Author

Rob Griffiths.

73 pieces by Rob Griffiths · most recent first

How Insurance Companies Use Probability to Make Money

Fundamentals

How Insurance Companies Use Probability to Make Money

Insurance is a negative-EV bet - for you. Here's how actuarial science, risk pooling, and the law of large numbers turn that into reliable profit.
25 July 2026
When Is Travel Insurance Worth It? The EV Case

Investing

When Is Travel Insurance Worth It? The EV Case

Travel insurance is usually negative-EV, yet often the right call. The expected-value rule for when a risk is worth insuring - and when to self-insure.
25 July 2026
Sequence-of-Returns Risk: Why the Order Matters

Investing

Sequence-of-Returns Risk: Why the Order Matters

Same average return, wildly different outcomes: why the ORDER of your returns decides how long a pension pot lasts. Sequence-of-returns risk explained.
25 July 2026
Expected Value Thinking: Better Decisions Under Uncertainty

Fundamentals

Expected Value Thinking: Better Decisions Under Uncertainty

Expected value thinking: the most important concept in decision-making under uncertainty. What it is, how to calculate it, when to apply it.
24 July 2026
15 Best Decision Making Books to Change How You Think

Tools & Resources

15 Best Decision Making Books to Change How You Think

15 best decision-making books - choice architecture, behavioural economics, frameworks, and habits. Mini-reviews, who each is for, and reading order.
24 July 2026
Nassim Taleb's Ideas: Black Swan, Antifragile & More

Fundamentals

Nassim Taleb's Ideas: Black Swan, Antifragile & More

A guide to Nassim Taleb's key ideas - Black Swans, Antifragile, Skin in the Game, fat tails, barbell strategy and the Lindy effect - and where to start.
24 July 2026
Thinking, Fast and Slow: The Bias Book Worth the Hype

Cognitive Biases

Thinking, Fast and Slow: The Bias Book Worth the Hype

Kahneman's Thinking, Fast and Slow is the canonical text on cognitive bias. What it gets right, what hasn't aged well, and whether to buy it.
24 July 2026
Thinking in Bets: Decisions Like a Poker Pro

Strategy

Thinking in Bets: Decisions Like a Poker Pro

Annie Duke's Thinking in Bets reframes every decision as a bet under uncertainty. The ideas of resulting, calibration, and decision groups.
24 July 2026
12 Best Books on Probabilistic Thinking and Decision-Making

Fundamentals

12 Best Books on Probabilistic Thinking and Decision-Making

A curated reading list on probability, decision-making under uncertainty, and rational thinking - from Kahneman to practical guides for forecasters.
24 July 2026
How Prediction Markets Work: Probability Meets Money

Fundamentals

How Prediction Markets Work: Probability Meets Money

Prediction markets turn questions about the future into tradeable contracts whose prices behave like probabilities. How they work, and how to use them.
24 July 2026
Probabilistic Thinking in Daily Life: 7 Practical Uses

Fundamentals

Probabilistic Thinking in Daily Life: 7 Practical Uses

How to apply probabilistic thinking to medical decisions, career bets, insurance, investing, dating, sports betting and travel. 7 worked examples.
24 July 2026
Status Quo Bias: Why We Stick with Defaults

Cognitive Biases

Status Quo Bias: Why We Stick with Defaults

Status quo bias explained: the cognitive tendency to stick with defaults. UK financial impact: pension funds, insurance renewals, current accounts.
24 July 2026
Position Sizing: How Much to Bet When You Have an Edge

Investing

Position Sizing: How Much to Bet When You Have an Edge

Knowing you have an edge is half the battle - sizing positions correctly is the other half. How to size bets so you don't blow up or waste your advantage.
24 July 2026
Expected Value in Poker: Pot Odds, EV & Decisions

Strategy

Expected Value in Poker: Pot Odds, EV & Decisions

Expected value in poker - pot odds, implied odds, EV of bluffs and folds. Worked hand examples showing how the maths translates into better decisions.
24 July 2026
Expected Value Calculator: How to Calculate EV Step-by-Step

