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Spencer Li

What is the CPI (Consumer Price Index) and How to Trade it?

Economics & News Trading
Thumbnail What is the CPI Consumer Price Index

What Is the CPI (Consumer Price Index), and How Do Traders Use It?

Last updated: 3 July 2026 · By Spencer Li, CFTe


The Consumer Price Index (CPI) is a monthly measure of the average change in prices that consumers pay for a fixed basket of goods and services, and it is the number traders watch most closely to read inflation. It is published by a national statistics agency (in the US, the Bureau of Labor Statistics), and the year-over-year change in the CPI is what people mean when they say “the inflation rate.” For traders, the CPI matters for one reason above all others: it shapes what the central bank does with interest rates. A hotter-than-expected CPI tends to push rate expectations up, which usually pressures stocks and bonds. A cooler-than-expected CPI tends to do the opposite. The single most useful number in the report is not the headline figure itself but how it lands versus the forecast, and that is the part most beginners miss.

Here is what the CPI is, how it is built, the numbers inside the report, and how traders actually use it on release day.

What is the CPI, and where did it come from?

The Consumer Price Index measures the average change over time in the prices paid by consumers for a basket of everyday goods and services. Divide this period’s basket price by an earlier period’s, and you get a measure of how much the cost of living has moved. When the index rises, your money buys less. That loss of purchasing power is inflation.

The CPI has been around longer than most people assume. The US Bureau of Labor Statistics (BLS) started collecting price data in the late 19th century. It was formally tasked with calculating the CPI in 1918, and the first official US CPI was published in 1919. Today most countries run their own version, and it remains the standard yardstick for inflation, purchasing power, and the cost of living.

How is the CPI calculated?

The CPI comes from a statistical survey. The agency builds a basket of goods and services meant to represent what a typical household actually buys, then tracks the prices of those items over time. The basket is refreshed periodically as spending habits change, so it does not get stuck measuring things nobody buys anymore.

The calculation runs in five steps:

  1. Select the basket. Choose goods and services that represent typical consumer spending.
  2. Collect price data. Sample prices at regular intervals (usually monthly) from retail outlets, service providers, and rental markets.
  3. Weight the prices. Give each item importance based on how much of the household budget it eats up. Housing carries far more weight than apparel, because people spend far more on it.
  4. Calculate the average. Combine the weighted prices into a single basket price.
  5. Calculate the inflation rate. Compare that basket price across periods. The percentage change is the inflation rate.

Do note that the CPI is only one way to measure inflation. Two others you will see referenced are the Producer Price Index (PPI), which tracks prices at the wholesale/producer level rather than the consumer level, and the GDP Deflator, which covers the whole economy’s output. They tell slightly different stories, which is why a sharp reading often cross-checks them.

What are the key numbers in the CPI report?

The release is not one number. It is a stack of them, and knowing which line moved tells you where the inflation is coming from. Here are the main figures, what each one measures, and why a trader cares.

NumberWhat it measuresWhy a trader watches it
Headline CPIAverage price change across the full basketThe marquee figure; sets the first market reaction
Core CPICPI excluding food and energyStrips out the volatile stuff; central banks lean on this for the underlying trend
Inflation ratePercentage change in CPI over a period (usually year-over-year)The “is inflation rising or cooling” read
Food and beverage indexPrices of food and drinksVolatile component; can swing headline without changing the trend
Energy indexGasoline, electricity, heating oilThe other volatile component; oil shocks show up here first
Housing indexRent, owners’ equivalent rent, shelterThe heaviest-weighted component; slow-moving but dominant
Transportation indexGasoline, motor vehicle insurance, public transitMixes energy and services
Medical care indexHospital, physician, prescription drug pricesA persistent, sticky-services read
Apparel indexClothing and footwearSmall weight; rarely the story

The reason core CPI (the headline number minus food and energy) gets so much attention is that food and energy prices jump around for reasons that have nothing to do with broad inflation, like a cold snap or an oil supply shock. Strip them out and you see the underlying trend more clearly. That is why a central bank, and a sharp trader, will often watch core more closely than the headline.

