{"id":6409,"date":"2025-04-05T10:53:55","date_gmt":"2025-04-05T06:53:55","guid":{"rendered":"https:\/\/eoninvestment.com\/?p=6409"},"modified":"2026-04-13T16:47:53","modified_gmt":"2026-04-13T12:47:53","slug":"hazard-function-yield-degradation","status":"publish","type":"post","link":"https:\/\/eoninvestment.com\/ka\/2025\/04\/05\/hazard-function-yield-degradation\/","title":{"rendered":"<span class=\"eon-recovered-georgian-title\" data-no-translation=\"\">\u10e1\u10d0\u10e4\u10e0\u10d7\u10ee\u10d8\u10e1 \u10e4\u10e3\u10dc\u10e5\u10ea\u10d8\u10d0 \u10d3\u10d0 \u10d0\u10db\u10dd\u10dc\u10d0\u10d2\u10d4\u10d1\u10d8\u10e1 \u10d3\u10d4\u10d2\u10e0\u10d0\u10d3\u10d0\u10ea\u10d8\u10d0<\/span>"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">Fixed-income assets come with default risk. For example, the default probability statistics for commercial mortgages by years since loan origination look like this:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1437\" height=\"750\" data-attachment-id=\"6421\" data-permalink=\"https:\/\/eoninvestment.com\/ka\/2025\/04\/05\/hazard-function-yield-degradation\/image-410\/\" data-orig-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-23.png?fit=1437%2C750&amp;ssl=1\" data-orig-size=\"1437,750\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-23.png?fit=1024%2C534&amp;ssl=1\" class=\"wp-image-6421\" style=\"width: 500px\" src=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-23.png?resize=1437%2C750&#038;ssl=1\" alt=\"\"\/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Source:<\/strong> <em>Commercial Real Estate Analysis and Investments<\/em> by D. M. Geltner, N. G. Miller, J. Clayton, P. Eichholtz<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the event of default, it is often impossible to recover the full amount of the invested capital\u2026 which ultimately leads to a difference between the contractually expected IRR and the actual IRR \u2014 this is called \u201c<strong>Yield Degradation<\/strong>.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In the example below, a 5-year loan defaults in year 4, and only 80% of the expected amount is recovered. As a result, instead of the agreed IRR of 10%, the investor ends up with just 4.89%. The difference between these two figures is what is referred to as <strong>Yield Degradation<\/strong>:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"140\" data-attachment-id=\"6429\" data-permalink=\"https:\/\/eoninvestment.com\/ka\/2025\/04\/05\/hazard-function-yield-degradation\/image-415\/\" data-orig-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-26.png?fit=840%2C140&amp;ssl=1\" data-orig-size=\"840,140\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-26.png?fit=840%2C140&amp;ssl=1\" class=\"wp-image-6429\" style=\"width: 1000px\" src=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-26.png?resize=840%2C140&#038;ssl=1\" alt=\"\"\/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">An interesting point here is that the <strong>later<\/strong> the default occurs, the <strong>lower<\/strong> the yield degradation tends to be.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"828\" height=\"73\" data-attachment-id=\"6431\" data-permalink=\"https:\/\/eoninvestment.com\/ka\/2025\/04\/05\/hazard-function-yield-degradation\/image-416\/\" data-orig-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-27.png?fit=828%2C73&amp;ssl=1\" data-orig-size=\"828,73\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-27.png?fit=828%2C73&amp;ssl=1\" class=\"wp-image-6431\" style=\"width: 1000px\" src=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-27.png?resize=828%2C73&#038;ssl=1\" alt=\"\"\/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Understanding this reality leads to the need to calculate the probability of default and incorporate its impact into the pricing of contracts in a meaningful way. In other words, investors should understand what kind of return they can realistically expect on their investment, given the likelihood of default.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To achieve this, historical statistical analysis is conducted, credit rating systems are developed, and default probabilities are determined. For example (ChatGPT):<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In order to calculate the expected return based on default probabilities, certain mathematical steps are necessary. First, based on statistical data, we define the <strong>Hazard Function<\/strong>, then compute the <strong>Survival Probability<\/strong>, <strong>Cumulative Survival Probability<\/strong>, and <strong>Unconditional Default Probability<\/strong> by year. Finally, we arrive at the <strong>expected IRR<\/strong> (it&#8217;s a bit complex, but manageable in Excel).