{"id":213091,"date":"2025-04-29T16:15:18","date_gmt":"2025-04-29T16:15:18","guid":{"rendered":"https:\/\/peraltafinancing.com\/airline\/the-role-of-cognitive-bias-in-aircraft-accidents\/"},"modified":"2025-04-29T16:15:18","modified_gmt":"2025-04-29T16:15:18","slug":"the-role-of-cognitive-bias-in-aircraft-accidents","status":"publish","type":"post","link":"https:\/\/fivemor.com\/?p=213091","title":{"rendered":"The role of Cognitive Bias in Aircraft Accidents"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<p><a href=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"152\" data-permalink=\"https:\/\/airlinesafety.blog\/2014\/04\/21\/the-role-of-cognitive-bias-in-aircraft-accidents\/img_0118\/\" data-orig-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg\" data-orig-size=\"4608,3456\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;5&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;Canon PowerShot SX160 IS&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;315532820&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;38.352&quot;,&quot;iso&quot;:&quot;250&quot;,&quot;shutter_speed&quot;:&quot;0.0125&quot;,&quot;title&quot;:&quot;&quot;}\" data-image-title=\"IMG_0118\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg?w=300\" data-large-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg?w=640\" class=\"alignnone size-full wp-image-152\" src=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg?w=640&amp;h=480\" alt=\"IMG_0118\" width=\"640\" height=\"480\" srcset=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg?w=640&amp;h=480 640w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg?w=1280&amp;h=960 1280w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg?w=150&amp;h=113 150w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg?w=300&amp;h=225 300w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg?w=768&amp;h=576 768w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/img_0118.jpg?w=1024&amp;h=768 1024w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\"\/><\/a><\/p>\n<p>By Captain Shem Malmquist<\/p>\n<p>Please also see my book, written with Roger Rapoport, available via the following link: \u201c<a href=\"https:\/\/airlinesafety.wordpress.com\/2017\/08\/02\/angle-of-attack-book-released\/\">Angle of Attack<\/a>\u201c.<\/p>\n<p><strong>Introduction<\/strong><\/p>\n<p>Humans are subject to a variety of heuristic biases.\u00a0 These directly impact the decision making process, resulting in incorrect judgments.\u00a0 In most settings this can be relatively harmless, however, for those operating at the sharp end of a highly critical safety position, these biases can be deadly with little time to capture the errors that these biases can lead to.\u00a0 The bias itself impacts the operators perception of reality, creating a very real barrier or screen, which either blocks or filters the true nature of the situation to the individual.\u00a0 These factors can be exacerbated by physiological issues, as well as external influences that become part of the feedback the operator uses in the decision making process.<\/p>\n<p><strong>Cognitive bias effect on human perception<\/strong><\/p>\n<p>Human perception is a \u201cconscious sensory experience\u201d that utilizes a combination of our senses and our brain to filter and read those sensory inputs (Goldstein, 2010).\u00a0 Research has revealed that there are a number of common ways that our brains can \u201ctrick\u201d us into a misconception of the reality or truth of a situation.\u00a0 These biases serve as filters, hindering our ability to make accurate decisions.\u00a0 While some of these biases may not have a large effect on the final outcome of our decision choices in most situations, in certain high risk decision making, the outcome of a decision that is improperly filtered by cognitive bias can be fatal.<\/p>\n<p><strong>Types of cognitive bias<\/strong><\/p>\n<p><strong>\u00a0<\/strong><strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/strong>There are many types of cognitive bias that can affect safety of flight.\u00a0 The following are some examples of biases that can be particularly dangerous to flight crews:<\/p>\n<p><strong>Ambiguity effect<\/strong><\/p>\n<p>An aspect of decision theory where a person is more likely to select something that has an intuitively clear risk as opposed to one that seems relatively less certain.\u00a0 This could lead someone to choosing a more risk option, albeit a more certain risk (Baron and Frisch, 1994) as might be the case when making a decision regarding flying an approach with questionable weather verses diverting to an alternate airport with unknown other issues.<\/p>\n<p><strong>Anchoring<\/strong>\u00a0<strong>bias<\/strong><\/p>\n<p>A trait where people will make decisions based on a provided reference, for example, if given a baseline of a certain amount of fuel as a requirement, this number will be utilized in determining requirements regardless of whether operational needs might actually require much more, or much less (Kahneman, 2011)<\/p>\n<p><strong>Attentional bias<\/strong><\/p>\n<p>Humans pay more attention to things that have an emotional aspect to them (Macleod, Mathews and Tata, 1986).\u00a0 In flight operations this could lead to a person making a decision based on perceived threat due to a past experience \u201cthermal scar\u201d.\u00a0 If a pilot had a \u201cscare\u201d due to running low on fuel, they might ignore the risk of severe weather in attempting to avoid repeating the low fuel threat.