How do traders and investors use CPI data?

The CPI matters to markets through one main channel: interest rates. Inflation erodes the value of money, so when it runs hot, central banks tend to raise rates to cool it down. Higher rates tend to slow spending and growth, which is generally a headwind for stocks and bonds. When inflation runs cold, central banks can cut rates to encourage spending, which is generally a tailwind.

So traders read the CPI as a clue about the central bank’s next move. Rising, hotter inflation points toward higher rates ahead. Cooling inflation points toward steady or lower rates. From there, traders adjust positioning, lean their bias for stocks and bonds, and decide on the timing and size of trades around the release.

Here is the part that trips up beginners. The market does not react to whether inflation is high or low in absolute terms. It reacts to the number versus what was already expected. A high CPI that everyone forecast is mostly priced in already. The move comes from the surprise, the gap between the actual print and the consensus forecast. This is the one rule to internalize before you ever trade a release.

News trading on CPI: what actually happens at the release

On release day, two figures do most of the work: the headline CPI and the core CPI (excluding food and energy). Traders compare both against the consensus forecast and gauge the surprise, then map that to a rate expectation. Here is the simplified cheat sheet.

CPI versus forecastWhat it signalsTypical first reaction
Hotter than expectedInflation is a concern; central bank may hikeRisk-off: stocks and bonds tend to fall
In line with forecastStory unchanged; surprise is smallMuted; the move is usually small
Cooler than expectedInflation easing; central bank may hold or cutRisk-on: stocks and bonds tend to rise

Personally, I do not trade the first violent seconds of a CPI print, and I would gently steer a new trader away from it too. The spreads blow out, the initial spike often reverses, and you are competing with machines that read the number in milliseconds. The cleaner edge is in the hours and days after, once the market has digested the surprise and a real direction settles in. The release is the catalyst. Your job is to trade the move it sets up, not to outrace an algorithm to the headline.

This is where the human edge lives. A data feed will deliver the CPI number to a thousand traders at the exact same instant, and a bot will price the surprise before you have finished reading the second decimal. What the feed will not do is tell you to sit on your hands through the first whipsaw, size the trade for a volatile release, or skip the day entirely because the surprise was too small to bother with. The number is free. The judgment about whether to act on it is the part worth learning, and it is the first of the Five Edges no algorithm can trade for you.

Should you add the CPI to your trading toolbox?

For most traders, yes, but as context rather than a trigger. The CPI is one of the cleanest reads you have on inflation and, by extension, on what the central bank is likely to do next. Even if you never trade the release itself, knowing whether inflation is running hot or cooling helps you understand why the market is doing what it is doing. That context is worth far more than chasing one volatile number once a month.

FAQ

What is the CPI in simple terms?
The Consumer Price Index measures the average change in the prices of a basket of everyday goods and services that consumers buy. The year-over-year change in the CPI is what people call the inflation rate.

Why does the CPI move the stock market?
Because it shapes interest-rate expectations. A hotter-than-expected CPI raises the odds of rate hikes, which tends to pressure stocks and bonds. A cooler-than-expected CPI does the opposite. The reaction comes from the surprise versus forecast, not the absolute number.

What is the difference between headline CPI and core CPI?
Headline CPI covers the full basket. Core CPI excludes food and energy, which are volatile and can swing the headline for reasons unrelated to broad inflation. Central banks lean on core to read the underlying trend.

Is the CPI the same as the inflation rate?
Not quite. The CPI is the index (a price level). The inflation rate is the percentage change in that index over a period, usually a year. The inflation rate is derived from the CPI.

How is the CPI different from the PPI?
The CPI measures prices at the consumer level. The Producer Price Index (PPI) measures prices at the producer or wholesale level, earlier in the supply chain. PPI moves can sometimes hint at where CPI is heading.


