{"id":12298,"date":"2026-05-02T14:36:20","date_gmt":"2026-05-02T10:36:20","guid":{"rendered":"https:\/\/eoninvestment.com\/?p=12298"},"modified":"2026-05-04T08:16:43","modified_gmt":"2026-05-04T04:16:43","slug":"enfrom-ratings-to-historical-default-probabilitieska%e1%83%a0%e1%83%94%e1%83%98%e1%83%a2%e1%83%98%e1%83%9c%e1%83%92%e1%83%98%e1%83%93%e1%83%90%e1%83%9c-%e1%83%93%e1%83%94%e1%83%a4%e1%83%9d","status":"publish","type":"post","link":"https:\/\/eoninvestment.com\/ka\/2026\/05\/02\/enfrom-ratings-to-historical-default-probabilitieska%e1%83%a0%e1%83%94%e1%83%98%e1%83%a2%e1%83%98%e1%83%9c%e1%83%92%e1%83%98%e1%83%93%e1%83%90%e1%83%9c-%e1%83%93%e1%83%94%e1%83%a4%e1%83%9d\/","title":{"rendered":"<span class=\"eon-recovered-georgian-title\" data-no-translation=\"\">\u10e0\u10d4\u10d8\u10e2\u10d8\u10dc\u10d2\u10d8\u10d3\u10d0\u10dc \u10d3\u10d4\u10e4\u10dd\u10da\u10e2\u10d8\u10e1 \u10d0\u10da\u10d1\u10d0\u10d7\u10dd\u10d1\u10d0\u10db\u10d3\u10d4<\/span>"},"content":{"rendered":"<p class=\"wp-block-paragraph\">A credit rating \u2014 AAA, BBB, and so on \u2014 is a compact measure of <strong>relative credit risk<\/strong>. It shows how risky one debtor is compared with another. Therefore, for the rating to become analytically useful, it has to be connected to historical default data.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Cumulative Default Rate<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A historical default table shows how frequently bonds with a given initial rating defaulted over different time horizons.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In other words, if a bond has a certain rating today, the table may show what percentage of similar bonds defaulted by the end of the first year, third year, fifth year, tenth year, and so on. This is the <strong>cumulative default rate<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It answers the question:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Of the bonds that started the period with this rating, what percentage had already defaulted by a specific point in time?<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1008\" height=\"472\" data-attachment-id=\"12309\" data-permalink=\"https:\/\/eoninvestment.com\/ka\/2026\/05\/02\/enfrom-ratings-to-historical-default-probabilitieska%e1%83%a0%e1%83%94%e1%83%98%e1%83%a2%e1%83%98%e1%83%9c%e1%83%92%e1%83%98%e1%83%93%e1%83%90%e1%83%9c-%e1%83%93%e1%83%94%e1%83%a4%e1%83%9d\/image-762\/\" data-orig-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image.png?fit=1008%2C472&amp;ssl=1\" data-orig-size=\"1008,472\" data-comments-opened=\"0\" 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\/2026\/05\/image.png?fit=1008%2C472&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image.png?resize=1008%2C472&#038;ssl=1\" alt=\"\" class=\"wp-image-12309\" srcset=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image.png?w=1008&amp;ssl=1 1008w, https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image.png?resize=300%2C140&amp;ssl=1 300w, https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image.png?resize=768%2C360&amp;ssl=1 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Two Interesting Observations from the Table<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Default risk does not accumulate at the same speed across all ratings<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The cumulative default rate always increases over time because defaults accumulate. But the <strong>speed of increase<\/strong> differs by rating.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For stronger issuers, default risk usually accumulates gradually. They are financially healthy at the starting point, so their short-term default risk is low.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For weaker issuers, risk is often concentrated in the early years. The first few years may be decisive. If the company survives this period, the remaining survivor group may be stronger than the original group.