee, J. D., & See, K. A. (2004) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1518/hfes.46.1.50_30392 · Cited by 6,605 · cited 1×
“For the former, design processes should seek to design explicitly for appropriate levels of trust by human occupants in light of the known reliability of the automation (73, 74).”
BackgroundCramming More Components onto Integrated Circuits (1965)
Moore, G. E. (2021) · The MIT Press eBooks · doi:10.7551/mitpress/12274.003.0027 · Cited by 6,274
Cramming More Components Onto Integrated Circuits
Moore, G. E. (1998) · Proceedings of the IEEE · doi:10.1109/jproc.1998.658762 · Cited by 5,954
A model for types and levels of human interaction with automation
Parasuraman, R., Sheridan, T. B., & Wickens, C. D. (2000) · IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans · doi:10.1109/3468.844354 · Cited by 4,195 · cited 1×
“These effects will be felt for decades and then across generations as economies adapt to the new added capacities (41).”
BackgroundPrinciples of topological psychology.
Lewin, K. (1936) · McGraw-Hill eBooks · doi:10.1037/10019-000 · Cited by 3,938
The Singularity Is near: When Humans Transcend Biology
Mead, W. R., & Kurzweil, R. (2006) · Foreign Affairs · doi:10.2307/20031996 · Cited by 3,418
Preparing a nation for autonomous vehicles: opportunities, barriers and policy recommendations
Fagnant, D. J., & Kockelman, K. (2015) · Transportation Research Part A: Policy and Practice · doi:10.1016/j.tra.2015.04.003 · Cited by 3,214
The Cambridge Handbook of Expertise and Expert Performance
Ericsson, K. A., Charness, N. H., Feltovich, P. J., Hoffman, R. R., Michelene, T. H., Hunt, E., Prietula, M. J., Amirault, R. J., Branson, R. K., Buchanan, B. G., et al. (2006) · Cambridge University Press eBooks · doi:10.1017/cbo9780511816796 · Cited by 3,160
Self-citationTrust in Automation: Integrating Empirical Evidence on Factors That Influence Trust
Hoff, K. A., & Bashir, M. (2015) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720814547570 · Cited by 2,817
A Meta-Analysis of Factors Affecting Trust in Human-Robot Interaction
Hancock, P. A., Billings, D. R., Schaefer, K. E., Chen, J. Y. C., de Visser, E. J., & Parasuraman, R. (2011) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720811417254 · Cited by 2,051 · cited 1×
“It is critical, because if there is insufficient human trust in autonomous and semiautonomous systems, there will be both little usage and chronic misuse (75).”
BackgroundSelf-citationLicklider, J. C. R. (1960) · IRE Transactions on Human Factors in Electronics · doi:10.1109/thfe2.1960.4503259 · Cited by 1,938
Moore's law: past, present and future
Schaller, R. R. (1997) · IEEE Spectrum · doi:10.1109/6.591665 · Cited by 1,931
The social dilemma of autonomous vehicles
Bonnefon, J.-F., Shariff, A., & Rahwan, I. (2016) · Science · doi:10.1126/science.aaf2654 · Cited by 1,527
Understanding risk: informing decisions in a democratic society
(1997) · Choice Reviews Online · doi:10.5860/choice.34-5653 · Cited by 1,438
Tracking the ecological overshoot of the human economy
Wackernagel, M., Schulz, N. B., Deumling, D., Linares, A. C., Jenkins, M. D., Kapos, V., Monfreda, C., Loh, J., Myers, N., Norgaard, R. B., et al. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.142033699 · Cited by 1,327
SHOUP, D. C. (2006) · Transport Policy · doi:10.1016/j.tranpol.2006.05.005 · Cited by 1,034
Milakis, D., van Arem, B., & van Wee, B. (2017) · Journal of Intelligent Transportation Systems · doi:10.1080/15472450.2017.1291351 · Cited by 963
Punctuated equilibrium comes of age
Gould, S. J., & Eldredge, N. (1993) · Nature · doi:10.1038/366223a0 · Cited by 957
Roads to Prosperity? Assessing the Link Between Public Capital and Productivity