<\/p>\n<p><strong>Attentional tunneling<\/strong><\/p>\n<p><em>\u00a0<\/em>Wickens and Alexander (2009) \u201cdefine this construct as, the allocation of attention to a particular channel of information, diagnostic hypothesis, or task goal, for a duration that is longer than optimal,given the expected cost of neglecting events on other channels, failing to consider other hypotheses, or failing to perform other tasks\u201d.\u00a0 Several well known aircraft accidents have been attributed to attentional tunneling, including the crash of Eastern Airlines 401, which National Transportation Safety Board (NTSB) investigators found descended into the everglades while the crew focused on an inoperative landing gear position light (NTSB, 1972).<\/p>\n<p><strong>Automaticity<\/strong><\/p>\n<p>While not a bias, this refers to the fact that humans who perform tasks repeatedly will eventually learn to perform them automatically (Pascual, Mills and Henderson, 2001). While generally a positive attribute, this can lead to a person automatically performing a function (such as a checklist item) without actually being cognizant of the task itself.\u00a0 Expectation bias can lead them to assume that the item is correctly configured even if it is not.<\/p>\n<p><strong>Availability heuristic<\/strong><\/p>\n<p>This describes how people will over-estimate the likelihood of an event based upon the emotional influence the event may have had, or how much personal experience a person may have had with that type of event.\u00a0 This can lead to incorrect assessments of risk, with some events being attributed more risk than they should, and others not enough.\u00a0\u00a0\u00a0\u00a0 (Kahneman, 2011; Carroll, 1978; \u00a0Schwarz, Bless, Strack, Klumpp, Rittenauer-Schatka and Simons, 1991).\u00a0 \u00a0An example might be the high salience of the concern over a fuel tank explosion (a very rare event) as opposed to more focus on technology to reduce loss of control inflight events, which the Commercial Aviation Safety Team (CAST) much more likely (CAST, 2003).<\/p>\n<p><strong>Availability cascade<\/strong><\/p>\n<p>This is a process where something repeated over and over will become to be accepted as a fact (Kuran and Sunstein, 1999).\u00a0 It is very common in politics, so how does it play a role in flight operations?\u00a0 The answer is that the same can be true of misconceptions.\u00a0 A pilot might say \u201cbe careful of that airplane, its control surfaces are too small\u201d, and if this is spread enough, other pilots start to just accept it as a fact, and then make inappropriate flight control inputs based on an incorrect mental model of the aircraft dynamics<\/p>\n<p><strong>Base rate fallacy<\/strong><\/p>\n<p>Historically, the lack of data has resulted in a lack of the ability to see large statistical trends.\u00a0 When a person involved in flight safety planning focuses on specific events, rather than look at the probability over the entire set (ignoring the base rate)\u00a0\u00a0 the tendency to base judgments on specifics, ignoring general statistical information. \u00a0\u00a0This can affect pilots if they are not able to accurately assess the risk of certain decisions (Kahneman, 2011).<\/p>\n<p><strong>Confirmation bias<\/strong><\/p>\n<p>A common issue in politics, but pervasive across many fields, this describes a situation where a person will ignore facts or information that does not conform to their preconceived mental model, and will assume as true any information that does conform to their beliefs (Nickerson, 1998).\u00a0 This is very dangerous in aviation where a pilot might form an incorrect mental model of their situation and have a very difficult time changing that view even in the face of new information.<\/p>\n<p><strong>Expectation bias<\/strong><\/p>\n<p>This might be considered a subset of confirmation bias, but describes a situation where a person sees the results they expect to see (Jeng, 2006).\u00a0 Expectation bias is described within the context of several aircraft events in the next section.<\/p>\n<p><strong>Optimism bias<\/strong><\/p>\n<p>As the name suggests, this is a situation where people are overly optimistic about outcomes (Chandler, Greening, Robison and Stoppelbein, 1999; DeJoy, 1989).\u00a0 It is a common issue in aviation, as pilots have seen so many bad situations turn out \u201cokay\u201d that the sense of urgency and risk can be reduced when such reduction is not warranted.<\/p>\n<p><strong>Overconfidence effect<\/strong><\/p>\n<p>As the name suggests, there is a strong tendency for people to overestimate their own abilities or the qualities of their own judgments (Dunning and Story, 1991; Mahajan, 1992).\u00a0 This can have fairly obvious implications in flight operations.<\/p>\n<p><strong>Plan Continuation<\/strong><\/p>\n<p>This might be considered a subset of confirmation bias.\u00a0 There is a strong tendency to continue to pursue the same course of action once a plan has been made (McCoy and Mickunas, 2000), but it may also be influenced by some of the same issues that lead to \u201csunk cost effect\u201d, where there is a \u201cgreater tendency to continue an endeavor once an investment in money, effort, or time has been made\u201d, (Arkes andBlumer, 1985).\u00a0 Plan continuation bias is shown to have been a factor in several events, as outlined in the next section.