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">So the table does not only show that \u201chigher rating = lower risk.\u201d It also shows the <strong>shape of credit risk through time<\/strong>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-1.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1014\" height=\"452\" data-attachment-id=\"12313\" data-permalink=\"https:\/\/eoninvestment.com\/ka\/2026\/05\/02\/enfrom-ratings-to-historical-default-probabilitieska%e1%83%a0%e1%83%94%e1%83%98%e1%83%a2%e1%83%98%e1%83%9c%e1%83%92%e1%83%98%e1%83%93%e1%83%90%e1%83%9c-%e1%83%93%e1%83%94%e1%83%a4%e1%83%9d\/image-763\/\" data-orig-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-1.png?fit=1014%2C452&amp;ssl=1\" data-orig-size=\"1014,452\" data-comments-opened=\"0\" 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\/2026\/05\/image-1.png?fit=1014%2C452&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-1.png?resize=1014%2C452&#038;ssl=1\" alt=\"\" class=\"wp-image-12313\" srcset=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-1.png?w=1014&amp;ssl=1 1014w, https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-1.png?resize=300%2C134&amp;ssl=1 300w, https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-1.png?resize=768%2C342&amp;ssl=1 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. The investment-grade boundary matters<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The move from investment grade to speculative grade is not merely a symbolic downgrade.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Historically, the jump in default rates around the <strong>BBB\/BB boundary<\/strong> is quite large. This is why losing investment-grade status can have a serious impact on a company\u2019s cost of funding, investor base, and refinancing flexibility.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The table shows that credit risk does not always rise smoothly, one rating notch at a time. At some boundaries, the change is economically meaningful.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-2.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"786\" height=\"122\" data-attachment-id=\"12316\" data-permalink=\"https:\/\/eoninvestment.com\/ka\/2026\/05\/02\/enfrom-ratings-to-historical-default-probabilitieska%e1%83%a0%e1%83%94%e1%83%98%e1%83%a2%e1%83%98%e1%83%9c%e1%83%92%e1%83%98%e1%83%93%e1%83%90%e1%83%9c-%e1%83%93%e1%83%94%e1%83%a4%e1%83%9d\/image-764\/\" data-orig-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-2.png?fit=786%2C122&amp;ssl=1\" data-orig-size=\"786,122\" data-comments-opened=\"0\" 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\/2026\/05\/image-2.png?fit=786%2C122&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-2.png?resize=786%2C122&#038;ssl=1\" alt=\"\" class=\"wp-image-12316\" srcset=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-2.png?w=786&amp;ssl=1 786w, https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-2.png?resize=300%2C47&amp;ssl=1 300w, https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-2.png?resize=768%2C119&amp;ssl=1 768w\" sizes=\"auto, (max-width: 786px) 100vw, 786px\" \/><\/a><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Annual Unconditional Default Probability<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The cumulative default rate shows how many bonds had defaulted by a specific point in time.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But we may want to ask a different question:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">What percentage defaulted specifically during this year?