Tools & Resources

Expected Value Calculator: How to Calculate EV Step-by-Step

Learn how to calculate expected value with a clear formula, four worked examples (betting, investing, insurance, career) and the common mistakes to avoid.
24 July 2026
Monte Carlo Thinking: How to Stress-Test Decisions

Fundamentals

Monte Carlo Thinking: How to Stress-Test Decisions

Monte Carlo simulation lets you stress-test decisions across thousands of scenarios. A practical guide to using it for retirement, projects and investing.
24 July 2026
Expected Value Formula: Derivation and 5 Worked Examples

Fundamentals

Expected Value Formula: Derivation and 5 Worked Examples

The expected value formula is E[X] = Σ(p × x). Full derivation and five worked examples - coin flip, lottery, insurance, poker, and stock investment.
24 July 2026
Fractional Kelly: Why Half Kelly Is the Smart Default

Strategy

Fractional Kelly: Why Half Kelly Is the Smart Default

Full Kelly is mathematically optimal but emotionally brutal. Why half Kelly is the practical default, when to scale up or down, and how the pros use it.
24 July 2026
The Gambler's Fallacy: Why You're Wrong About 'Due' Outcomes

Cognitive Biases

The Gambler's Fallacy: Why You're Wrong About 'Due' Outcomes

The Gambler's Fallacy: why we wrongly believe random outcomes are 'due'. The cognitive trap, where it costs you, and how to think clearly under randomness.
24 July 2026
Expected Value vs Expected Utility: When EV Isn't Enough

Fundamentals

Expected Value vs Expected Utility: When EV Isn't Enough

Pure expected value can lead to ruinous decisions. Here's why expected utility, risk aversion, and the St Petersburg paradox matter for real-life choices.
24 July 2026
12 Cognitive Biases That Wreck Probability Estimates

Cognitive Biases

12 Cognitive Biases That Wreck Probability Estimates

The 12 cognitive biases that most consistently distort probability judgements - what each one does and how to defend against it.
24 July 2026
Decision Trees: A Visual Framework for Complex Choices

Strategy

Decision Trees: A Visual Framework for Complex Choices

Decision trees turn tangled choices into a diagram you can actually solve. Build one in five steps, work through three examples, and avoid common traps.
24 July 2026
Hindsight Bias: Why Everything Looks Obvious After the Fact

Cognitive Biases

Hindsight Bias: Why Everything Looks Obvious After the Fact

Hindsight bias makes the past feel inevitable. Here's why it distorts post-mortems, juries and investing - and how to fight it.
24 July 2026
Ergodicity Explained: Why Time Averages Matter Most

Fundamentals

Ergodicity Explained: Why Time Averages Matter Most

Ergodicity separates sensible bets from catastrophic ones. The difference between ensemble averages and time averages - and why ignoring it can ruin you.
24 July 2026
Conditional Probability Explained Simply, With Examples

Fundamentals

Conditional Probability Explained Simply, With Examples

Conditional probability is the chance one event happens given another already has. Worked examples in medical testing, weather, and the Monty Hall problem.
24 July 2026
Loss Aversion: Why Losses Hurt Twice as Much

Cognitive Biases

Loss Aversion: Why Losses Hurt Twice as Much

Loss aversion: why losses hurt twice as much as equivalent gains feel good. The Kahneman/Tversky research, where it warps decisions, and how to counter it.
24 July 2026
The Prosecutor's Fallacy: How Courts Get Statistics Wrong

Cognitive Biases

The Prosecutor's Fallacy: How Courts Get Statistics Wrong

Confusing P(evidence | innocent) with P(innocent | evidence) sends innocent people to prison. The Sally Clark case and how to spot the trap.
24 July 2026
The Dunning-Kruger Effect: Why We Overestimate Our Abilities

Cognitive Biases

The Dunning-Kruger Effect: Why We Overestimate Our Abilities

The Dunning-Kruger effect: the gap between how good people think they are and how good they actually are. The real research is more useful than the chart.
24 July 2026
Bayesian Thinking for Everyday Decisions