<\/p>\n<p><strong>Prospective Memory<\/strong><\/p>\n<p>A common situation where one need to remember to do something that will occur in the future (Dodhia and Dismukes, 2008; West, Krompinger and Bowry, 2005). \u00a0\u00a0It can be particularly challenging when faced with distractions of any sort, e.g., a person is driving home from work and needs to stop to pick up milk enroute.\u00a0 If that person then gets a phone call, there is a high probability that they will forget the task of stopping at the store.\u00a0 In aviation, this can lead to many items being missed.\u00a0 A pilot might notice a problem during a preflight inspection and later forget to report the issue to maintenance due to a subsequent distraction.<\/p>\n<p><strong>Selective perception<\/strong><\/p>\n<p>There is a strong bias to view events through the lens of our belief system (Massad, Hubbard and Newtson, 1979). \u00a0This is different than expectation bias in that it is generally applied to our perception of information as filtered by our belief system itself, while expectation bias is more generally utilized describing situational awareness based on things we expect to happen.\u00a0 Selective perception can lead to incorrect hypothesis, such as a belief that an event had supernatural causes.\u00a0 In an aircraft, such a belief system can lead to false assumptions.<\/p>\n<p><strong>\u00a0<\/strong><strong>Accidents and incidents resulting from cognitive bias<\/strong><\/p>\n<p><strong>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/strong>Cognitive bias plays a role in most aircraft accidents in one way or another, and each accident will have various factors.\u00a0 Some, like attentional tunneling, confirmation bias, and plan continuation are very common errors of the flight crew, others, such as anchoring bias, would be more likely to be found at the operator level.\u00a0 The following are just a few examples of the ways that cognitive bias can play a role in aircraft accidents and incidents.<\/p>\n<p><strong>Air France 447\u00a0 <\/strong><\/p>\n<p><strong>\u00a0<\/strong>On June 1, 2009, and Airbus A-330, operated by Air France, crashed while crossing the Atlantic ocean on a flight from Rio de Janeiro to Paris.\u00a0\u00a0 The aircraft was in cruise flight, approaching the intertropical convergence zone.\u00a0 There was a line of thunderstorms ahead.\u00a0 The first officer was the pilot flying, but the aircraft was on autopilot.\u00a0 The first officer lamented they the aircraft was too heavy to climb to get above the clouds, which would have made weather avoidance much easier.\u00a0 The captain did not appear particularly concerned about the weather, and a few minutes prior to encountering the thunderstorms, he elected to take his crew rest, bringing the relief first officer forward.\u00a0 The relief first officer had quite a bit more experience than the first officer in the right seat.\u00a0 After a short brief, the relief first officer assumed the duties of the pilot in the left seat.<\/p>\n<p><a href=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-map.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"142\" data-permalink=\"https:\/\/airlinesafety.blog\/2014\/04\/21\/the-role-of-cognitive-bias-in-aircraft-accidents\/af-447-map\/\" data-orig-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-map.jpg\" data-orig-size=\"725,549\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;SPM-1&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;1398032881&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;}\" data-image-title=\"AF 447 map\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-map.jpg?w=300\" data-large-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-map.jpg?w=640\" class=\"alignnone size-full wp-image-142\" src=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-map.jpg?w=640&amp;h=484\" alt=\"AF 447 map\" width=\"640\" height=\"484\" srcset=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-map.jpg?w=640&amp;h=484 640w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-map.jpg?w=150&amp;h=114 150w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-map.jpg?w=300&amp;h=227 300w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-map.jpg 725w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\"\/><\/a><\/p>\n<p>The two first officers discussed the approaching weather.\u00a0 The relief first officer, like the captain, did not appear to be particularly concerned about the line of weather.\u00a0 This would be common for an experienced airline pilot, as crossing such lines of weather at cruise altitude is very common and rarely results in any problems.<\/p>\n<p>When the aircraft entered the line of weather, they immediately experienced turbulence, and then (unknown to the crew) an area of high altitude ice crystals.\u00a0 These ice crystals were of sufficient quantity that they blocked all three of the aircraft\u2019s pitot tubes (utilized for measuring airspeed), causing a significant data loss that resulted in the autopilot disconnecting and the loss of much of the aircraft\u2019s displays, as well as a combination of electronic alert messages as various systems that depended on airspeed. The loss of airspeed data also resulted in the altimeters indicating several hundred feet lower than the actual altitude as the airspeed feed into the air data computers was used to correct for local pressure differences due to the location of the sensors.<\/p>\n<p>When the autopilot first disconnected, the aircraft was slightly nose low, and, as previously described, the altimeters read below the target altitude of 35,000 feet.