{"id":182985,"date":"2025-04-13T16:24:10","date_gmt":"2025-04-13T16:24:10","guid":{"rendered":"https:\/\/peraltafinancing.com\/airline\/a-probabilistic-world-air-transport-safety-articles-by-shem-malmquist\/"},"modified":"2025-04-13T16:24:10","modified_gmt":"2025-04-13T16:24:10","slug":"a-probabilistic-world-air-transport-safety-articles-by-shem-malmquist","status":"publish","type":"post","link":"https:\/\/fivemor.com\/?p=182985","title":{"rendered":"A probabilistic world | Air Transport Safety Articles by Shem Malmquist"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<p><img decoding=\"async\" data-attachment-id=\"368\" data-permalink=\"https:\/\/airlinesafety.blog\/2016\/01\/31\/a-probabilistic-world\/ovals_pink_and_blue1-2\/\" data-orig-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2016\/01\/ovals_pink_and_blue11.png\" data-orig-size=\"852,406\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&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=\"ovals_pink_and_blue1\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2016\/01\/ovals_pink_and_blue11.png?w=300\" data-large-file=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2016\/01\/ovals_pink_and_blue11.png?w=640\" class=\"alignnone size-full wp-image-368\" src=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2016\/01\/ovals_pink_and_blue11.png?w=640\" alt=\"ovals_pink_and_blue1\" srcset=\"https:\/\/airlinesafety.blog\/wp-content\/uploads\/2016\/01\/ovals_pink_and_blue11.png 852w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2016\/01\/ovals_pink_and_blue11.png?w=150&amp;h=71 150w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2016\/01\/ovals_pink_and_blue11.png?w=300&amp;h=143 300w, https:\/\/airlinesafety.blog\/wp-content\/uploads\/2016\/01\/ovals_pink_and_blue11.png?w=768&amp;h=366 768w\" sizes=\"(max-width: 852px) 100vw, 852px\"\/><\/p>\n<p>As pilots we need to make decisions based on reality. \u00a0Anything else can lead to a very bad outcome, but what is reality and can we perceive the difference between reality and perception?<\/p>\n<p>We live in a probabilistic world.\u00a0 This may seem counterintuitive, and it may be true that there is an objective reality somewhere \u2013 a deterministic reality where an input leads to a very clear output \u2013 but even if that is true (and it is not clear that it is), we cannot perceive it as such as we are limited as to what we observe by our own senses.<\/p>\n<p>Is that color depicting the oceanic areas on the map at the top of this page blue?\u00a0 This perception will depend on the individuals color perception.\u00a0 A person that is color blind might perceive that area differently than someone who is not, but what the color blind person perceives is the <em>reality <\/em>to <em>them.<\/em><\/p>\n<p>Each person differs in their individual perceptions, and thus, their concept of reality is tainted by deficiencies in their own sight, hearing, sense of touch or equilibrium.\u00a0 Their perception is further impacted by biases that they might have (<a href=\"https:\/\/airlinesafety.wordpress.com\/2014\/04\/21\/the-role-of-cognitive-bias-in-aircraft-accidents\/\">as discussed in my previous post here<\/a>) and other factors such as fatigue.<\/p>\n<p>Human reaction is based on what we believe is most likely to be true given the combination of what we perceive as filtered through the factors described above. If we are aware of something that might impact our ability to discern objective reality (such as a color blind person described above might do) then we will adjust our estimate of the probability that we are correct accordingly.<\/p>\n<p>As a pilot we are even more removed from reality than most as we perceive a world that is far from what we evolved to be able to perceive. \u00a0There are many examples of this.\u00a0 Accelerations distort our reality and we need instruments to be sure which way is \u201cup\u201d.\u00a0 On landing in a big airplane we will perceive motion based on what our bit of the airplane is doing which can be quite different than what is happening at the landing gear.<\/p>\n<p>Pilots are particularly dependent on the probability of the situation but must be constantly aware that what they are perceiving might not be reality.\u00a0 Are our instruments correct?\u00a0 Is the sense of acceleration due to our pitch attitude or our forward acceleration?\u00a0 Is that apparent increase in height due to our local changes or is the airplane actually changing height?\u00a0 We cannot trust anything that we see but must weight all of it based on conditional probabilities.