So, is the CPI something you will add to your own trading toolbox, or do you prefer to stay out of the way on release day? Let me know in the comments.

And if you want the full framework for trading scheduled economic releases, read the pillar: The Trader’s Guide to News and Economic-Data Trading.

Want a system that does not depend on calling the next CPI? Grab the free 15-Minute Swing Trading Starter Kit. It is the exact routine I use to scan once a day and trade any market in 15 minutes, no economic-calendar gambling required.


About the author. Spencer Li is the founder of Synapse Trading and a Certified Financial Technician (CFTe) with 15 years of trading across stocks, forex, crypto, commodities, and bonds. His trade log is public, 404 trades, losses left in. He teaches low-risk swing trading in 15 minutes a day, one system for any market.

Education, not financial advice. Synapse Trading is not licensed by MAS to advise on investment products. Trading carries risk of loss; past performance is not indicative of future results.


Related

The Trader’s Guide to News and Economic-Data Trading (pillar) · How to trade the NFP (Non-Farm Payrolls) report · Understanding interest rates and central banks

0 Comments/by Spencer Li
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Spencer Li

Weekly Market Wrap: Rate Hikes, Big Tech Earnings, Crypto Surge!

Market Analysis
Bukhara Uzbekistan

In last week’s NFP (non-farm payroll) report, the US added 517,000 jobs in January, higher than expected and pushing the unemployment rate down to 3.4%, its lowest since 1969.

Job growth was revised higher for November and December, adding an additional 71,000 jobs.

The strong job growth may not be welcomed by the Federal Reserve, which is looking to slow job gains and wage growth to reduce inflation and pause its interest rate hike campaign.

The Federal Reserve raised its interest rate target by 0.25% last week, and plans to continue raising rates with the aim of bringing inflation down to 2%.

However, investors believe the Fed may cut rates back to current levels by the end of next year.

The recent surge in crypto saw a rebound in Bitcoin and Ether by 51% and 47% respectively.

The shift in trading patterns shows a pullback from retail investors and a rise in the influence of institutions such as hedge funds.

The Big Tech Earnings Season saw a decline in revenue growth compared to 2021 with combined growth of only 7% for Apple, Amazon, Alphabet, Microsoft, and Facebook, compared to 28% in 2021.

The companies are engaged in significant headcount reductions, costing more than 50,000 jobs.

The time for a correction or pullback may be as soon as next week.

Stay tuned for more real-time updates in our “Daily Trading Signals” Telegram channel!

 

Bukhara Uzbekistan

[Photo: Bukhara, Uzbekistan – See my full travel photo log!]

For our weekly market wrap, we go through some of the trade calls and analysis from last week, which gives us valuable insights for the week ahead.

We cover 3 main markets with a total of 200+ counters, so we will never run out of trading opportunities:

  • Forex, CFDs, commodities, bonds
  • US stocks, ETFs, global stock indices
  • Cryptocurrencies, crypto indices

By covering a broad range of markets, we can focus our attention (and capital) on whichever market currently gives the best returns.

Click here to receive all these signals in real-time for only $67 a month! You will get several signals a day, and even taking just 1 trade the whole month can easily cover the fee, so what are you waiting for?

 

Weekly Market Outlook Video

Trading Signals Weekly Market Outlook 010223

Weekly Market Outlook (29 January 2023)

📌 Wednesday: FOMC
📌 Friday: NFP

 

Portfolio Highlights

Trading Signals weekly portfolio updates 310123

Weekly Portfolio Updates (29 January 2023)

Not much changes, since the market has not moved much.

 

Forex & Commodities Market Highlights

Trading Signals AUDCAD 020223

AUDCAD – rebounding off strong resistance, good for a short trade with SL above the prior swing high.

 

Trading Signals AUDCHF 020223

AUDCHF – Also another short trade after running into strong resistance.