\u00a0 The first officer pulled back a bit on the controls to raise the nose, and over the next 20 seconds, the nose continued to pitch up to about 12 degrees.\u00a0 While this is above the normal pitch angle for the altitude, it is not a significantly high pitch, and, in fact, is significantly lower than the climb attitude after takeoff.\u00a0 As such, it is probably not surprising that the crew was not concerned about the pitch attitude, although they were concerned that the aircraft was climbing. \u00a0The change of pitch attitude was slow enough that it would not have been particularly salient. \u00a0The pitot tube blockage resulted in the airspeed indications fluctuating and becoming clearly unreliable.<\/p>\n<p><a href=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg\"><img loading=\"lazy\" decoding=\"async\" data-attachment-id=\"143\" data-permalink=\"https:\/\/airlinesafety.blog\/2014\/04\/21\/the-role-of-cognitive-bias-in-aircraft-accidents\/af-447-wreckage-recovery\/\" data-orig-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg\" data-orig-size=\"819,556\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;SPM-1&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;1398032938&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;}\" data-image-title=\"af 447 wreckage recovery\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg?w=300\" data-large-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg?w=640\" class=\"alignnone size-full wp-image-143\" src=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg?w=640&amp;h=434\" alt=\"af 447 wreckage recovery\" width=\"640\" height=\"434\" srcset=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg?w=640&amp;h=434 640w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg?w=150&amp;h=102 150w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg?w=300&amp;h=204 300w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg?w=768&amp;h=521 768w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/af-447-wreckage-recovery.jpg 819w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\"\/><\/a><\/p>\n<p>The aircraft entered an aerodynamic stall approximately 44 seconds after the autopilot disconnect. Although these pilots were well versed in stalls, with experience in smaller airplanes as well as in the simulator during training, unfortunately, a real stall in a big airplane at high altitude is unlike the way pilots experience stalls in small aircraft and simulator models at the time (and still today to a large extent) do not replicate the stall forces very well.\u00a0 It is, therefore, no surprise that the crew did not initially react to the indications as they may not have recognized the stall.<\/p>\n<p>However, as the aircraft started to lose altitude, the handling pilot reacted with full pitch up control commands on the flight control inceptor.\u00a0 While this may appear to be a surprising input, as it would not be the normal response to a stall, there were several factors that led to the scenario.\u00a0 First, due to regulations while flying at cruise altitudes, pilots are no longer allowed to \u201chand fly\u201d the aircraft, so they have no experience with\u00a0the handling qualities of the aircraft at that altitude.\u00a0 Second, the Airbus flight controls are designed such that, in normal conditions, full \u201cnose up\u201d command would result in the maximum performance of the aircraft.\u00a0 Unfortunately, due to the loss of airspeed indications, the flight controls had reverted from \u201cnormal law\u201d to \u201calternate law\u201d, resulting in the nose up input exceeding the maximum flight envelope of the aircraft, deepening the aerodynamic stall.\u00a0 The aircraft remained in the aerodynamic stall condition until impacting the ocean.\u00a0 There were no survivors.<\/p>\n<p>Biases involved in this event would include attentional tunneling, expectation bias, confirmation bias, automaticity, optimism bias and overconfidence effect, exacerbated by lack of training. \u00a0Clearly, as the situation developed, the crew experienced attentional tunneling.\u00a0 The pilots were extremely concerned about getting the captain back up the to the flight deck, and expressed this several times.\u00a0 In addition, they appeared to be worried about the altitude and the electronic alerts and focusing on these issues.<\/p>\n<p>The line of weather was penetrated just prior to the autopilot disconnect.\u00a0 The crew was anticipating turbulence (they had advised the flight attendants of such) and so it is likely they associated the pitch attitude, the shaking associated with the stall buffet and loss of altitude with factors associated with the weather itself, displaying an expectation bias.<\/p>\n<p>The first officer\u2019s nose up input was likely an automaticity response.\u00a0 In training, the response to unusual aircraft situations was to apply full nose-up inputs due to the flight control laws incorporated in the A-330.\u00a0 Unfortunately, that did not apply to this situation.<\/p>\n<p>Once the aircraft stalled, they discounted conflicting cues and held onto the notion that they had lost all of the instruments, exhibiting confirmation bias.\u00a0 This lasted for the next few minutes, but the crew did not have long, as the time from autopilot disconnect to the aircraft hitting the ocean was just approximately four minutes.