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	<title>Definition:Risk adjustment - Revision history</title>
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	<updated>2026-06-15T04:31:24Z</updated>
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		<updated>2026-03-10T14:16:02Z</updated>

		<summary type="html">&lt;p&gt;Bot: Updating existing article from JSON&lt;/p&gt;
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				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;← Older revision&lt;/td&gt;
				&lt;td colspan=&quot;2&quot; style=&quot;background-color: #fff; color: #202122; text-align: center;&quot;&gt;Revision as of 22:16, 10 March 2026&lt;/td&gt;
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  &lt;td colspan=&quot;2&quot; class=&quot;diff-lineno&quot;&gt;Line 1:&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;📋 &#039;&#039;&#039;Risk adjustment&#039;&#039;&#039; is the explicit provision within the [[Definition:IFRS17 | IFRS17]] measurement framework that compensates an insurer for bearing the uncertainty inherent in the amount and timing of future [[Definition:Fulfilment cash flows | fulfilment cash flows]] arising from [[Definition:Insurance contract | insurance contracts]]. It sits alongside the present value of expected cash flows and the [[Definition:Contractual Service Margin (CSM) | Contractual Service Margin]] as one of the three building blocks of the contract liability. Unlike a generic contingency buffer, the risk adjustment is a current, market-consistent estimate of what the insurer would rationally demand for taking on non-financial [[Definition:Risk | risk]] — principally insurance risk and, where relevant, lapsed-policy and expense risk.&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;⚖️ &#039;&#039;&#039;Risk adjustment&#039;&#039;&#039; is a statistical mechanism used in insurance to recalibrate premiums, payments, or financial results so they account for differences in the underlying risk profile of an insured population or portfolio. In [[Definition:Health insurance | health insurance]], it is most prominently associated with government programs — such as the Affordable Care Act&#039;s marketplace plans and [[Definition:Medicare Advantage | Medicare Advantage]] — where [[Definition:Insurance carrier | carriers]] receive higher or lower payments depending on the documented health status of their enrollees. In [[Definition:Property and casualty insurance | property and casualty]] lines, the concept appears in [[Definition:Reinsurance | reinsurance]] negotiations and [[Definition:Reserving | reserving]] practices, where raw [[Definition:Loss ratio | loss ratios]] are adjusted to reflect the true hazard characteristics of the book of business rather than surface-level claim counts.&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br /&gt;&lt;/td&gt;
&lt;/tr&gt;
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  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;⚙️ IFRS17 does not prescribe a single technique for calculating the risk adjustment; insurers may use confidence-level methods, cost-of-capital approaches, or other actuarial techniques, provided the result reflects the entity&#039;s own assessment of risk. A carrier writing volatile [[Definition:Catastrophe | catastrophe]]-exposed [[Definition:Property insurance | property]] business, for example, would typically carry a higher risk adjustment than one writing stable long-tail [[Definition:Liability insurance | liability]] lines, all else being equal. Each reporting period the risk adjustment is remeasured at current assumptions, and any change relating to current or past service flows through profit or loss — giving users of financial statements a real-time gauge of how uncertainty is evolving across the book.&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;🔧 The mechanics vary by context but share a common logic: assign each risk a score or factor that captures its expected cost, then redistribute funds or modify metrics accordingly. In health insurance, [[Definition:Actuarial analysis | actuarial]] models ingest diagnosis codes, demographic data, and utilization patterns to produce a risk score for every enrollee; plans that attract sicker members receive a transfer payment from plans with healthier members, neutralizing the incentive to cherry-pick low-cost lives. In P&amp;amp;C settings, [[Definition:Underwriter | underwriters]] and [[Definition:Actuary | actuaries]] apply risk adjustment when comparing performance across different segments — for example, normalizing [[Definition:Combined ratio | combined ratios]] between a coastal [[Definition:Homeowners insurance | homeowners]] portfolio and an inland one so management can evaluate each on a level playing field. [[Definition:International Financial Reporting Standards (IFRS) | IFRS 17]] also introduced an explicit risk adjustment for non-financial risk in insurance contract liabilities, requiring insurers to quantify the compensation they demand for bearing uncertainty.&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;br /&gt;&lt;/td&gt;
&lt;/tr&gt;
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  &lt;td colspan=&quot;2&quot; class=&quot;diff-empty diff-side-deleted&quot;&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;💡 Disclosure requirements add a layer of transparency that distinguishes IFRS17 from many other accounting regimes: insurers must report the confidence level to which the risk adjustment corresponds, enabling analysts and [[Definition:Rating agency | rating agencies]] to benchmark conservatism across companies. This visibility has practical consequences — firms that set their risk adjustments too aggressively risk market skepticism, while overly conservative calibrations suppress reported earnings unnecessarily. Getting the balance right has become a strategic exercise that involves actuaries, finance leaders, and investor-relations teams working in concert.&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;💡 Without risk adjustment, the economics of insurance can break down quickly. Carriers that enroll or underwrite higher-risk populations would appear unprofitable relative to competitors who skim healthier or lower-hazard segments, even if both are managing their books competently. This distortion discourages participation in markets that need capacity most, ultimately reducing consumer choice and threatening market stability. For [[Definition:Insurtech | insurtech]] companies entering health or specialty lines, understanding and optimizing for risk adjustment models is not optional — it directly determines whether a given book generates margin or hemorrhages capital.&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;&#039;&#039;&#039;Related concepts&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;:&lt;/ins&gt;&#039;&#039;&#039;&lt;/div&gt;&lt;/td&gt;