<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">This is the <strong>annual unconditional default probability<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It is calculated as the difference between two cumulative default rates:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><msub><mi>q<\/mi><mi>t<\/mi><\/msub><mo>=<\/mo><msub><mi>Q<\/mi><mi>t<\/mi><\/msub><mo>\u2212<\/mo><msub><mi>Q<\/mi><mrow><mi>t<\/mi><mo>\u2212<\/mo><mn>1<\/mn><\/mrow><\/msub><\/mrow><annotation encoding=\"application\/x-tex\">q_t = Q_t &#8211; Q_{t-1}<\/annotation><\/semantics><\/math>Where:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><msub><mi>Q<\/mi><mi>t<\/mi><\/msub><\/mrow><annotation encoding=\"application\/x-tex\">Q_t<\/annotation><\/semantics><\/math>Qt\u200b = cumulative default probability by the end of year <math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>t<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">t<\/annotation><\/semantics><\/math>t<\/li>\n\n\n\n<li><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><msub><mi>Q<\/mi><mrow><mi>t<\/mi><mo>\u2212<\/mo><mn>1<\/mn><\/mrow><\/msub><\/mrow><annotation encoding=\"application\/x-tex\">Q_{t-1}<\/annotation><\/semantics><\/math>Qt\u22121\u200b = cumulative default probability by the end of the previous year<\/li>\n\n\n\n<li><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><msub><mi>q<\/mi><mi>t<\/mi><\/msub><\/mrow><annotation encoding=\"application\/x-tex\">q_t<\/annotation><\/semantics><\/math>qt\u200b = probability of default during year <math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>t<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">t<\/annotation><\/semantics><\/math>t, viewed from today<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">For example, if the cumulative default probability is <strong>29.384%<\/strong> by the end of year 2 and <strong>38.682%<\/strong> by the end of year 3, then the probability of default during year 3 is:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><mn>38.682<\/mn><mi mathvariant=\"normal\">%<\/mi><mo>\u2212<\/mo><mn>29.384<\/mn><mi mathvariant=\"normal\">%<\/mi><mo>=<\/mo><mn>9.298<\/mn><mi mathvariant=\"normal\">%<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">38.682\\% &#8211; 29.384\\% = 9.298\\%<\/annotation><\/semantics><\/math>This means:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">From today\u2019s perspective, 9.298% of the original group will default specifically during the third year.<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Conditional Default Probability \u2014 Hazard Rate<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The annual unconditional default probability is measured from the original starting point. But suppose that by the start of year 3, some bonds have already defaulted. In that case, a more precise question appears:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">If the bond has survived until the beginning of year 3, what is the probability that it defaults during year 3?<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">This is the <strong>annual conditional default probability<\/strong>, or the discrete version of the <strong>hazard rate<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><msub><mi>h<\/mi><mi>t<\/mi><\/msub><mo>=<\/mo><mfrac><mrow><msub><mi>Q<\/mi><mi>t<\/mi><\/msub><mo>\u2212<\/mo><msub><mi>Q<\/mi><mrow><mi>t<\/mi><mo>\u2212<\/mo><mn>1<\/mn><\/mrow><\/msub><\/mrow><mrow><mn>1<\/mn><mo>\u2212<\/mo><msub><mi>Q<\/mi><mrow><mi>t<\/mi><mo>\u2212<\/mo><mn>1<\/mn><\/mrow><\/msub><\/mrow><\/mfrac><\/mrow><annotation encoding=\"application\/x-tex\">h_t = \\frac{Q_t &#8211; Q_{t-1}}{1 &#8211; Q_{t-1}}<\/annotation><\/semantics><\/math>Using the same example:<math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><msub><mi>h<\/mi><mn>3<\/mn><\/msub><mo>=<\/mo><mfrac><mrow><mn>9.298<\/mn><mi mathvariant=\"normal\">%<\/mi><\/mrow><mrow><mn>70.616<\/mn><mi mathvariant=\"normal\">%<\/mi><\/mrow><\/mfrac><mo>=<\/mo><mn>13.17<\/mn><mi mathvariant=\"normal\">%<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">h_3 = \\frac{9.298\\%}{70.616\\%} = 13.17\\%<\/annotation><\/semantics><\/math><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">So the same default event can be viewed in two ways:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Measure<\/th><th>Meaning<\/th><\/tr><\/thead><tbody><tr><td><strong>9.298%<\/strong><\/td><td>Probability of default during year 3, viewed from today<\/td><\/tr><tr><td><strong>13.17%<\/strong><\/td><td>Probability of default during year 3, conditional on the bond having survived until year 3<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">This is one of the most useful ideas in credit analysis. It transforms a cumulative default table into a year-by-year picture of conditional credit risk.