\u00a0 With altimeters spinning at a rate that blurred the indications, pitch at what would normally be a positive climb attitude and maximum engine power, it is not surprising that the conflicting cues were hard to sort out.<\/p>\n<p>The usual experience of situations turning out well likely resulted in some overconfidence effect, and optimism effect played out in the crews interactions. \u00a0The relief pilot in the left seat did not forcibly take the controls (although he was more experienced), and this is likely due to a combination of excessive \u201cprofessional courtesy\u201d (not wanting the right seat first officer to \u201close face\u201d) as well as being optimistic that the situation would turn out well (BEA, 2012).<\/p>\n<p><strong>American Airlines 903<\/strong><\/p>\n<p><strong>\u00a0<\/strong>On May 12, 1997, and American Airlines A-300 was approaching Miami, Florida.\u00a0 Descending to level flight at 16,000 feet, the crew was cleared into a holding pattern due to air traffic.\u00a0 Precipitation was depicted on the weather radar in the vicinity of the holding point.\u00a0 Perhaps to assist the autothrottles in the descent, the throttle levers had been pulled back below the normal autothrottle minimum limit, which apparently caused the autothrottle system to disengage.\u00a0 As the aircraft approached the holding point at a level altitude, the airspeed started to decay due to lack of engine thrust.\u00a0 The flight crew was concentrating on the weather ahead and expected the ride to get rough as they penetrated the storm (expectation bias).<\/p>\n<p><strong>\u00a0<a href=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg\"><img decoding=\"async\" data-attachment-id=\"144\" data-permalink=\"https:\/\/airlinesafety.blog\/2014\/04\/21\/the-role-of-cognitive-bias-in-aircraft-accidents\/aa-a300-2\/\" data-orig-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg\" data-orig-size=\"823,595\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;SPM-1&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;1398033099&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;}\" data-image-title=\"AA A300\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg?w=300\" data-large-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg?w=640\" loading=\"lazy\" class=\"alignnone size-full wp-image-144\" src=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg?w=640&amp;h=462\" alt=\"AA A300\" width=\"640\" height=\"462\" srcset=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg?w=640&amp;h=462 640w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg?w=150&amp;h=108 150w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg?w=300&amp;h=217 300w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg?w=768&amp;h=555 768w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/aa-a3001.jpg 823w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\"\/><\/a><\/strong><\/p>\n<p>The aircraft entered the weather, and, at about the same time, also encountered aerodynamic stall buffet.\u00a0 The crew interpreted this buffet as turbulence (expectation bias), and when the aircraft actually stalled, the crew assumed that they had encountered windshear, and applied the windshear escape maneuver procedure. \u00a0As the aircraft proceeded to buck and shake, the crew believed that they were in a severe windshear event.\u00a0 Fortunately, they were able to recover, however, the crew was not aware that they had stalled the aircraft until informed of that fact later by investigators <strong>(<\/strong>NTSB, 1997; Dismukes, Berman, and Loukopoulos. 2007).<\/p>\n<p><strong>\u00a0<\/strong><strong>USAF C-5 Diego Garcia \u00a0 \u00a0<\/strong><\/p>\n<p><strong>\u00a0<\/strong>More than 20 hours into augmented duty day, the crew of a U.S. Air Force Lockheed C-5 was approaching Diego Garcia.\u00a0 As they configured for landing, they encountered an area of precipitation.\u00a0 While concentrating on the approach and configuration (attentional tunneling), the aircraft continued to slow, with power retarded.\u00a0 The crew likely anticipated some turbulence (expectation bias) and as the aircraft slowed, it started to buffet.\u00a0 The aircraft was descending below the target profile, so they pitched\u00a0the aircraft up more<\/p>\n<p><a href=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/c-5-stall-event1.jpg\"><img decoding=\"async\" data-attachment-id=\"147\" data-permalink=\"https:\/\/airlinesafety.blog\/2014\/04\/21\/the-role-of-cognitive-bias-in-aircraft-accidents\/c-5-stall-event-2\/\" data-orig-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/c-5-stall-event1.jpg\" data-orig-size=\"539,450\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;SPM-1&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;1398032722&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;}\" data-image-title=\"C-5 stall event\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/c-5-stall-event1.jpg?w=300\" data-large-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/c-5-stall-event1.jpg?w=539\" loading=\"lazy\" class=\"alignnone size-full wp-image-147\" src=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/c-5-stall-event1.jpg?w=640\" alt=\"C-5 stall event\" srcset=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/c-5-stall-event1.jpg 539w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/c-5-stall-event1.jpg?w=150&amp;h=125 150w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/c-5-stall-event1.jpg?w=300&amp;h=250 300w\" sizes=\"(max-width: 539px) 100vw, 539px\"\/><\/a><\/p>\n<p>(attentional tunneling and confirmation bias), which led to an aerodynamic stall.