automation complacency bias

Human performance problems of supervising automation in any domain: automation complacency, automation bias and over-reliance, out-of-the-loop performance loss, ironies of automation, misuse and disuse of automated aids, vigilance under monitoring of reliable automation, and levels-of-automation frameworks (Sheridan, Parasuraman). The cross-domain (aviation, process control, medical) automation-supervision literature that vehicle automation research builds on, distinct from takeover_transitions and mode_awareness (driving-specific automation behavior) and from trust_in_automation_foundations (the trust construct itself).

Related elsewhere in the corpus

Topics that co-occur with this one far more than chance predicts — these sit in other categories, so the hierarchy would not have shown them to you.

Narrow by how the study was done

Counts are papers in this topic that declare the facet — these facets are sparsely declared, so a small number means few papers said, not few papers did. All facets.

Method 316 of 680 declare it
Instruments & Measures 95 of 680 declare it
Automation level 560 of 680 declare it
Dataset 27 of 680 declare it

680 paper(s) · ranked by relevance to this topic

  1. Automation and situation awareness. · 2018 · Endsley, Mica R. · indexed
  2. Humans and Automation: Use, Misuse, Disuse, Abuse · 1997 · Parasuraman, Raja et al. · indexed
  3. The Out-of-the-Loop Performance Problem and Level of Control in Automation · 1995 · Endsley, Mica R. et al. · indexed
  4. Integration of Human Factors in an Automated Driving Supervision System · 2022 · Scoliege, Jordan et al. · archived
  5. Automation complacency on the road · 2023 · Chu, Yueying et al. · indexed
  6. Humans: Still Vital After All These Years of Automation · 2008 · Parasuraman, Raja et al. · indexed
  7. Human Performance Consequences of Stages and Levels of Automation · 2013 · Onnasch, Linda et al. · archived
  8. Autopilot, Mind Wandering, and the Out of the Loop Performance Problem · 2017 · Gouraud, Jonas et al. · archived
  9. Automation Lessons from Other Domains · 2020 · Wickens, C. D. · indexed
  10. Automated Driving from Human Factors Perspective · 2017 · INAGAKI, Toshiyuki · indexed
  11. Effects of Automation Reliability on Driver Vigilance · 2024 · Millard, Ashley S. et al. · indexed
  12. Humans and intelligent vehicles : the hope, the help, and the harm. · 2016 · Fisher, Donald L. et al. · archived
  13. Supervising High Degree Automation in Simulated Air Traffic Control · 2018 · Bowden, Vanessa et al. · indexed
  14. From Here to Autonomy · 2016 · Endsley, Mica R. · indexed
  15. A review of human-automation interaction and lessons learned · 2006 · Sheridan, Thomas et al. · archived
  16. Individual Differences in Complacency and Monitoring for Automation Failures · 2005 · Prinzel III, Lawrence J. et al. · indexed
  17. Level of Automation Forms a Key Aspect of Autonomy Design · 2017 · Endsley, Mica R. · indexed
  18. Vehicle automation and driving performance · 1998 · STANTON, N. A. et al. · indexed
  19. Approaches for loss of vigilance in vehicle automation: a meta-analytical study · 2017 · Gonçalves, Rafael Cirino et al. · indexed
  20. Thematic issue: driving automation and autonomy · 2019 · Stanton, Neville A · indexed
  21. Human factors of automated driving systems: a compendium of lessons learned · 2021 · Biondi, Francesco N. et al. · indexed
  22. Human factors perspectives on highly automated driving · 2020 · Navarro, Jordan et al. · archived
  23. A human factors perspective on automated driving · 2017 · Kyriakidis, Miltos et al. · archived
  24. Effects of Automation Reliability on Human Monitoring Performance · 2003 · Oakley, Brian et al. · indexed