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1248\" height=\"182\" data-attachment-id=\"6439\" data-permalink=\"https:\/\/eoninvestment.com\/ka\/2025\/04\/05\/hazard-function-yield-degradation\/image-418\/\" data-orig-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-29.png?fit=1248%2C182&amp;ssl=1\" data-orig-size=\"1248,182\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-29.png?fit=1024%2C149&amp;ssl=1\" class=\"wp-image-6439\" style=\"width: 1000px\" src=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/image-29.png?resize=1248%2C182&#038;ssl=1\" alt=\"\"\/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Definitions:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Hazard Function<\/strong> \u2013 The <em>conditional probability<\/em> of default in each period (year). \u201cConditional\u201d means the probability that default happens in the given period <em>assuming<\/em> it hasn\u2019t happened in any prior period.<\/li>\n\n\n\n<li><strong>Conditional Survival Probability<\/strong> = 1 \u2013 Hazard Function<br \/>The probability of <em>not<\/em> defaulting in the current period, assuming survival through all previous periods.<br \/>If we know the default rates by period, we can calculate this.<\/li>\n\n\n\n<li><strong>Cumulative Survival Probability [t]<\/strong> = Cumulative Survival [t-1] \u00d7 Conditional Survival [t]<br \/>The probability that default has not occurred <strong>up to<\/strong> a specific period.<br \/>Since the survival in any period depends on survival in the prior periods as well, we multiply the survival probabilities together to get the cumulative value.<\/li>\n\n\n\n<li><strong>Unconditional Default Probability<\/strong> = Cumulative Survival Probability \u00d7 Hazard<br \/>This is the <em>actual<\/em> probability that default will occur in a specific period.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/eoninvestment.com\/wp-content\/uploads\/2025\/03\/18.1.-mortgage-default-probability.xlsx\">Mortgage Default Probability Excel<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">p.s.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The diagram below shows both Yield Degradation and Default Risk. These are two distinct components. The first reflects the expectation of default, while the second shows the range of deviation from that expectation \u2014 one is the average, the other is the potential scale of deviation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1424\" height=\"719\" data-attachment-id=\"6480\" data-permalink=\"https:\/\/eoninvestment.com\/ka\/2025\/04\/05\/hazard-function-yield-degradation\/image-420\/\" data-orig-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/04\/image-1.png?fit=1424%2C719&amp;ssl=1\" data-orig-size=\"1424,719\" 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=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/04\/image-1.png?fit=1024%2C517&amp;ssl=1\" class=\"wp-image-6480\" style=\"width: 700px\" src=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2025\/04\/image-1.png?resize=1424%2C719&#038;ssl=1\" alt=\"\"\/><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><br \/><strong>Source:<\/strong> Commercial Real Estate Analysis and Investments, D. M. Geltner, N. G. Miller, J. Clayton, P. Eichholtz<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Fixed-income assets come with default risk. For example, the default probability statistics for commercial mortgages by years since loan origination look like this: Source: Commercial Real Estate Analysis and Investments by D. [\u2026]<\/p>","protected":false},"author":12998525,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_eon_insights_quality":"","_eon_insights_decision":"","_eon_insights_destination":"","_eon_insights_merge_group":"","_eon_insights_required_changes":"","_eon_insights_start_order":0,"_eon_featured_insight":0,"_eon_insights_map_version":"","_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[776998870,31110612,256440],"tags":[18203844,779497974],"eon_topic":[],"eon_learning_path":[],"eon_collection":[],"eon_level":[784445728],"eon_content_type":[],"eon_source":[784445722],"eon_idea":[784445708],"eon_framework":[],"class_list":["post-6409","post","type-post","status-publish","format-standard","hentry","category-commercial-real-estate-analysis-and-investments-d-m-geltner-n-g-miller-j-clayton-p-eichholtz","category-excel-models","category-real-estate-investments","tag-hazard-function","tag-yield-degradation","eon_level-advanced","eon_source-commercial-real-estate-analysis-and-investments-d-m-geltner-n-g-miller-j-clayton-p-eichholtz","eon_idea-real-estate-investments"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Hazard Function &amp; Yield Degradation - Eon Investment<\/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:\/\/eoninvestment.com\/ka\/2025\/04\/05\/hazard-function-yield-degradation\/\" \/>\n<meta property=\"og:locale\" content=\"ka_GE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Hazard Function &amp; Yield Degradation - Eon Investment\" \/>\n<meta property=\"og:description\" content=\"Fixed-income assets come with default risk. 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