\u00a0 Is X true given Y? Are there other factors that will make it not true?\u00a0 As pilots we make these determinations through experience and it would be the rare pilot that would calculate the probability using something like Bayes theorem. \u00a0Regardless, we constantly need to second guess our assumptions and reassess as new information comes in. \u00a0Is there evidence to support what we believe to be true? \u00a0How reliable is that evidence? \u00a0Is that actually evidence or just what we want to believe? \u00a0These are the types of issues that can lead a pilot to pressing on into bad weather or with insufficient fuel just wanting to believe their own construction of reality. \u00a0The same is true of a pilot descending into terrain.<\/p>\n<p>Risk assessment.\u00a0 It is what we do and pilots are quite good at it but we need to constantly train our brains to ensure that we are making decisions based on actual evidence and not what we believe to be true as a consequence of bias and perceptual limitations.<\/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\" 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<div id=\"entry-author-info\">\n<div id=\"author-avatar\">\n\t\t\t\t\t\t\t<img alt=\"\" src=\"https:\/\/1.gravatar.com\/avatar\/71222e839936336880e5ead5cc76aa2fcca467386a8082d8acec7a434b719bca?s=60&amp;d=identicon&amp;r=G\" srcset=\"https:\/\/1.gravatar.com\/avatar\/71222e839936336880e5ead5cc76aa2fcca467386a8082d8acec7a434b719bca?s=60&amp;d=identicon&amp;r=G 1x, https:\/\/1.gravatar.com\/avatar\/71222e839936336880e5ead5cc76aa2fcca467386a8082d8acec7a434b719bca?s=90&amp;d=identicon&amp;r=G 1.5x, https:\/\/1.gravatar.com\/avatar\/71222e839936336880e5ead5cc76aa2fcca467386a8082d8acec7a434b719bca?s=120&amp;d=identicon&amp;r=G 2x, https:\/\/1.gravatar.com\/avatar\/71222e839936336880e5ead5cc76aa2fcca467386a8082d8acec7a434b719bca?s=180&amp;d=identicon&amp;r=G 3x, https:\/\/1.gravatar.com\/avatar\/71222e839936336880e5ead5cc76aa2fcca467386a8082d8acec7a434b719bca?s=240&amp;d=identicon&amp;r=G 4x\" class=\"avatar avatar-60\" height=\"60\" width=\"60\" loading=\"lazy\" decoding=\"async\"\/>\t\t\t\t\t\t<\/div>\n<p><!-- #author-avatar --><\/p>\n<div id=\"author-description\">\n<h2>\n\t\t\t\t\t\t\tAbout Shem Malmquist FRAeS\t\t\t\t\t\t\t<\/h2>\n<p>\t\t\t\t\t\t\tB-777 Captain.  Air Safety and Accident Investigator.  Previous experience includes Flight Operations management, Assistant Chief Pilot. Line Check Airman, ALPA Aircraft Technical and Engineering Chairman, Aircraft Performance and Designs Committee MEC Chair, Charting and Instrument Procedures Committee, Group Leader-Commercial Aviation Safety Team-Joint Safety Implementation Team (CAST)-Loss of Control-Human Factors and Automation, CAST-JSIT- Aircraft State Awareness. Fellow of the Royal Aeronautical Society, full Member of ISASI, AIAA, IEEE, HFES, FSF, AFA and the Resilience Engineering Association.  I am available for consulting, speaking or providing training seminars to your organization.  Please contact me at https:\/\/malmquistsafety.com\/for inquiries.\t\t\t\t\t\t\t<!-- #author-link\t-->\n\t\t\t\t\t\t<\/div>\n<p><!-- #author-description -->\n\t\t\t\t\t<\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>As pilots we need to make decisions based on reality. \u00a0Anything else can lead to a very bad outcome, but what is reality and can we perceive the difference between reality and perception? We live in a probabilistic world.\u00a0 This may seem counterintuitive, and it may be true that there is an objective reality somewhere [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":182986,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12028],"tags":[2236,13532,29562,72246,417,29561,5625,2379],"dealstore":[],"offerexpiration":[],"class_list":["post-182985","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-airline","tag-air","tag-articles","tag-malmquist","tag-probabilistic","tag-safety","tag-shem","tag-transport","tag-world"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>A probabilistic world | Air Transport Safety Articles by Shem Malmquist - 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=182985\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A probabilistic world | Air Transport Safety Articles by Shem Malmquist - Som2ny Network\" \/>\n<meta property=\"og:description\" content=\"As pilots we need to make decisions based on reality. \u00a0Anything else can lead to a very bad outcome, but what is reality and can we perceive the difference between reality and perception? 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