  25. Performance-based Adaptive Automation for Supervisory Control · 2011 · Calhoun, Gloria L. et al. · indexed
  26. Human-Computer Monitoring · 1987 · Parasuraman, Raja · indexed
  27. RELATIONSHIP BETWEEN INTERFACE ALERTS AND COMPLACENCY ON HUMAN-AUTOMATION INTERACTION: · 2017 · Goncalves, Rafael Cirino et al. · indexed
  28. Knowing What You Know · 2011 · Sethumadhavan, Arathi · indexed
  29. Level of Automation: Integrating Humans and Automated Systems · 1997 · Endsley, Mica R. · indexed
  30. Automated driving · 2020 · Janssen, Christian P. et al. · archived
  31. Human supervisory control of aircraft, rail and highway vehicles · 1999 · Sheridan, Thomas B. · indexed
  32. Automation Use and Automation Bias · 1999 · Mosier, Kathleen L. et al. · indexed
  33. Bored beyond Belief: How Automation is Boring us to Distraction · 2010 · Marras, William S. · indexed
  34. Driver Reactions to Automated Vehicles · 2018 · Eriksson, Alexander et al. · archived
  35. Fatigue and Voluntary Utilization of Automation in Simulated Driving · 2012 · Neubauer, Catherine et al. · indexed
  36. Cooperation between drivers and automation: implications for safety · 2008 · Hoc, Jean-Michel et al. · indexed
  37. Management of Multiple Uavs with Imperfect Automation · 2006 · Wickens, C. D. · indexed
  38. Handbook of Human Factors for Automated, Connected, and Intelligent Vehicles · 2020 · Fisher, Donald L. et al. · indexed
  39. Human-Automation Interaction · 2005 · Sheridan, Thomas B. et al. · indexed
  40. Automated fault-management in a simulated spaceflight micro-world. · 2002 · Lorenz, Bernd et al. · indexed
  41. A conceptual framework for automation disengagements · 2024 · Nordhoff, S. · indexed
  42. Automation, AI, and Situation Awareness · 2025 · Endsley, Mica R. et al. · indexed
  43. Supervising the self-driving car · 2019 · McKerral, Angus et al. · indexed
  44. The Effects of Age and Working Memory Demands on Automation-Induced Complacency · 2014 · Leidheiser, William et al. · indexed
  45. Fatigue and Automation-Induced Impairments in Simulated Driving Performance · 1998 · Desmond, Paula A. et al. · indexed
  46. Challenges in Partially Automated Driving : A Human Factors Perspective · 2018 · Solís Marcos, Ignacio · indexed
  47. Stages and Levels of Automation: An Integrated Meta-analysis · 2010 · Wickens, Christopher D. et al. · indexed
  48. Situation awareness and automation: issues and design approaches · 1999 · Qureshi, Z. et al. · indexed
  49. Automation bias and verification complexity: a systematic review · 2016 · Lyell, David et al. · indexed
  50. Driver behavior and the use of automation in real-world driving · 2021 · Gershon, Pnina et al. · indexed
  51. Fully-Automated Driving: The Road to Future Vehicles · 2011 · Jamson, Hamish et al. · indexed
  52. Assessing error recognition in automated driving · 2011 · Spiessl, W. et al. · indexed
  53. Understanding Automation Failure · 2024 · Endsley, Mica R. · indexed
  54. Journey's End: Will Vehicle Automation Make Skilled Drivers Redundant? · 2000 · Young, Mark S. et al. · indexed
  55. A state of science on highly automated driving · 2018 · Navarro, Jordan · indexed
  56. On the Nature of Vigilance · 2017 · Hancock, Peter A. · indexed
  57. Behavioral Impact of Drivers' Roles in Automated Driving · 2016 · Reimer, Bryan et al. · indexed
  58. Human–machine interaction theories and lane departure warnings · 2016 · Navarro, Jordan · indexed
  59. Big Brother As Driver: New Demands and Problems for the Man at the Wheel · 1970 · Sheridan, Thomas B. · indexed
  60. Behavioural impacts of Advanced Driver Assistance Systems–an overview · 2019 · Brookhuis, Karel et al. · archived
  61. Control Task Substitution in Semiautomated Driving · 2012 · Carsten, Oliver et al. · archived