Cognitive Biases

Bayesian Thinking for Everyday Decisions

Bayesian thinking - the art of changing your mind rationally. How to update beliefs with evidence, with examples from interviews, medicine, and investing.
24 July 2026
Risk vs Uncertainty: The Distinction That Matters

Fundamentals

Risk vs Uncertainty: The Distinction That Matters

Risk is measurable; uncertainty is not. Confusing the two produces overconfident forecasts and brittle portfolios. Here's how to tell them apart.
24 July 2026
The Law of Large Numbers: Why Casinos Always Win

Fundamentals

The Law of Large Numbers: Why Casinos Always Win

The Law of Large Numbers explains why a single bet is wildly volatile but casinos profit reliably - the maths behind insurance and long-run averages.
24 July 2026
Anchoring Bias: How First Numbers Hijack Judgement

Cognitive Biases

Anchoring Bias: How First Numbers Hijack Judgement

Anchoring bias: why the first number you hear silently warps every estimate that follows - with research, examples, and debiasing strategies that work.
24 July 2026
Base Rate Neglect: Why Your Intuitions Are Wrong

Cognitive Biases

Base Rate Neglect: Why Your Intuitions Are Wrong

Base rate neglect is one of the most costly cognitive biases. Why most positive medical tests are wrong, and how to train yourself to think in base rates.
24 July 2026
Decision Making Under Uncertainty Frameworks

Fundamentals

Decision Making Under Uncertainty Frameworks

Decision making under uncertainty frameworks: minimax regret, expected utility, satisficing, maximax compared. When each applies.
24 July 2026
Mental Accounting Fallacy Explained

Cognitive Biases

Mental Accounting Fallacy Explained

Mental accounting fallacy: separating money into psychological 'buckets' distorts financial decisions; budgeting + investment implications.
24 July 2026
The Availability Heuristic: Why Vivid Examples Mislead

Cognitive Biases

The Availability Heuristic: Why Vivid Examples Mislead

Why we judge risk by what comes to mind first - fear of flying, market news, terrorism - and the practical techniques to debias your thinking.
24 July 2026
Negative Expected Value: Why Lottery Tickets Always Lose

Fundamentals

Negative Expected Value: Why Lottery Tickets Always Lose

Why every lottery ticket, roulette spin and slot pull is mathematically a loss in expectation. The maths behind why the house always wins.
24 July 2026
A Probabilistic Framework for Career Decisions

Strategy

A Probabilistic Framework for Career Decisions

Use expected value, scenario planning and Kelly-style sizing to evaluate job offers, career pivots and salary negotiations honestly.
24 July 2026
Probability vs Odds: The Difference and Why It Matters

Fundamentals

Probability vs Odds: The Difference and Why It Matters

Probability and odds describe the same uncertainty differently - and confusing them costs people money. How each works, conversions, and bookmaker tricks.
24 July 2026
Kelly Criterion Calculator: Betting, Investing, Poker

Tools & Resources

Kelly Criterion Calculator: Betting, Investing, Poker

Step-by-step Kelly Criterion calculator with worked examples for sports betting, investing and poker. Convert odds to stake percentages instantly.
24 July 2026
The False Positive Paradox: Why Positive Tests Mislead

Fundamentals

The False Positive Paradox: Why Positive Tests Mislead

When a test for a rare condition comes back positive, it's often more likely wrong than right. The false positive paradox, explained with real numbers.
24 July 2026
What Investment Platform Fees Really Cost Over 20 Years

Investing

What Investment Platform Fees Really Cost Over 20 Years

A 0.35% platform fee sounds tiny. Compounded over 25 years it can cost £30,000+. The maths of fee drag, and where flat fees beat percentages.
24 July 2026
Probability Weighted Utility for Decisions

Fundamentals

Probability Weighted Utility for Decisions

Probability weighted utility for high-stakes decisions: combining probabilities and personal values for better choices.
24 July 2026
Bayesian Updating in Everyday Life UK 2026