 

Stock & Bond Market Highlights

Trading Signals stock comparison 020223 1

Stock sector comparisons for 2022

 

Trading Signals fed rates 020223

The Federal Reserve raised rates. Chair Powell says it’s ‘premature’ to declare victory against inflation.

 

Trading Signals us inflation 310123

In 2007. the Fed and major banks were predicting a soft landing. We all know how that turned out. Will this time be different?

 

Trading Signals US job 020223

Wow quite a large deviation from expectations!

Wonder if this will lead to a more aggressive stance on rate hikes.

 

Trading Signals US treasuries 020223

Traders have never been this bearish on Treasuries.

 

Crypto Market Highlights

Trading Signals ETHUSD 020223

ETHUSD Crossing 1694.81
Break swing high

(Charts posted in Telegram channel)

 

Click here to receive all these signals in real-time for only $67 a month! You will get several signals a day, and even taking just 1 trade the whole month can easily cover the fee, so what are you waiting for?

Good luck, and may next week bring more excellent profits!

 

0 Comments/by Spencer Li
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Spencer Li

Fed Hikes Rates by 0.25%: What’s Next for the Markets?

Market Analysis
Thumbnail Fed Hikes Rates by 0 25 Whats Next for the Markets

Thumbnail Fed Hikes Rates by 0 25 Whats Next for the Markets

The Federal Reserve recently raised its interest rates by a quarter point, signaling that more rate increases are on the horizon.

Despite this stance, investors are betting on only one more quarter-point increase, with some suggesting that the Fed may even cut its target range back to its current level by the end of next year.

This disconnect between the Fed’s message and what investors believe it will do poses a problem, as a drop in long-term interest rates and a stock market rally could hamper the Fed’s efforts to control inflation.

The Fed’s past behavior is partly to blame for this disconnect, as in previous cycles, it has tended to start cutting rates shortly after it finished raising them.

However, the Fed’s actions will depend on inflation and employment in the coming months.

There is a risk that investors may see the central bank’s hawkish talk as mere jawboning and that the Fed itself doesn’t believe its own message.

Despite the Fed’s recent rate hike, the S&P 500 and Nasdaq Composite closed 1.1% and 2% higher, respectively.

The stock market has been rallying since October 2022, with the S&P 500 up 17% since then and 8% since the start of the year.

There are conflicting opinions among experts on what this means for the future of the market.

Michael Burry predicts a second round of inflation spike when the Fed cuts interest rates again, while Nassim Taleb believes that the next 15 years will be harder than the previous 15 due to higher interest rates.

On the other hand, Mark Spitznagel predicts a major market crash as bad as the Great Depression.

A deeper market crash may be possible, but it is not visible at this point in time.

Historically, US midterms have resulted in positive S&P 500 performance, with a 7.3% increase after three months, a 15.1% increase after six months, and a 16.3% increase after 12 months.

Additionally, a recession is not correlated with S&P 500 performance and stock market performance after a recession is usually bullish.

The Fed has hiked rates by 450 basis points in just 10 months, far more than what was initially expected.

Ongoing rate increases will be necessary to get inflation back to the 2% target over time, with at least two more rate hikes projected in the future.

If the economy performs as expected, there will be no rate cuts this year.

The Chairman of the Fed, Powell, emphasized that there is still more work to be done with respect to inflation control and monetary policy.

The risk of doing too little is difficult to manage, while over-tightening can be addressed with available tools.

The labor market remains extremely tight, and reducing inflation is likely to require a period of below-trend growth and softening of labor market conditions.

Financial conditions have been loosening since mid-October after tightening earlier in the year, and the Fed is cautious about declaring victory in controlling inflation, viewing the job as ongoing.

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Spencer Li

What is the NFP (Non-Farm Payroll) and How to Trade it?

Economics & News Trading
Thumbnail What is the NFP Non Farm Payroll and How to Trade it

What Is the Non-Farm Payroll (NFP), and How Do Traders Use It?