  62. Human factors issues for automated vehicles · 2012 · Harvey, Catherine · indexed
  63. Situation awareness with different levels of automation · 2014 · Miller, Dave et al. · indexed
  64. The Automation-by-Expertise-by-Training Interaction · 2016 · Strauch, Barry · indexed
  65. Driver Assistance after Handover of Control from Automation · 2018 · Johns, Mishel et al. · indexed
  66. Tailored Performance-based Adaptive Levels of Automation · 2012 · Calhoun, Gloria L. et al. · indexed
  67. Driver Fitness in the Resumption of Control · 2020 · Kanaan, Dina et al. · indexed
  68. A proposed psychological model of driving automation · 2000 · Stanton, Neville A. et al. · indexed
  69. Boredom and Distraction in Multiple Unmanned Vehicle Supervisory Control · 2013 · Cummings, M.L. et al. · indexed
  70. Driver distraction and inattention in the realm of automated driving · 2018 · Cunningham, Mitchell L. et al. · indexed
  71. The Haptic Link Enabling Driver-Automation Teaming · 2024 · Nakade, Tomohiro et al. · indexed
  72. Situation Awareness, Automation & Free Flight · 2005 · Endsley, Mica R. · archived
  73. Automotive UI for Controllability and Safe Transitions of Control · 2018 · Borojeni, Shadan Sadeghian et al. · indexed
  74. Driver Behavior in an Emergency Situation in the Automated Highway System · 1999 · de Waard, Dick et al. · indexed
  75. Automation and Crew Performance: The Importance of Who and What · 1996 · Jentsch, Florian et al. · indexed
  76. Takeover Transition in Autonomous Vehicles: A YouTube Study · 2019 · Zhou, Feng et al. · archived
  77. Effects of Automation Type on Human Performance in Proofreading Tasks · 2018 · Jeong, Heejin et al. · indexed
  78. Automated driving, secondary task performance and situation awareness · 2010 · Merat, Natasha et al. · indexed
  79. The Flight Crew and Automation · 2008 · Antonovich, Bernard · indexed
  80. Keep the driver in control: Automating automobiles of the future · 2015 · Banks, Victoria A. et al. · indexed
  81. Designing for Situation Awareness: An Approach to User-Centered Design · 2003 · Endsley, Mica R. et al. · archived
  82. Effects of Task-Induced Fatigue in Prolonged Conditional Automated Driving · 2019 · Jarosch, Oliver et al. · indexed
  83. Effect of Level of Automation on Unmanned Aerial Vehicle Routing Task · 2009 · Calhoun, Gloria L. et al. · indexed
  84. Using Multiple Imperfect Diagnostic Automation · 2009 · Keller, David et al. · indexed
  85. Automation and Inattentional Blindness in a Simulated Flight Task · 2014 · Kennedy, Kellie D. et al. · indexed
  86. Tactical Driving Behavior With Different Levels of Automation · 2014 · Kircher, Katja et al. · indexed
  87. The psychology of driving automation: a discussion with Professor Don Norman · 2007 · Stanton, Neville A. et al. · indexed
  88. Effects of Non-Driving Related Tasks During Self-Driving Mode · 2022 · Minhas, Saad et al. · indexed
  89. I thought you were driving! · 2023 · Young, Mark S. et al. · indexed
  90. The Sense of Agency in Driving Automation · 2019 · Wen, Wen et al. · indexed
  91. Driving aviation forward; contrasting driving automation and aviation automation · 2019 · Banks, Victoria A. et al. · indexed
  92. Modelling how humans use decision aids in simulated air traffic control · 2020 · Strickland, Luke et al. · indexed
  93. Guided Attention For Autonomous System Supervision · 2012 · Cook, Maia B. et al. · indexed
  94. (Over)Trust in Automated Driving · 2019 · Kundinger, Thomas et al. · indexed
  95. Human Supervision of Multiple Autonomous Vehicles · 2013 · Ruff, Heath A. et al. · indexed
  96. Road Vehicle Automation and Its Effects on Fatigue, Sleep, Rest, and Recuperation · 2023 · Ahlström, Christer et al. · indexed