Fernald, J. G. (1999) · American Economic Review · doi:10.1257/aer.89.3.619 · Cited by 909
A Dynamic Model of Stress and Sustained Attention
Hancock, P. A. (1989) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872088903100503 · Cited by 874
Self-citationStructured Decision Making: A Practical Guide to Environmental Management Choices
Gregory, R., Failing, L., Harstone, M., Long, G., McDaniels, T., & Ohlson, D. (2012) · doi:10.1002/9781444398557 · Cited by 807
Schaefer, K. E., Chen, J. Y. C., Szalma, J. L., & Hancock, P. A. (2016) · Human Factors: The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720816634228 · Cited by 768
Self-citationStructured Decision Making: A Practical Guide to Environmental Management Choices
Gregory, R., Failing, L., Harstone, M., Long, G., McDaniels, T. L., & Ohlson, D. (2012) · Cited by 732
Leyens, J., Rodriguez‐Perez, A., Rodriguez‐Torres, R., Gaunt, R., Paladino, M., Vaes, J., & Demoulin, S. (2001) · European Journal of Social Psychology · doi:10.1002/ejsp.50 · Cited by 622
The Cambridge Handbook of Expertise and Expert Performance
(2018) · Cambridge University Press eBooks · doi:10.1017/9781316480748 · Cited by 614
Affordances as properties of the animal–environment system
Stoffregen, T. A. (2003) · Ecological Psychology · doi:10.1207/s15326969eco1502_2 · Cited by 609
de Chardin, P. T. (1955) · Medical Entomology and Zoology · Cited by 600
Humans and Automation: System Design and Research Issues
Sheridan, T. B. (2002) · Medical Entomology and Zoology · Cited by 558
Mobility of older people and their quality of life
Metz, D. H. (2000) · Transport Policy · doi:10.1016/s0967-070x(00)00004-4 · Cited by 531
You can't take it with you: Why ability assessments don't cross cultures.
Greenfield, P. M. (1997) · American Psychologist · doi:10.1037/0003-066x.52.10.1115 · Cited by 495
A survey of public opinion about connected vehicles in the U.S., the U.K., and Australia
Schoettle, B., & Sivak, M. (2014) · 2014 International Conference on Connected Vehicles and Expo (ICCVE) · doi:10.1109/iccve.2014.7297637 · Cited by 400
The sciences of science communication
Fischhoff, B. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1213273110 · Cited by 362
Flemisch, F. O., Heesen, M., Hesse, T., Kelsch, J., Schieben, A., & Beller, J. (2011) · Cognition Technology & Work · doi:10.1007/s10111-011-0191-6 · Cited by 345
Understanding Risk - Informing Decisions in a Democratic Society
Morris, M. (1997) · Journal of Radiological Protection · doi:10.1088/0952-4746/17/3/020 · Cited by 337
MABA-MABA or Abracadabra? Progress on Human-Automation Co-ordination
Dekker, S. W. A., & Woods, D. D. (2002) · Cognition Technology & Work · doi:10.1007/s101110200022 · Cited by 331
Communicating Science Effectively: A Research Agenda
Dc, W. (2018) · Cited by 318
Communicating scientific uncertainty
Fischhoff, B., & Davis, A. L. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1317504111 · Cited by 312
Economic effects of automated vehicles
Clements, L. M., & Kockelman, K. M. (2017) · Transportation Research Record: Journal of the Transportation Research Board · doi:10.3141/2606-14 · Cited by 245
Experimental validation of connected automated vehicle design among human-driven vehicles
Ge, J. I., Avedisov, S. S., He, C. R., Qin, W. B., Sadeghpour, M., & Orosz, G. (2018) · Transportation Research Part C Emerging Technologies · doi:10.1016/j.trc.2018.04.005 · Cited by 210
Probability, Statistics, and Reliability for Engineers and Scientists
Ayyub, B. M., & McCuen, R. H. (2002) · Chapman & Hall/CRC eBooks · doi:10.1201/9780429258329 · Cited by 207
In search of vigilance: The problem of iatrogenically created psychological phenomena.