Fundamentals

Bayesian Updating in Everyday Life UK 2026

Bayesian updating UK 2026: practical examples of updating beliefs with new evidence in investment, health, and career decisions.
24 July 2026
Conjunction Fallacy in Business Decisions

Cognitive Biases

Conjunction Fallacy in Business Decisions

Conjunction fallacy in business: how compound probability errors distort startup planning, investment scenarios, project timelines.
24 July 2026
Sunk Cost Fallacy: When to Quit and When to Persist

Cognitive Biases

Sunk Cost Fallacy: When to Quit and When to Persist

The sunk cost fallacy: why we keep investing in losing decisions. The bias, the psychology, and a clear test for when to quit and when to persist.
24 July 2026
Risk Aversion vs Loss Aversion Explained

Cognitive Biases

Risk Aversion vs Loss Aversion Explained

Risk aversion vs loss aversion: the behavioural distinction; investment + portfolio implications; how each affects decisions.
24 July 2026
Second-Order Thinking: How to See Around Corners

Tools & Resources

Second-Order Thinking: How to See Around Corners

Most decisions are made on first-order effects, but second-order consequences are where the surprises live. A framework for seeing past the obvious.
24 July 2026
Expected Value in Poker Tournaments

Strategy

Expected Value in Poker Tournaments

EV in poker tournaments: ICM considerations, bubble dynamics, when raw chip-EV diverges from actual tournament-EV.
24 July 2026
Black Swan Events: How to Prepare for the Unpredictable

Strategy

Black Swan Events: How to Prepare for the Unpredictable

Black swan events explained: Taleb's definition, examples (2008, COVID, AI surge), and the barbell strategy + antifragility approach.
24 July 2026
Thinking in Probabilities: Why Your Brain Is Bad at Risk

Cognitive Biases

Thinking in Probabilities: Why Your Brain Is Bad at Risk

Your brain systematically misjudges probability. Learn the cognitive biases that distort risk perception and how to calibrate better.
24 July 2026
Correlation vs Causation: A Probabilistic Thinking Guide

Fundamentals

Correlation vs Causation: A Probabilistic Thinking Guide

Correlation is not causation - the most-quoted line in statistics, and the most misunderstood. What it really means, and how to think clearly about cause.
24 July 2026
Probability Calibration: Predict Like a Superforecaster

Strategy

Probability Calibration: Predict Like a Superforecaster

Learn probability calibration like a superforecaster - Brier scores, drills, and free tools to sharpen your forecasts. Based on Philip Tetlock's research.
24 July 2026
UK FIRE Movement 2026: The Complete Roadmap

Strategy

UK FIRE Movement 2026: The Complete Roadmap

A UK FIRE roadmap for 2026: the 4% rule, your real number, the tax-wrapper order, and the ISA bridge to pension access age. Honest maths, no hype.
12 July 2026
Are Extended Warranties Ever Worth It? The Expected Value

Investing

Are Extended Warranties Ever Worth It? The Expected Value

Warranty maths retailers hope you never do: premium vs failure odds x repair cost. Why most UK cover is -EV, and the one case where it isn't.
11 July 2026
Voluntary Excess: How to Choose the Level That Pays Off

Investing

Voluntary Excess: How to Choose the Level That Pays Off

Raising your voluntary excess cuts your premium but raises claim costs. Use expected value to find the excess level that actually pays off.
11 July 2026
The Kelly Criterion: How to Size Your Bets Optimally

Fundamentals

The Kelly Criterion: How to Size Your Bets Optimally

The Kelly Criterion tells you exactly how much to stake when you have an edge. Formula derivation, fractional Kelly, history, and worked examples for 2026.
30 June 2026
Premium Bonds: What's the Real Expected Value?

Investing

Premium Bonds: What's the Real Expected Value?

Premium Bonds advertise 3.8%, but that average hides a skewed reality. Here's the real expected (and typical) return for £1k, £10k and £50k holdings.
27 June 2026
Where Can You Actually Find Positive Expected Value?