  97. Evaluation of Levels of Automation for Non-Normal Event Resolution · 2011 · Thomas, Lisa C. · indexed
  98. Vehicle automation: A remedy for driver stress? · 2007 · Funke, G. et al. · indexed
  99. Return-to-Manual Performance can be Predicted Before Automation Fails · 2022 · Griffiths, Natalie et al. · indexed
  100. Towards an H-Mode for highly automated vehicles · 2009 · Kienle, Martin et al. · indexed
  101. To Trust or Not to Trust? A Simulation-Based Experimental Paradigm · 2018 · Knodler Jr., Michael A. et al. · archived
  102. Workload, Distraction, and Automation · 2020 · Lee, John D. et al. · indexed
  103. Automating the Driver's Control Tasks · 2001 · Stanton, Neville A. et al. · indexed
  104. What to Automate · 2013 · Taylor, Grant S. et al. · indexed
  105. On the Design of Adaptive Automation for Complex Systems · 2001 · Kaber, David et al. · indexed
  106. Haptic shared control: smoothly shifting control authority? · 2011 · Abbink, David A. et al. · archived
  107. Hazard Analysis of Action Loops for Automated Vehicle Remote Operation · 2021 · Kamaraj, Amudha V. et al. · indexed
  108. Repeated Induction of Inattentional Blindness in a Simulated Aviation Environment · 2017 · Kennedy, Kellie D. et al. · indexed
  109. Effect of Automating Procedural Work on Situation Awareness and Workload · 2022 · Schreckenghost, Debra et al. · indexed
  110. Automation, Task, and Context Features · 2013 · Morrow, Daniel · indexed
  111. Predicting takeover response to silent automated vehicle failures · 2020 · Mole, Callum et al. · indexed
  112. Driver Engagement Strategies for L3 ADS: A Review of the Literature · 2022 · Prendez, David M. et al. · indexed
  113. Predicting Return-to-Manual Performance in Lower- and Higher-Degree Automation · 2025 · Griffiths, Natalie et al. · indexed
  114. Situation Awareness in Driving · 2020 · Endsley, Mica · indexed
  115. Things Go Wrong and the Captain Has to Handle it · 2024 · Pritchett, Amy R. · indexed
  116. Driving-task-related human-machine interaction in automated driving · 2019 · Walch, Marcel et al. · indexed
  117. Taking Over Control from Highly Automated Vehicles · 2021 · Gold, Christian et al. · indexed
  118. Transparency and Conflict Resolution Automation Reliability in Air Trffic Control · 2017 · Trapsilawati, Fitri et al. · indexed
  119. Situation Awareness in Driving · 2025 · Endsley, Mica R. et al. · indexed
  120. Supporting situation awareness in aviation systems · 2002 · Endsley, Mica R. · indexed
  121. The ironies of vehicle feedback in car design · 2006 · Walker, Guy H. et al. · indexed
  122. Automation Use: The Roles of Self-Confidence, Trust, and Workload · 2023 · Patton, Colleen E. · indexed
  123. Automobile Automation · 2017 · Banks, Victoria A. et al. · indexed
  124. Individual Differences and Automation Choice in Simulated Driving · 2011 · Neubauer, Catherine et al. · indexed
  125. Towards Autonomous Vehicles · 2013 · Schwarz, Chris et al. · archived
  126. Addressing the Challenges in NextGen Decision Making · 2012 · Mosier, Kathleen et al. · archived
  127. Adaptive Aiding of Human-Robot Teaming · 2011 · de Visser, Ewart et al. · indexed
  128. Exploring Transitional Automation with New and Old Drivers · 2016 · Miller, David et al. · indexed
  129. Sharing Control With Haptics · 2012 · Mulder, Mark et al. · indexed
  130. Differential Impact of Autonomous Vehicle Malfunctions on Human Trust · 2022 · Seet, Manuel et al. · indexed
  131. Automated driving: Safety blind spots · 2017 · Noy, Ian Y. et al. · indexed
  132. Driving Automation · 2023 · Young, Mark S. et al. · indexed
  133. Sources of situation awareness errors in aviation. · 1996 · Jones, D.G. et al. · indexed
  134. Research on human error in long distance driving by elderly drivers · 2025 · Toyozaki, Yuji et al. · indexed