Last updated: 3 July 2026 · By Spencer Li, CFTe


The Non-Farm Payroll (NFP) is a monthly report from the US Bureau of Labor Statistics that measures the change in the number of US jobs, excluding farm workers, government, private household, and non-profit employees. It is released on the first Friday of each month and is one of the most closely watched economic indicators in the world, because it tells you how healthy the US labour market is. Traders watch it because a strong number (more jobs than expected) tends to support stocks and a stronger US dollar, while a weak number tends to do the opposite. The single most useful thing to understand is this: the market does not react to the raw number, it reacts to the surprise, meaning how far the actual figure lands from what economists expected.

So the headline jobs figure is only the start. The unemployment rate, average hourly earnings, participation rate, and average workweek all sit inside the same report, and on any given month one of them can matter more than the jobs number itself. Here is what the NFP is, where each number comes from, and how traders actually read it.

What is the NFP, and where did it come from?

The NFP measures the change in the number of employed people in the US during the previous month, leaving out farm workers, government employees, private household staff, and non-profit workers. It is widely treated as a key gauge of US labour-market strength, and it is published by the Bureau of Labor Statistics (BLS), a branch of the US Department of Labor.

The report has roots in the early 20th century, when the US government began collecting employment data in a structured way. It became a regular monthly release in the 1940s, and it has been a core economic indicator ever since, used by economists, investors, and policy makers to read the health of the US economy.

How is the NFP data calculated?

The BLS builds the report from two separate surveys, and it helps to know which is which.

The Establishment Survey (also called the payroll survey) collects data from a sample of around 141,000 businesses and government agencies, covering roughly one-third of all non-farm employment in the US. It counts the number of people on payrolls and the hours they worked. This is the survey the headline NFP jobs number comes from.

The Household Survey collects data from a sample of around 60,000 households. It asks about the employment status of individuals, including who is unemployed and actively looking for work. This is where the unemployment rate comes from.

The headline figure is then compared month over month: this month’s employment level against last month’s. The data is also seasonally adjusted, meaning the BLS strips out predictable patterns (like extra hiring around the holidays) so you are looking at the underlying trend, not the calendar.

Do note that two surveys can disagree in any given month. When the headline payroll number looks strong but the household survey looks weak, that gap is itself a talking point, and it is one reason a single NFP release rarely settles the debate on its own.

What are the key numbers in the NFP report?

The report is more than one figure. Five numbers do most of the work, and the one that matters most shifts with the economic backdrop. Here is the full set, side by side, with what each one tells you and which way it usually pushes markets.

Data pointWhat it measuresReads as strong whenTypical market reaction to a strong/upside reading
Non-farm payroll employmentChange in non-farm jobs vs last monthThe number rises (positive)Stocks up, US dollar up (growth signal)
Unemployment rate% of the labour force jobless but seeking workThe rate fallsRate-hike expectations up, dollar up, risk assets can wobble
Average hourly earningsAverage pay per hour across non-farm workersEarnings rise faster than expectedInflation fear up, rate-hike odds up, dollar up, stocks can fall
Participation rate% of the population working or seeking workThe rate risesRead as labour-market strength
Average workweekAverage weekly hours workedHours riseRead as economic strength

A quick note on direction, because it trips people up. More jobs is “good” for the economy, but a very hot report (jobs and wages both running hot) can be read as bad for stocks, because it raises the odds the Federal Reserve hikes interest rates to cool inflation. Good news for Main Street is not always good news for the stock market on the day. That tension is exactly why the report is worth understanding rather than just reacting to.

How do traders and investors actually use the NFP?

At the simplest level, the NFP is a read on the health of the US economy, and the economy drives corporate profits, interest rates, and the dollar. A strong report (more jobs) is generally read as a growing economy, which can lift demand for stocks and strengthen the dollar. A weak report (fewer jobs) is read as a slowing economy, which can pull money out of stocks and into safer assets like bonds.