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Translating Annual Hazard Rates into Shorter Periods<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Once we have an annual conditional default probability, we can translate it into shorter periods \u2014 for example, quarters or months. This is useful because bonds and other credit instruments often have interim cash flows before year-end.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, if the annual conditional default probability is <strong>12%<\/strong>, then the monthly probability can be calculated as:<math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><msub><mi>p<\/mi><mrow><mi>m<\/mi><mi>o<\/mi><mi>n<\/mi><mi>t<\/mi><mi>h<\/mi><\/mrow><\/msub><mo>=<\/mo><mn>1<\/mn><mo>\u2212<\/mo><mo stretchy=\"false\">(<\/mo><mn>1<\/mn><mo>\u2212<\/mo><mn>12<\/mn><mi mathvariant=\"normal\">%<\/mi><msup><mo stretchy=\"false\">)<\/mo><mrow><mn>1<\/mn><mi mathvariant=\"normal\">\/<\/mi><mn>12<\/mn><\/mrow><\/msup><\/mrow><annotation encoding=\"application\/x-tex\">p_{month}=1-(1-12\\%)^{1\/12}<\/annotation><\/semantics><\/math><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This requires one simplifying assumption:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Default risk is distributed evenly within the year.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">This assumption may not be perfect, but it is practical. It allows us to estimate monthly or quarterly credit risk from annual rating data without needing separate monthly historical default tables.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>From Probability to Expected Loss<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Default probability is not the same as expected loss.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If a bond defaults, the investor may still recover part of the face value. The recovered percentage is the <strong>recovery rate<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Loss severity is:<math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><mi>L<\/mi><mi>G<\/mi><mi>D<\/mi><mo>=<\/mo><mn>1<\/mn><mo>\u2212<\/mo><mi>R<\/mi><mi>e<\/mi><mi>c<\/mi><mi>o<\/mi><mi>v<\/mi><mi>e<\/mi><mi>r<\/mi><mi>y<\/mi><mtext>&nbsp;<\/mtext><mi>R<\/mi><mi>a<\/mi><mi>t<\/mi><mi>e<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">LGD = 1 &#8211; Recovery\\ Rate<\/annotation><\/semantics><\/math>Expected loss is:<math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><mi>E<\/mi><mi>x<\/mi><mi>p<\/mi><mi>e<\/mi><mi>c<\/mi><mi>t<\/mi><mi>e<\/mi><mi>d<\/mi><mtext>&nbsp;<\/mtext><mi>L<\/mi><mi>o<\/mi><mi>s<\/mi><mi>s<\/mi><mo>=<\/mo><mi>P<\/mi><mi>D<\/mi><mo>\u00d7<\/mo><mi>L<\/mi><mi>G<\/mi><mi>D<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">Expected\\ Loss = PD \\times LGD<\/annotation><\/semantics><\/math><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Therefore, a <strong>3%<\/strong> default probability and a <strong>40%<\/strong> recovery rate imply a <strong>1.8%<\/strong> expected loss:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><mn>3<\/mn><mi mathvariant=\"normal\">%<\/mi><mo>\u00d7<\/mo><mn>60<\/mn><mi mathvariant=\"normal\">%<\/mi><mo>=<\/mo><mn>1.8<\/mn><mi mathvariant=\"normal\">%<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">3\\% \\times 60\\% = 1.8\\%<\/annotation><\/semantics><\/math><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The recovery rate also depends on the instrument\u2019s position in the capital structure. Senior secured debt, senior unsecured debt, subordinated debt, and junior claims can have very different recovery outcomes.