  135. How to navigate the intermediate levels of vehicle automation? · 2025 · van Nes, Nicole et al. · indexed
  136. Toward Shared Control Between Automated Vehicles and Users · 2020 · Terken, Jacques et al. · archived
  137. Management by Consent in Human-Machine Systems: When and Why It Breaks Down · 2001 · Olson, Wesley A. et al. · indexed
  138. Defeating the Vigilance Decrement · 2016 · Hancock, Peter A. et al. · indexed
  139. Mitigation of Conflicts with Automation · 2011 · Dehais, Frédéric et al. · indexed
  140. Characterizing Level 2 Automation in a Naturalistic Driving Fleet · 2024 · Perez, Miguel A et al. · archived
  141. Designing for Situation Awareness · 2025 · Endsley, Mica R. et al. · archived
  142. Stuck behind a truck · 2019 · Pichen, Jürgen et al. · indexed
  143. Toward Defining Driving Automation from a Human-Centered Perspective · 2017 · Yang, Ji Hyun et al. · indexed
  144. Supporting situation awareness with peripheral feedback on monitoring behavior · 2014 · Fortmann, Florian et al. · indexed
  145. How Do Drivers Behave in a Highly Automated Car? · 2009 · Merat, Natasha et al. · indexed
  146. Takeover request (TOR) effects during different automated vehicle failures · 2021 · DeGuzman, Chelsea A. et al. · indexed
  147. The Relevance of Vigilance Research to Aerospace Monitoring Tasks · 1965 · Kibler, Austin W. · indexed
  148. Principles and Practice of Aviation Psychology · 2002 · Tsang, Pamela S. · archived
  149. Handover Process Models of Autonomous Cars Up to Level 3 Autonomy · 2018 · Drexler, Daniel Andras et al. · indexed
  150. Negative Behavioral Adaptation to Lane-Keeping Assistance Systems · 2010 · Breyer, Felix et al. · indexed
  151. Peripheral Monitoring of Traffic in Conditionally Automated Driving · 2018 · Radlmayr, Jonas et al. · indexed
  152. Fatigue in the Automated Vehicle · 2014 · Neubauer, Catherine et al. · indexed
  153. A Topology of Shared Control Systems—Finding Common Ground in Diversity · 2018 · Abbink, David A. et al. · archived
  154. Driver usage and understanding of adaptive cruise control · 2012 · Larsson, Annika F.L. · indexed
  155. Driving automation: learning from aviation about design philosophies · 2007 · Young, Mark S. et al. · indexed
  156. Perceptions of Difficulty in an Automation-Supported Task · 2025 · Padilla, Jewel G. et al. · indexed
  157. The Underpinnings of Workload in Unmanned Vehicle Systems · 2017 · Hooey, Becky L. et al. · archived
  158. Trust in Level 3 Automated Vehicles: A Systematic Literature Review · 2025 · Alkurdi, Duha et al. · indexed
  159. Key considerations in the development of driving automation systems · 2015 · Christensen, Andy et al. · indexed
  160. Supervisory Control of a Flexible Manufacturing System · 1985 · Sharit, Joseph · indexed
  161. Drivers’ Mental Workload In Agricultural Semi-Autonomous Vehicles · 2013 · Bashiri, Behzad et al. · indexed
  162. IVI human factors strategy · 1999 · Ference, Jack · archived
  163. User-Centered Design for Railroad Automation: Phase I · 2023 · Cowen, Michael B. et al. · archived
  164. Driver Monitoring in the Context of Autonomous Vehicle · 2015 · Rahman Hamidur et al. · indexed
  165. Development of a Supervisory Control Rating Scale · 2008 · Lintern, Gavan et al. · indexed
  166. Task Automation and Skill Development in a Simplified Driving Task · 2000 · Ward, Nicholas J. · indexed
  167. The Impact of Transparency on Human-Autonomy Teaming · 2024 · Gruber, Mira E. et al. · indexed
  168. Attempting to Automate Compliance to Aircraft Collision Avoidance Advisories · 2015 · Pritchett, Amy R. et al. · indexed
  169. Structural Redesign of Pilot Training and the Automated Aircraft · 2017 · Petitt, Karlene · indexed