\u00a0 The aircraft departed controlled flight, bucking wildly.\u00a0 The crew regained control just a few hundred feet off\u00a0the water, and came around for a safe landing, believing all the while that they had encountered a windshear.\u00a0 It is probable that fatigue also exacerbated the issues facing this crew (USAF, ND).<\/p>\n<p><strong>Delta Airlines 191<\/strong><\/p>\n<p><strong>\u00a0<\/strong>On August 2, 1985, a Lockheed L1011, was on approach to the Dallas-Fort Worth airport.\u00a0 Scattered thunderstorms were in the area, which the crew circumnavigated.\u00a0 As the aircraft was vectored to the final approach course, a thunderstorm cell moved to an area just north of the airport, on short final for the runway they were to land on.\u00a0 The crew was highly experienced, and had certainly encountered similar conditions in the past.\u00a0 Optimism bias was likely present in their assessment of the situation, and this was confirmed as the aircraft ahead of them landed without incident.\u00a0 The crew was aware of<\/p>\n<p><a href=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg\"><img decoding=\"async\" data-attachment-id=\"148\" data-permalink=\"https:\/\/airlinesafety.blog\/2014\/04\/21\/the-role-of-cognitive-bias-in-aircraft-accidents\/dl-191-wreckage\/\" data-orig-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg\" data-orig-size=\"825,514\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;SPM-1&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;1398032835&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;}\" data-image-title=\"dl 191 wreckage\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg?w=300\" data-large-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg?w=640\" loading=\"lazy\" class=\"alignnone size-full wp-image-148\" src=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg?w=640&amp;h=398\" alt=\"dl 191 wreckage\" width=\"640\" height=\"398\" srcset=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg?w=640&amp;h=398 640w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg?w=150&amp;h=93 150w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg?w=300&amp;h=187 300w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg?w=768&amp;h=478 768w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2014\/04\/dl-191-wreckage.jpg 825w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\"\/><\/a><\/p>\n<p>the convective weather and rain\u00a0on the approach, but clearly not the impending microburst (<a href=\"https:\/\/airlinesafety.wordpress.com\/2014\/09\/07\/video-of-a-downburst\/\">see article here<\/a>). \u00a0As in some other accidents, with the combination of plan continuation bias, and in general not being concerned\u00a0about the issue due to <a href=\"https:\/\/airlinesafety.wordpress.com\/2012\/05\/17\/airborne-weather-avoidance\/\">lack of training<\/a>, this crew continued the approach.\u00a0 The aircraft encountered a microburst, resulting in a significant loss of airspeed.<\/p>\n<p>During the microburst encounter the flying pilot (the first officer) appeared to be focusing on the airspeed (attentional tunneling), at the expense of altitude.\u00a0 The aircraft crashed just short of the runway (NTSB, 1985).<\/p>\n<p><strong>Countermeasures to mitigate bias<\/strong><\/p>\n<p><strong>\u00a0<\/strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Once identified, the hazards of cognitive bias can be mitigated through countermeasures that target the issues directly.\u00a0 These involve changing the way that humans think, and there are only a handful of ways to do that.<strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/strong><\/p>\n<p><strong>Training<\/strong><\/p>\n<p><strong>\u00a0<\/strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Whether the training is initiated at the individual level through personal development, or via formal programs, training is the only way to actually change the root behavioral issues that result in biases.\u00a0 The first defense against any hazard to to understand that the hazard exists.<\/p>\n<p><strong>\u00a0 Education<\/strong><\/p>\n<p><strong>\u00a0<\/strong><strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0<\/strong>People working in safety critical positions should be trained to understand the types of cognitive biases that exist, and strategies to avoid them.\u00a0 Thorough understanding allows the individual to see how these biases can affect them, and how dangerous and insidious they can be.\u00a0 In addition, proven methods to identify these problems should be explored and taught.\u00a0 These should be trained until they are understood at the level of recognition primed decision making for issues that require an immediate response, and operators should also be taught when they need to make a more careful decision to avoid the traps (Kahneman and Klein (2009).<\/p>\n<p><strong>Crew Resource Management<\/strong><\/p>\n<p><strong>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/strong>One of the most effective and proven strategies in combating perceptual error has been crew resource management (Cooper, G. E., White, M. D., &amp; Lauber, J. K. (Eds), 1980).\u00a0 Through these methods, the other members of the crew (or team) can serve as a safety net to capture errors.\u00a0 If these other individuals are trained to recognize cognitive biases, they will be much more likely to recognize the scenario in real time.