But the experienced read goes deeper than the headline. Here is how each number can shift a decision:

  • Payroll employment. Strong job growth supports a risk-on posture (more weight to stocks). Weak growth pushes some traders toward safer assets like bonds.
  • Unemployment rate. A low and falling rate can raise the odds the Federal Reserve hikes rates to keep inflation in check, which tends to strengthen the dollar and pressure riskier assets.
  • Average hourly earnings. Wages rising faster than expected is an inflation signal. That can pull rate-hike expectations forward, lift the dollar, and weigh on stocks. In some months this is the number that moves markets more than the jobs figure.
  • Participation rate. A falling rate can read as a weak labour market; a rising one as strength.
  • Average workweek. Rising hours suggest a strong economy; falling hours suggest a slowdown.

Personally, I would caution any newer trader against treating the NFP as a one-way switch. The report’s market impact depends heavily on expectations. A strong number that everyone already expected can do nothing, while a small miss against a consensus forecast can send the dollar flying. You are not trading the number. You are trading the gap between the number and the forecast.

Where the human edge comes in

An economic calendar will tell you the NFP drops on the first Friday at 8:30am ET, and a data feed will print the figure the instant it lands. That part is free, and it is the same for everyone. What the feed will not do is tell you to stand aside through the first violent minute of whipsaw, weigh the wage number against the jobs number when they disagree, or size a position for an event this volatile. The data is the easy part. Deciding whether this particular release actually offers a trade, or whether the smart move is to do nothing, is judgment. That is the first of the Five Edges a machine cannot trade for you.

Should you trade the NFP release directly?

Honestly, news trading on the NFP is one of the harder ways to make money, and I would not point a beginner at it first. The first few minutes after release are fast, the spreads widen, and price often spikes one way before reversing the other. Plenty of accounts have been stopped out on both sides of the same five-minute candle.

For most traders, the NFP is more useful as context than as a trade trigger. It tells you what regime you are in (is the economy strengthening or slowing, is the Fed likely tightening or easing) and you let that shape the swing trades you take in the days that follow, on clean setups, away from the chaos of the release minute. That is the calmer, more repeatable way to use it.

FAQ

What is the Non-Farm Payroll (NFP)?
The NFP is a monthly US Bureau of Labor Statistics report that measures the change in the number of US jobs, excluding farm, government, private household, and non-profit workers. It is a key gauge of US labour-market health and is released on the first Friday of each month.

When is the NFP released?
It is released on the first Friday of each month by the Bureau of Labor Statistics, at 8:30am US Eastern Time, covering the previous month’s jobs data.

Why does the NFP move the markets?
Because it is a fast, broad read on the US economy, and the economy drives corporate profits, interest rates, and the dollar. Markets react mostly to the surprise, meaning how far the actual figure lands from what economists forecast, rather than to the raw number itself.

Is a high NFP number good or bad for stocks?
More jobs is good for the economy, but a very hot report (strong jobs plus rising wages) can be bad for stocks on the day, because it raises the odds the Federal Reserve hikes interest rates to cool inflation. Direction depends on the inflation and rate backdrop.

Which NFP number matters most?
It changes with conditions. The headline jobs figure is the default focus, but when inflation is the market’s worry, average hourly earnings can matter more, and the unemployment rate drives expectations for the next Fed move.


Now that you know what each number in the report is telling you, the question is what you do with it. Will the NFP go into your trading toolbox as a trade trigger, as context, or as something you deliberately sit out? Let me know in the comments.

And if you want to see how the macro calendar fits into a complete routine, read the pillar: The Definitive Guide to Swing Trading.

Want a routine that survives news days? Grab the free 15-Minute Swing Trading Starter Kit. It is the exact process I use to scan once a day and trade any market in 15 minutes, no staring at the screen through the NFP release required.