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-3.png?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"257\" data-attachment-id=\"12329\" data-permalink=\"https:\/\/eoninvestment.com\/ka\/2026\/05\/02\/enfrom-ratings-to-historical-default-probabilitieska%e1%83%a0%e1%83%94%e1%83%98%e1%83%a2%e1%83%98%e1%83%9c%e1%83%92%e1%83%98%e1%83%93%e1%83%90%e1%83%9c-%e1%83%93%e1%83%94%e1%83%a4%e1%83%9d\/image-765\/\" data-orig-file=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-3.png?fit=600%2C257&amp;ssl=1\" data-orig-size=\"600,257\" data-comments-opened=\"0\" 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\/2026\/05\/image-3.png?fit=600%2C257&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-3.png?resize=600%2C257&#038;ssl=1\" alt=\"\" class=\"wp-image-12329\" srcset=\"https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-3.png?w=600&amp;ssl=1 600w, https:\/\/i0.wp.com\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/image-3.png?resize=300%2C129&amp;ssl=1 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Excel-<a href=\"https:\/\/eoninvestment.com\/wp-content\/uploads\/2026\/05\/23.1-credit_risk_default_tables_model.xlsx\">credit_risk_default_tables_model<\/a><\/strong><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u10d0\u10d3\u10d0\u10de\u10e2\u10d8\u10e0\u10d4\u10d1\u10e3\u10da\u10d8\u10d0 \u10ec\u10e7\u10d0\u10e0\u10dd\u10d3\u10d0\u10dc:<\/strong><br \/><em>Options, Futures, and Other Derivatives<\/em> \u2014 John C. Hull<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>","protected":false},"excerpt":{"rendered":"<p>\u10e1\u10d0\u10d9\u10e0\u10d4\u10d3\u10d8\u10e2\u10dd \u10e0\u10d4\u10d8\u10e2\u10d8\u10dc\u10d2\u10d8 (AAA, BBB&#8230;) \u10d0\u10e0\u10d8\u10e1 \u10e8\u10d4\u10d3\u10d0\u10e0\u10d4\u10d1\u10d8\u10d7\u10d8 \u10e1\u10d0\u10d9\u10e0\u10d4\u10d3\u10d8\u10e2\u10dd \u10e0\u10d8\u10e1\u10d9\u10d8\u10e1 \u10d9\u10dd\u10db\u10de\u10d0\u10e5\u10e2\u10e3\u10e0\u10d8 \u10e1\u10d0\u10d6\u10dd\u10db\u10d8. \u10d8\u10e1 \u10d0\u10e9\u10d5\u10d4\u10dc\u10d4\u10d1\u10e1, \u10e0\u10d0\u10db\u10d3\u10d4\u10dc\u10d0\u10d3 \u10e0\u10d8\u10e1\u10d9\u10d8\u10d0\u10dc\u10d8\u10d0 \u10d4\u10e0\u10d7\u10d8 \u10d3\u10d4\u10d1\u10d8\u10e2\u10dd\u10e0\u10d8 \u10db\u10d4\u10dd\u10e0\u10d4\u10e1\u10d7\u10d0\u10dc \u10e8\u10d4\u10d3\u10d0\u10e0\u10d4\u10d1\u10d8\u10d7. \u10d0\u10db\u10d8\u10e2\u10dd\u10db \u10d0\u10dc\u10d0\u10da\u10d8\u10e2\u10d8\u10d9\u10e3\u10e0\u10d0\u10d3 \u10d2\u10d0\u10db\u10dd\u10e1\u10d0\u10d3\u10d4\u10d2\u10d8 \u10e0\u10dd\u10db \u10d2\u10d0\u10ee\u10d3\u10d4\u10e1, \u10d8\u10e1 \u10e3\u10dc\u10d3\u10d0 \u10d3\u10d0\u10d5\u10d0\u10d9\u10d0\u10d5\u10e8\u10d8\u10e0\u10dd\u10d7 \u10d3\u10d4\u10e4\u10dd\u10da\u10e2\u10d8\u10e1 \u10d8\u10e1\u10e2\u10dd\u10e0\u10d8\u10e3\u10da \u10db\u10dd\u10dc\u10d0\u10ea\u10d4\u10db\u10d4\u10d1\u10d7\u10d0\u10dc. \u10d3\u10d4\u10e4\u10dd\u10da\u10e2\u10d8\u10e1 \u10d9\u10e3\u10db\u10e3\u10da\u10d0\u10ea\u10d8\u10e3\u10e0\u10d8 \u10d2\u10d0\u10dc\u10d0\u10d9\u10d5\u10d4\u10d7\u10d8 [\u2026]<\/p>","protected":false},"author":12998525,"featured_media":0,"comment_status":"closed","ping_status":"closed","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":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[784237235,37048],"tags":[],"eon_topic":[],"eon_learning_path":[],"eon_collection":[],"eon_level":[],"eon_content_type":[],"eon_source":[],"eon_idea":[784445689],"eon_framework":[],"class_list":["post-12298","post","type-post","status-publish","format-standard","hentry","category-options-futures-other-derivatives-john-c-hull-ka","category-interest-rates","eon_idea-interest-rates"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - 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