<\/p>\n<p><strong>Conclusion, Recommendations and Research<\/strong><\/p>\n<p><strong>\u00a0<\/strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Cognitive bias continues to play a major role in aerospace accidents.\u00a0 Much of the time, those at the \u201csharp end\u201d are not even aware that they are experiencing these biases and their associated affects on perception and judgment.\u00a0 The accident rate could be reduced through education and training to mitigate these issues.\u00a0 Accident investigators should be trained to identify these issues so that they can be addressed through the formal channels following an accident investigation.<\/p>\n<p>At present time, despite all the research, the degree of understanding of these issues and, more importantly, how to mitigate them, is limited.\u00a0 Research should be conducted to find ways to improve human performance, specifically targeting the factors surrounding cognitive biases.<\/p>\n<p><strong>References<\/strong><\/p>\n<p>Arkes, H. R., &amp; Blumer, C. (1985). The psychology of sunk cost.\u00a0<em>Organizational behavior and human decision processes<\/em>,\u00a0<em>35<\/em>(1), 124-140.<\/p>\n<p>Baron, J., &amp; Frisch, D. (1994). Ambiguous probabilities and the paradoxes of expected utility.\u00a0<em>Subjective probability<\/em>, 273-294<\/p>\n<p>Bureau d\u2019Enqu\u00eates et d\u2019Analyses. (2012). Final Report on AF 447.\u00a0 Le Bourget, FR.: BEA.<\/p>\n<p>Chandler, C. C., Greening, L., Robison, L. J., &amp; Stoppelbein, L. (1999). It can\u2019t happen to me \u2026 or can it? conditional base rates affect subjective probability judgments. Journal of Experimental Psychology: Applied, 5(4), 361-378. doi: <a href=\"http:\/\/dx.doi.org\/10.1037\/1076-898X.5.4.361\">http:\/\/dx.doi.org\/10.1037\/1076-898X.5.4.361<\/a><\/p>\n<p>Carroll, J. S. (1978). The effect of imagining an event on expectations for the event: An interpretation in terms of the availability heuristic.\u00a0<em>Journal of experimental social psychology<\/em>,\u00a0<em>14<\/em>(1), 88-96<\/p>\n<p>Commercial Aviation Safety Team (2003).\u00a0 <em>Cast Plan and Metrics 09-29-03. <\/em>Retrieved from <a href=\"https:\/\/www.google.com\/url?sa=t&amp;rct=j&amp;q=&amp;esrc=s&amp;source=web&amp;cd=1&amp;cad=rja&amp;ved=0CDMQFjAA&amp;url=http%3A%2F%2Fwww.icao.int%2Ffsix%2Fcast%2FCAST%2520Plan%2520and%2520Metrics%25209-29-03.ppt&amp;ei=DG5oUbm5CJCC9QTS2IAg&amp;usg=AFQjCNE33DVJr9hOL6w8A4sVYgm9zVooyQ&amp;sig2=5N43hFFDr2vqX7QYXvrEdg&amp;bvm=bv.45175338,d.eWU\" rel=\"nofollow\">https:\/\/www.google.com\/url?sa=t&amp;rct=j&amp;q=&amp;esrc=s&amp;source=web&amp;cd=1&amp;cad=rja&amp;ved=0CDMQFjAA&amp;url=http%3A%2F%2Fwww.icao.int%2Ffsix%2Fcast%2FCAST%2520Plan%2520and%2520Metrics%25209-29-03.ppt&amp;ei=DG5oUbm5CJCC9QTS2IAg&amp;usg=AFQjCNE33DVJr9hOL6w8A4sVYgm9zVooyQ&amp;sig2=5N43hFFDr2vqX7QYXvrEdg&amp;bvm=bv.45175338,d.eWU<\/a><\/p>\n<p>DeJoy, D. M. (1989). The optimism bias and traffic accident risk perception.<em>Accident Analysis &amp; Prevention<\/em>,\u00a0<em>21<\/em>(4), 333-340.<\/p>\n<p>Cooper, G. E., White, M. D., &amp; Lauber, J. K. (Eds). (1980). <em>Resource management on the flightdeck: Proceedings of a NASA\/industry workshop (NASA CP-2120).<\/em> Moffett Field, CA: NASA-Ames Research Center.<\/p>\n<p>Dismukes, R.K., Berman, B., and Loukopoulos, L. (2007). <em>The Limits of Expertise. <\/em>Burlington, VT: Ashgate.<\/p>\n<p>Dodhia, R.M. and Dismukes, R.K. (2008). Interruptions Create Prospective Memory Tasks. <em>Applied Cognitive Psychology. 23: 73-89 (2009).<\/em><\/p>\n<p>Dunning, D., &amp; Story, A. L. (1991). Depression, realism, and the overconfidence effect: Are the sadder wiser when predicting future actions and events? Journal of Personality and Social Psychology, 61(4), 521-532. doi: <a href=\"http:\/\/dx.doi.org\/10.1037\/0022-3514.61.4.521\">http:\/\/dx.doi.org\/10.1037\/0022-3514.61.4.521<\/a><\/p>\n<p>Goldstein, E.B. (2010). Sensation and Perception, Eighth Edition. Belmont, CA: Wadsworth<\/p>\n<p>Hoffrage, U., Hertwig, R., &amp; Gigerenzer, G. (2000). Hindsight bias. Journal of Experimental Psychology: Learning, Memory and Cognition [PsycARTICLES], 26(3), 566-566. doi:<a href=\"http:\/\/dx.doi.org\/10.1037\/0278-7393.26.3.566\" rel=\"nofollow\">http:\/\/dx.doi.org\/10.1037\/0278-7393.26.3.566<\/a><\/p>\n<p>Jeng, M. (2006). A selected history of expectation bias in physics.\u00a0<em>American journal of physics<\/em>,\u00a0<em>74<\/em>, 578.<\/p>\n<p>Kahneman, D. (2011). <em>Thinking Fast and Slow. <\/em>New York: Ferrar, Strauss and Giroux.<\/p>\n<p>Kahneman, D., and Klein, G. (2009). Conditions for Intuitive Expertise: A Failure to Disagree. <em>American Psychologist. 64(6), <\/em>515-526.<\/p>\n<p>Kuran, T., &amp; Sunstein, C. R. (1999). Availability cascades and risk regulation.<em>Stanford Law Review<\/em>, 683-768.<\/p>\n<p>MacLeod, C., Mathews, A., &amp; Tata, P. (1986). Attentional bias in emotional disorders.\u00a0<em>Journal of abnormal psychology<\/em>,\u00a0<em>95<\/em>(1), 15-20<\/p>\n<p>Mahajan, J. (1992). The overconfidence effect in marketing management predictions. JMR, Journal of Marketing Research, 29(3), 329-329. Retrieved from <a href=\"http:\/\/search.proquest.com\/docview\/235228569?accountid=27313\" rel=\"nofollow\">http:\/\/search.proquest.com\/docview\/235228569?accountid=27313<\/a><\/p>\n<p>Massad, C. M., Hubbard, M., &amp; Newtson, D. (1979). Selective perception of events.\u00a0<em>Journal of Experimental Social Psychology<\/em>,\u00a0<em>15<\/em>(6), 513-532.