Strategy

Where Can You Actually Find Positive Expected Value?

Almost every bet is negative-EV by design. Here are the few places an ordinary person can genuinely find positive expected value.
27 June 2026
Stocks and Shares ISA Limit 2026: Rules and 2027 Changes

Investing

Stocks and Shares ISA Limit 2026: Rules and 2027 Changes

The 2026/27 stocks and shares ISA limit is £20,000. Here's how the allowance works, what the April 2027 cash ISA cut means, and how to use it.
27 June 2026
Bayes Theorem Explained: Formula and 5 Worked Examples

Fundamentals

Bayes Theorem Explained: Formula and 5 Worked Examples

Bayes theorem explained from the formula up: derivation, intuitive examples (medical tests, spam filters), and the base-rate trap that fools experts.
26 June 2026
Framing Effect: Why How You Hear It Changes Your Choice

Cognitive Biases

Framing Effect: Why How You Hear It Changes Your Choice

The framing effect: identical numbers presented differently produce opposite decisions. Asian Disease Problem, gain vs loss framing, defences.
22 June 2026
Availability Cascade in Markets

Cognitive Biases

Availability Cascade in Markets

Availability cascade in markets: how compounding information cascades amplify trends, create bubbles, and drive systematic mispricing.
17 June 2026
The Monty Hall Problem: Why You Should Always Switch

Fundamentals

The Monty Hall Problem: Why You Should Always Switch

The Monty Hall problem looks 50/50 and isn't - switching doors wins two-thirds of the time. Here's why, with five proofs and the famous controversy.
11 June 2026
Bayesian vs Frequentist Statistics: What's the Difference?

Fundamentals

Bayesian vs Frequentist Statistics: What's the Difference?

Bayesian vs frequentist statistics - the philosophical split that decides whether you get p-values or posteriors, and when each one actually wins.
11 June 2026
Recency Bias in Investing and Sports Predictions

Cognitive Biases

Recency Bias in Investing and Sports Predictions

Recency bias: why investors chase last quarter's winners and bettors back the form team. The mechanics, the cost, and the four tools that defuse it.
10 June 2026
Survivorship Bias: The Hidden Data That Changes Everything

Cognitive Biases

Survivorship Bias: The Hidden Data That Changes Everything

Survivorship bias hides the failures behind every success story - from WWII bombers to mutual funds. How to spot the missing data and decide better.
10 June 2026
Overconfidence Bias: Why Active Traders Underperform

Cognitive Biases

Overconfidence Bias: Why Active Traders Underperform

Overconfidence bias is investing's most expensive cognitive error. How overestimation, the planning fallacy and overprecision hide it, and what fixes it.
10 June 2026
Confirmation Bias in Investing: Fight Your Own Brain

Cognitive Biases

Confirmation Bias in Investing: Fight Your Own Brain

Confirmation bias quietly destroys investment returns. Here's how it works in markets - and the three techniques that actually neutralise it.
6 June 2026
Regression to the Mean: Why Extremes Don't Last

Fundamentals

Regression to the Mean: Why Extremes Don't Last

Why extreme performance - sporting peaks, market gains, viral hits - almost always reverts to average. Galton's discovery, examples, and how to spot it.
6 June 2026
The Pre-Mortem - Imagine Your Decision Already Failed

Strategy

The Pre-Mortem - Imagine Your Decision Already Failed

The pre-mortem flips the post-mortem on its head: imagine the decision has already failed, then work backwards to find what optimism hides.
6 June 2026
Endowment Effect Explained: Why You Overvalue What You Own

Cognitive Biases

Endowment Effect Explained: Why You Overvalue What You Own

The endowment effect makes you value the things you own more highly than identical things you do not. Here is why it happens, with worked examples.
1 June 2026
Decision Journals: Track Your Thinking to Improve It

Strategy

Decision Journals: Track Your Thinking to Improve It

A decision journal is the only honest record of how well you actually think. What to record, when to review, and the mistakes that ruin the practice.
1 June 2026