  170. Automated Driving: Human-Factors Issues and Design Solutions · 2012 · Saffarian, M. et al. · indexed
  171. Structural Redesign of Pilot Training and the Automated Aircraft · 2020 · Petitt, Karlene · indexed
  172. The Pilot and the Flight Management System · 1982 · Gannett, James R. · indexed
  173. Driver mental workload measurement trends and cognitive impacts: a literature review · 2026 · Faidah, Uyun Nadzirotul et al. · indexed
  174. Modeling take-over performance in level 3 conditionally automated vehicles · 2017 · Gold, Christian et al. · indexed
  175. The Rise, Fall, and Repair of Trust for Automated Driving Systems · 2020 · Mishler, Scott et al. · indexed
  176. Human–Agent Teaming for Multirobot Control: A Review of Human Factors Issues · 2014 · Chen, Jessie Y. C. et al. · indexed
  177. Are highly automated vehicles as useful as dishwashers? · 2019 · Navarro, Jordan · indexed
  178. Impact of Automation to Maritime Technology · 2013 · Ding, Song et al. · indexed
  179. Driver out of the Loop? · 1998 · Brand, Jay L. · indexed
  180. Situation awareness: Valid or fallacious? · 2015 · Carsten, Oliver et al. · archived
  181. A cross-methodological review on the safety effects of partial vehicle automation · 2026 · de Winkel, Ksander N et al. · indexed
  182. Adaptable Automation Interface for Multi-Unmanned Aerial Systems Control · 2013 · Calhoun, Gloria et al. · indexed
  183. Reaction Times to Consecutive Automation Failures · 2016 · Jipp, Meike · indexed
  184. A REVIEW OF IMPORTANT COGNITIVE CONCEPTS IN AVIATION · 2016 · MARTINS, Ana P. G. · indexed
  185. Flight to the future : human factors in air traffic control · 1997 · Wickens, Christopher D. et al. · indexed
  186. A Model for Future Aviation · 2014 · Bruder, Carmen et al. · indexed
  187. Impacts of Increasing Reliance on Automation in Air Traffic Control Systems · 2008 · Zemrowski, Kenneth M. · indexed
  188. Joint Cognitive Systems: Foundations of Cognitive Systems Engineering · 2005 · Hollnagel, Erik et al. · indexed
  189. AUTOMATION AND ITS REQUIREMENTS · 1955 · MURIE, G. G. · indexed
  190. Partial camera automation in an unmanned air vehicle · 1997 · Korteling, J.E. et al. · indexed
  191. Team Performance in Networked Supervisory Control of Unmanned Air Vehicles · 2013 · McKendrick, Ryan et al. · indexed
  192. Automation in Air Traffic Control · 1962 · Brown, Albert · indexed
  193. Hidden Limits of Collision Avoidance Automation · 1979 · QUILTER, E. S. et al. · indexed
  194. The impact of ATC automation on a controller's visual attention · 2009 · Sanchez, Julian et al. · indexed
  195. Heuristic Automation for Decluttering Tactical Displays · 2005 · John, Mark St. et al. · indexed
  196. Surgeon’s performance: analogy with aircraft pilot’s challenges · 2022 · Suhir, Ephraim et al. · indexed
  197. Freeway Automation Policy Issues · 1988 · Johnston, Robert et al. · indexed
  198. Benchmarking Automation-Aided Performance in a Forensic Face Matching Task · 2023 · Bartlett, Megan Louise et al. · indexed
  199. Enhancing Control Room Operator Decision Making · 2023 · Mietkiewicz, Joseph et al. · indexed
  200. Are Single-Pilot Operations An Advantage Or A Disadvantage? · 2026 · ERME, Ezgi Berte · indexed
  201. Incident Command Situation Assessment Utilizing Video Feeds from UAVs · 2013 · McGuirl, John et al. · indexed
  202. Aiding fault diagnosis under symptom masking in dynamic systems · 1999 · Kim, Huhn et al. · indexed
  203. A Practical Approach to Ship Automation · 1963 · Clayton, Curtis T. · indexed
  204. Usability Testing of Three Prototype In-Vehicle Information Systems · 2011 · Trotter, Margaret et al. · indexed
  205. The Shifting Role of the Laboratory Animal Veterinarian: An Emerging Concern · 2026 · Basso, Michele A et al. · indexed