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  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [[Definition:&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Actuarial analysis&lt;/del&gt;]]&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [[Definition:&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;IFRS17&lt;/ins&gt;]]&lt;/div&gt;&lt;/td&gt;
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  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [[Definition:&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Risk&lt;/del&gt; &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;score&lt;/del&gt;]]&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [[Definition:&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Fulfilment&lt;/ins&gt; &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;cash flows&lt;/ins&gt;]]&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;−&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [[Definition:&lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Loss&lt;/del&gt; &lt;del style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;ratio&lt;/del&gt;]]&lt;/div&gt;&lt;/td&gt;
  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [[Definition:&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Contractual&lt;/ins&gt; &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Service Margin (CSM)&lt;/ins&gt;]]&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [[Definition:&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Building&lt;/ins&gt; &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Block&lt;/ins&gt; &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Approach&lt;/ins&gt; (&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;BBA&lt;/ins&gt;)]]&lt;/div&gt;&lt;/td&gt;
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  &lt;td class=&quot;diff-marker&quot; data-marker=&quot;+&quot;&gt;&lt;/td&gt;
  &lt;td style=&quot;color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;&quot;&gt;&lt;div&gt;* [[Definition:&lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;Solvency&lt;/ins&gt; &lt;ins style=&quot;font-weight: bold; text-decoration: none;&quot;&gt;II&lt;/ins&gt;]]&lt;/div&gt;&lt;/td&gt;
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		<author><name>PlumBot</name></author>
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	<entry>
		<id>https://www.insurerbrain.com/w/index.php?title=Definition:Risk_adjustment&amp;diff=8196&amp;oldid=prev</id>
		<title>PlumBot: Bot: Creating new article from JSON</title>
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		<updated>2026-03-10T13:49:31Z</updated>

		<summary type="html">&lt;p&gt;Bot: Creating new article from JSON&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;⚖️ &amp;#039;&amp;#039;&amp;#039;Risk adjustment&amp;#039;&amp;#039;&amp;#039; is a statistical mechanism used in insurance to recalibrate premiums, payments, or financial results so they account for differences in the underlying risk profile of an insured population or portfolio. In [[Definition:Health insurance | health insurance]], it is most prominently associated with government programs — such as the Affordable Care Act&amp;#039;s marketplace plans and [[Definition:Medicare Advantage | Medicare Advantage]] — where [[Definition:Insurance carrier | carriers]] receive higher or lower payments depending on the documented health status of their enrollees. In [[Definition:Property and casualty insurance | property and casualty]] lines, the concept appears in [[Definition:Reinsurance | reinsurance]] negotiations and [[Definition:Reserving | reserving]] practices, where raw [[Definition:Loss ratio | loss ratios]] are adjusted to reflect the true hazard characteristics of the book of business rather than surface-level claim counts.&lt;br /&gt;
&lt;br /&gt;
🔧 The mechanics vary by context but share a common logic: assign each risk a score or factor that captures its expected cost, then redistribute funds or modify metrics accordingly. In health insurance, [[Definition:Actuarial analysis | actuarial]] models ingest diagnosis codes, demographic data, and utilization patterns to produce a risk score for every enrollee; plans that attract sicker members receive a transfer payment from plans with healthier members, neutralizing the incentive to cherry-pick low-cost lives. In P&amp;amp;C settings, [[Definition:Underwriter | underwriters]] and [[Definition:Actuary | actuaries]] apply risk adjustment when comparing performance across different segments — for example, normalizing [[Definition:Combined ratio | combined ratios]] between a coastal [[Definition:Homeowners insurance | homeowners]] portfolio and an inland one so management can evaluate each on a level playing field. [[Definition:International Financial Reporting Standards (IFRS) | IFRS 17]] also introduced an explicit risk adjustment for non-financial risk in insurance contract liabilities, requiring insurers to quantify the compensation they demand for bearing uncertainty.&lt;br /&gt;
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💡 Without risk adjustment, the economics of insurance can break down quickly. Carriers that enroll or underwrite higher-risk populations would appear unprofitable relative to competitors who skim healthier or lower-hazard segments, even if both are managing their books competently. This distortion discourages participation in markets that need capacity most, ultimately reducing consumer choice and threatening market stability. For [[Definition:Insurtech | insurtech]] companies entering health or specialty lines, understanding and optimizing for risk adjustment models is not optional — it directly determines whether a given book generates margin or hemorrhages capital.&lt;br /&gt;
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&amp;#039;&amp;#039;&amp;#039;Related concepts&amp;#039;&amp;#039;&amp;#039;&lt;br /&gt;
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* [[Definition:Actuarial analysis]]&lt;br /&gt;
* [[Definition:Risk score]]&lt;br /&gt;
* [[Definition:Loss ratio]]&lt;br /&gt;
* [[Definition:International Financial Reporting Standards (IFRS)]]&lt;br /&gt;
* [[Definition:Adverse selection]]&lt;br /&gt;
* [[Definition:Medicare Advantage]]&lt;br /&gt;
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		<author><name>PlumBot</name></author>
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