Hancock, P. A. (2012) · American Psychologist · doi:10.1037/a0030214 · Cited by 193
Self-citationDefining and Measuring Social Cohesion
Jenson, J. (2010) · Social policies in small states series · doi:10.14217/9781848590724-en · Cited by 192
Hancock, P. A., Billings, D. R., & Schaefer, K. E. (2011) · Ergonomics in Design The Quarterly of Human Factors Applications · doi:10.1177/1064804611415045 · Cited by 189
Self-citationTurn Signals Are The Facial Expressions Of Automobiles
Norman, D. A. (1993) · Medical Entomology and Zoology · Cited by 176
Imposing limits on autonomous systems
Hancock, P. A. (2017) · Ergonomics · doi:10.1080/00140139.2016.1190035 · Cited by 162
Self-citationFatigue, workload and adaptive driver systems
Hancock, P. A., & Verwey, W. B. (1997) · Accident Analysis & Prevention · doi:10.1016/s0001-4575(97)00029-8 · Cited by 156
Self-citationMan versus Machine or Man + Machine?
Cummings, M. M. (2014) · IEEE Intelligent Systems · doi:10.1109/mis.2014.87 · Cited by 146
Automation: how much is too much?
Hancock, P. A. (2014) · Ergonomics · doi:10.1080/00140139.2013.816375 · Cited by 129
Self-citationProbability, Statistics, and Reliability for Engineers and Scientists
Ayyub, B. M., & McCuen, R. H. (2016) · CRC Press eBooks · doi:10.1201/b12161 · Cited by 126
Some pitfalls in the promises of automated and autonomous vehicles
Hancock, P. A. (2018) · Ergonomics · doi:10.1080/00140139.2018.1498136 · Cited by 122
Self-citationFatigue and Automation-Induced Impairments in Simulated Driving Performance
Desmond, P. A., Hancock, P. A., & Monette, J. L. (1998) · Transportation Research Record Journal of the Transportation Research Board · doi:10.3141/1628-02 · Cited by 109
Self-citationHoffman, R. R., & Hancock, P. A. (2017) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720816686248 · Cited by 93
Self-citationHumans and Automation: System Design and Research Issues
Andrew, A. M. (2003) · Kybernetes · doi:10.1108/k.2003.06732iae.001 · Cited by 90
Accidents and acts of God: a history of the terms.
Loimer, H., & Guarnieri, M. (1996) · American Journal of Public Health · doi:10.2105/ajph.86.1.101 · Cited by 80
The Science of Science Communication II
Fischhoff, B., & Scheufele, D. A. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1414635111 · Cited by 76
Individuation: theN= 1 revolution
Hancock, P. A., Hancock, G. M., & Warm, J. S. (2009) · Theoretical Issues in Ergonomics Science · doi:10.1080/14639220903106387 · Cited by 62
Self-citationAging, Cognitive Complexity, and the Fundamental Attribution Error
Follett, K. J., & Hess, T. M. (2002) · The Journals of Gerontology Series B · doi:10.1093/geronb/57.4.p312 · Cited by 56
Mind, machine and morality: toward a philosophy of human-technology symbiosis
(2010) · Choice Reviews Online · doi:10.5860/choice.47-2523 · Cited by 52
Design and performance evaluation of mixed manual and automated control traffic
Huang, S., Ren, W., & Chan, S. C. (2000) · IEEE Transactions on Systems Man and Cybernetics - Part A Systems and Humans · doi:10.1109/3468.895889 · Cited by 49
Hancock, P. (2017) · CRC Press eBooks · doi:10.1201/9781315248905 · Cited by 42
Self-citationReflections on the 1951 Fitts List: Do Humans Believe Now that Machines Surpass them?
