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    <loc>https://expectedvalue.co.uk</loc>
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      <image:caption>Hero illustration of overlapping probability distributions and decision branches, framing the site&apos;s focus on probabilistic thinking and rational decisions.</image:caption>
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    <loc>https://expectedvalue.co.uk/about/</loc>
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      <image:caption>Editorial illustration of a thinker weighing options on a balance scale, suggesting deliberate, probability-aware reasoning.</image:caption>
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    <loc>https://expectedvalue.co.uk/blog/anchoring-bias/</loc>
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      <image:caption>Initial number on a price tag visibly anchoring a downstream estimate, illustrating how first impressions hijack judgement.</image:caption>
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    <loc>https://expectedvalue.co.uk/blog/base-rate-neglect/</loc>
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      <image:caption>Illustration contrasting a small biased sample against the underlying base-rate population, with arrows highlighting the gap.</image:caption>
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    <loc>https://expectedvalue.co.uk/blog/bayesian-thinking-everyday-decisions/</loc>
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      <image:caption>Visual representation of prior and posterior probability distributions updating in light of new evidence.</image:caption>
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    <loc>https://expectedvalue.co.uk/blog/best-books-probabilistic-thinking-decision-making/</loc>
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      <image:caption>Stack of books on probabilistic thinking and decision theory arranged on a desk with a notebook and pen.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/best-decision-making-books/</loc>
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      <image:caption>Open decision-making books on a wooden desk under warm light</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/correlation-vs-causation/</loc>
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      <image:caption>Scatter plot showing two correlated variables, with a question mark over the arrow that would imply causation.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/dunning-kruger-effect/</loc>
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      <image:caption>Curve showing confidence rising sharply at low competence and dipping in the middle, depicting the Dunning-Kruger pattern.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/ergodicity-explained/</loc>
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      <image:loc>https://expectedvalue.co.uk/assets/5df1ee4f-c906-43dc-a9d0-c15a782662ce/a-long-term-financial-chart-showing-the-divergence-between-3f63195e.jpg</image:loc>
      <image:caption>A long-term financial chart showing the divergence between ensemble and time-averaged paths</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/expected-value-explained/</loc>
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      <image:caption>Decision tree branching into multiple outcomes with probabilities and payoffs annotated, illustrating expected-value calculation.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/expected-value-poker/</loc>
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      <image:loc>https://expectedvalue.co.uk/assets/5df1ee4f-c906-43dc-a9d0-c15a782662ce/poker-chips-and-cards-1c533db4.jpg</image:loc>
      <image:caption>Poker chips and playing cards on a green felt table — calculating expected value at the felt</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/false-positive-paradox/</loc>
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      <image:caption>Decision tree showing how a positive test result with low base rates produces a counter-intuitive number of false positives.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/gamblers-fallacy/</loc>
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      <image:loc>https://expectedvalue.co.uk/assets/5df1ee4f-c906-43dc-a9d0-c15a782662ce/0bb5b5c6-655c-4484-93ba-b4b902a82661.jpg</image:loc>
      <image:caption>Sequence of coin flips with an arrow incorrectly suggesting a &apos;due&apos; outcome, illustrating the gambler&apos;s fallacy in pattern perception.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/hindsight-bias/</loc>
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      <image:loc>https://expectedvalue.co.uk/assets/5df1ee4f-c906-43dc-a9d0-c15a782662ce/910d7a65-288b-42f2-bd41-74b74c5fc7a9.jpg</image:loc>
      <image:caption>Backward-looking timeline where past events appear inevitable in retrospect, illustrating hindsight bias.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/how-insurance-companies-use-probability/</loc>
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      <image:caption>Insurance and probability — actuarial calculations and risk assessment</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/how-prediction-markets-work/</loc>
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      <image:caption>Stylised order book translating contract prices into probability estimates for a real-world event.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/kelly-criterion-optimal-bet-sizing/</loc>
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      <image:caption>Stylised growth curve showing optimal bet sizing under the Kelly criterion versus over-betting and under-betting trajectories.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/loss-aversion/</loc>
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      <image:caption>Asymmetric value function curve showing pain of losses outweighing pleasure of equivalent gains, the central finding of prospect theory.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/position-sizing-kelly-criterion/</loc>
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      <image:caption>Bar chart showing how bankroll allocation scales with edge, illustrating the position-sizing principle behind the Kelly criterion.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/pre-mortem-decision-making/</loc>
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      <image:caption>Team gathered around a whiteboard sketching project plans and risk scenarios</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/probabilistic-framework-career-decisions/</loc>
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      <image:caption>Decision matrix weighing career options against payoffs and probabilities of success, modelling a probabilistic approach to career choice.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/probability-vs-odds/</loc>
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      <image:caption>Side-by-side equations converting between probability and odds for the same event, showing where the formats agree and diverge.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/risk-vs-uncertainty/</loc>
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      <image:loc>https://expectedvalue.co.uk/assets/5df1ee4f-c906-43dc-a9d0-c15a782662ce/5d9efc1d-c54c-422c-80eb-9a854ead624f.jpg</image:loc>
      <image:caption>Two distributions side by side: one with quantified risk and known probabilities, one with unbounded uncertainty.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/second-order-thinking/</loc>
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      <image:caption>Chain of consequences extending beyond a single decision, illustrating how second-order effects can outweigh the immediate one.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/sunk-cost-fallacy/</loc>
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      <image:caption>Person at a fork in the road weighing past investment against future expected value, symbolising the sunk-cost decision.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/blog/thinking-in-probabilities/</loc>
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      <image:caption>Abstract illustration of overlapping probability distributions, suggesting how uncertain outcomes are best understood as ranges, not points.</image:caption>
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  <url>
    <loc>https://expectedvalue.co.uk/tools/</loc>
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      <image:caption>Collection of decision-making tools — calculator, notebook, expected-value worksheet — laid out on a workspace.</image:caption>
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