<\/p>\n<p>McCoy, C. E., &amp; Mickunas, A. (2000, July). The role of context and progressive commitment in plan continuation error. In\u00a0<em>Proceedings of the Human Factors and Ergonomics Society Annual Meeting<\/em>\u00a0(Vol. 44, No. 1, pp. 26-29). SAGE Publications.<\/p>\n<p>Moore, D. A., &amp; Small, D. A. (2007). Error and bias in comparative judgment: On being both better and worse than we think we are. Journal of Personality and Social Psychology, 92(6), 972-989. doi:<a href=\"http:\/\/dx.doi.org\/10.1037\/0022-3514.92.6.972\" rel=\"nofollow\">http:\/\/dx.doi.org\/10.1037\/0022-3514.92.6.972<\/a><\/p>\n<p>National Transportation Safety Board. (1972). <em>Aircraft Accident Report, AAR-73-14<\/em>. Washington, D.C.: NTSB<\/p>\n<p>National Transportation Safety Board. (1985). <em>Brief of Accident, DCA97MA049<\/em>. Washington, D.C.: NTSB<\/p>\n<p>National Transportation Safety Board. (1997). <em>Aircraft Accident Report. AAR-86\/05<\/em>. Washington, D.C.: NTSB<\/p>\n<p>Nickerson, R. S. (1998). Confirmation bias: A ubiquitous phenomenon in many guises.\u00a0<em>Review of General Psychology<\/em>,\u00a0<em>2<\/em>(2), 175<\/p>\n<p>Pascual, R., Mills, M., &amp; Henderson, S. (2001). Training and technology for teams.\u00a0<em>IEE CONTROL ENGINEERING SERIES<\/em>, 133-149.<\/p>\n<p>Schwarz, N., Bless, H., Strack, F., Klumpp, G., Rittenauer-Schatka, H., &amp; Simons, A. (1991). Ease of retrieval as information: Another look at the availability heuristic.\u00a0<em>Journal of Personality and Social psychology<\/em>,\u00a0<em>61<\/em>(2), 195-202.<\/p>\n<p>Thomas P. Harding, Psychiatric disability and clinical decision making: The impact of judgment error and bias, Clinical Psychology Review, Volume 24, Issue 6, October 2004, Pages 707-729, ISSN 0272-7358, 10.1016\/j.cpr.2004.06.003. (<a href=\"http:\/\/www.sciencedirect.com\/science\/article\/pii\/S0272735804000807\">http:\/\/www.sciencedirect.com\/science\/article\/pii\/S0272735804000807<\/a>)<\/p>\n<p>West, R., Krompinger, J., &amp; Bowry, R. (2005). Disruptions of preparatory attention contribute to failures of prospective memory. Psychonomic Bulletin &amp; Review (Pre-2011), 12(3), 502-7. Retrieved from <a href=\"http:\/\/search.proquest.com\/docview\/204940379?accountid=27313\" rel=\"nofollow\">http:\/\/search.proquest.com\/docview\/204940379?accountid=27313<\/a><\/p>\n<p>USAF. (ND). C-5 Stall Incident \u2013 Diego Garcia, F3214-VTC-98-0017 PIN# 613554 <a href=\"http:\/\/www.youtube.com\/watch?v=Tqo8Fq6zz3M\">http:\/\/www.youtube.com\/watch?v=Tqo8Fq6zz3M<\/a><\/p>\n<p>Wickens, C. D., &amp; Alexander, A. L. (2009). Attentional Tunneling and Task Management in Synthetic Vision Displays. International Journal Of Aviation Psychology, 19(2), 182-199. doi:10.1080\/10508410902766549<\/p>\n<p>=============================================<\/p>\n<p><a href=\"https:\/\/airlinesafety.blog\/angle-of-attack-book\/\"><img decoding=\"async\" data-attachment-id=\"659\" data-permalink=\"https:\/\/airlinesafety.blog\/2012\/02\/02\/inflight-fire\/aoa-book-image1\/\" data-orig-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2012\/02\/aoa-book-image1.jpg\" data-orig-size=\"395,522\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;S Malmquist&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;1501688080&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"aoa-book-image1\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2012\/02\/aoa-book-image1.jpg?w=227\" data-large-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2012\/02\/aoa-book-image1.jpg?w=395\" loading=\"lazy\" class=\"alignnone size-full wp-image-659\" src=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2012\/02\/aoa-book-image1.jpg?w=640\" alt=\"aoa-book-image1\" srcset=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2012\/02\/aoa-book-image1.jpg 395w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2012\/02\/aoa-book-image1.jpg?w=114&amp;h=150 114w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2012\/02\/aoa-book-image1.jpg?w=227&amp;h=300 227w\" sizes=\"(max-width: 395px) 100vw, 395px\"\/><\/a><\/p>\n<p><span id=\"wordads-inline-marker\" style=\"display: none;\"\/>\t\t\t<\/p><\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>By Captain Shem Malmquist Please also see my book, written with Roger Rapoport, available via the following link: \u201cAngle of Attack\u201c. Introduction Humans are subject to a variety of heuristic biases.\u00a0 These directly impact the decision making process, resulting in incorrect judgments.\u00a0 In most settings this can be relatively harmless, however, for those operating at [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":213092,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12028],"tags":[17183,12950,8870,13402,1644],"dealstore":[],"offerexpiration":[],"class_list":["post-213091","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-airline","tag-accidents","tag-aircraft","tag-bias","tag-cognitive","tag-role"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The role of Cognitive Bias in Aircraft Accidents - Som2ny Network<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fivemor.com\/?p=213091\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The role of Cognitive Bias in Aircraft Accidents - Som2ny Network\" \/>\n<meta property=\"og:description\" content=\"By Captain Shem Malmquist Please also see my book, written with Roger Rapoport, available via the following link: \u201cAngle of Attack\u201c. 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