de Winter, J., & Hancock, P. A. (2015) · Procedia Manufacturing · doi:10.1016/j.promfg.2015.07.641 · Cited by 41
Self-citationHayes, C. C., & Miller, C. A. (2010) · Auerbach Publications eBooks · doi:10.1201/b10420 · Cited by 38
Trust and New Technologies: Marketing and Management on the Internet and Mobile Media
Kautonen, T., & Karjaluoto, H. (2008) · Cited by 35
Mindell, D. P. (2004) · Johns Hopkins University Press eBooks · doi:10.56021/9780801868955 · Cited by 30
Situation Awareness in Hri with Collaborating Remotely Piloted Vehicles
Riley, J. M., & Endsley, M. R. (2005) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/154193120504900341 · Cited by 29
Turn signals are the facial expressions of automobiles
Thomassen, A. J. W. M. (1994) · Acta Psychologica · doi:10.1016/0001-6918(94)90031-0 · Cited by 27
Keeping Up with Intelligent Technology
Hancock, P. A., & Hoffman, R. R. (2015) · IEEE Intelligent Systems · doi:10.1109/mis.2015.13 · Cited by 14
Self-citation(2008) · Edward Elgar Publishing eBooks · doi:10.4337/9781848445086 · Cited by 13
Hancock, P. A. (2017) · Springer eBooks · doi:10.1007/978-3-319-55248-4 · Cited by 8
Self-citationHerbst, J. (2006) · Cited by 4
Hancock, P. (2017) · Springer eBooks · doi:10.1007/978-3-319-55248-4_10 · Cited by 1
Self-citation
Research works printed but not linked: 8
- , ed PM Fitts (National Research Council, Washington, DC Human Engineering for an Effective Air Navigation and Traffic Control System, 1951).
- ST Fiske, SE Taylor Social Cognition (McGraw-Hill, New York, 1991).
- T Gilovich, R Eibach, The fundamental attribution error where it really counts. Psychol Inq 12, 23–26 (2001).
- R Brooks, The self-driving car’s people problem. IEEE Spectrum 34–37, 50–51 (2017).
- K Button Transport Economics (Edward Elgar Publishing, Cheltenham, UK, 2010).
- 10.1518/hfes.46.1.50.30392 · DOI · Paper page
- B Fischhoff, S Lichtenstein, P Slovic, SL Derby, RL Keeney Acceptable Risk (Cambridge Univ Press, New York, 1981).
- PA Hancock Essays on the Future of Human-Machine Systems (Banta, Eden Prairie, MN, 1997).
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Rolnick, D., Donti, P. L., Kaack, L. H., Kochanski, K., Lacoste, A., Sankaran, K., Ross, A. S., Milojevic-Dupont, N., Jaques, N., Waldman-Brown, A., et al. (2023) · ACM Computing Surveys · doi:10.1145/3485128 · Cited by 336
Trusting Automation: Designing for Responsivity and Resilience
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Self-citation
Metadata
- Authors
- Hancock, P. A., Nourbakhsh, I., & Stewart, J.
- Affiliations
- University of Central Florida (US)
- Carnegie Mellon University (US)
- Wired Magazine, San Francisco, CA 94107
- Corresponding author
- Hancock, P. A.
- ORCID
- Hancock, P. A.
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2019-01-14
- Volume
- 116
- Issue
- 16
- Pages
- 7684-7691
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC6475395
- OpenAlex
- W2908550123
- Cited by
- 312
- References
- 73
- Citations by year
- 2026: 30 · 2025: 41 · 2024: 40 · 2023: 47 · 2022: 61 · 2021: 49 · 2020: 33 · 2019: 10
- FWCI
- 17.43
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Transportation › Transportation and Mobility Innovations
- Social Sciences › Human Factors and Ergonomics › Human-Automation Interaction and Safety
- Physical Sciences › Engineering › Automotive Engineering › Autonomous Vehicle Technology and Safety
- Keywords
- autonomous vehicles, future of transport, mobility, public understanding of technology, science communication, social media, societal impact of automation
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