About the author. Spencer Li is the founder of Synapse Trading and a Certified Financial Technician (CFTe) with 15 years of trading across stocks, forex, crypto, commodities, and bonds. His trade log is public, 404 trades, losses left in. He teaches low-risk swing trading in 15 minutes a day, one system for any market.

Education, not financial advice. Synapse Trading is not licensed by MAS to advise on investment products. Trading carries risk of loss; past performance is not indicative of future results.


Related

Definitive Guide to Swing Trading (pillar) · How to trade economic news and the economic calendar · Fundamental vs technical analysis · What moves the US dollar

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Spencer Li

Book Summary: Fortune’s Formula by William Poundstone

Book Summaries
thumbnail Book Summary Fortunes Formula The Untold Story of the Scientific Betting System That Beat the Casinos and Wall Street by William Poundstone

Fortune’s Formula by William Poundstone: the Kelly Criterion, and How Traders Actually Use It

Last updated: 3 July 2026 · By Spencer Li, CFTe


Fortune’s Formula by William Poundstone is the story of the Kelly criterion, a formula that tells you how much of your money to bet on a single opportunity to grow your bankroll fastest over the long run without going broke. John Kelly, a physicist at Bell Labs, published it in 1956. The book traces how it travelled from information theory to blackjack tables (Edward Thorp), to Wall Street, and into the hands of gamblers, investors, and the military. The core idea is simple: bet a fraction of your capital that scales with your edge. The bigger your advantage and the better your odds, the more you commit. No edge, no bet.

The practical formula for an even-money bet is f = p − q, where f is the fraction of your bankroll to stake, p is your probability of winning, and q (which is 1 − p) is your probability of losing. For payouts that are not even money, it becomes f = (bp − q) / b, where b is the odds received (your reward-to-risk). For traders, the takeaway is not the algebra. It is this: size is a function of edge, and most people who blow up were not wrong about the trade, they were wrong about the size.

Here is what the book actually teaches, and how to use Kelly without it destroying your account.

What is the Kelly criterion?

The Kelly criterion is a position-sizing rule. It answers one question: given an edge, what fraction of my capital maximises the long-term growth rate of my bankroll?

Most people size by feel. They bet big when they feel confident and small when they are scared, which usually means biggest right before the loss that hurts most. Kelly replaces the feeling with a number. You feed in your win probability and your payout, and it returns the stake that grows your money fastest over a long series of bets.

The important word is long-term growth, not expected value. You can have a positive-expectation bet and still go broke if you size it too big, because one bad streak wipes you out before the math has time to work. Kelly is the line that separates “growing as fast as possible” from “growing, but flirting with ruin.” Bet more than full Kelly and your long-run growth actually goes down while your risk goes up. That is the part most people miss.

The story behind the book

John L. Kelly Jr. published the formula in 1956 in a Bell Labs paper on information theory. He was not trying to beat casinos. He was working on the rate at which information can be transmitted over a noisy line, and the same math turned out to describe how fast a gambler with an edge should grow a bankroll.

The person who carried it into the real world was Edward Thorp, the mathematician who used it to beat blackjack (the Beat the Dealer story) and later ran a hedge fund on the same principle. Poundstone follows the formula from Bell Labs to Las Vegas to Wall Street, with a cast that includes Claude Shannon (the father of information theory), mob-connected bookmakers, and the academics who spent decades arguing about whether Kelly was genius or recklessness.

William Poundstone is a science writer and journalist, a contributing editor at Discover, New Scientist, and Scientific American, and the author of Priceless: The Myth of Fair Value. Fortune’s Formula is his best-known book and was a New York Times bestseller.

A worked example: how Kelly sizing works in practice

Say you have a setup that wins 55% of the time and pays you 1-to-1 (you risk one unit to make one unit). Plug it in:

f = (bp − q) / b = (1 × 0.55 − 0.45) / 1 = 0.10

Full Kelly says bet 10% of your bankroll on that trade. On a $10,000 account, that is $1,000 of risk. To most traders, that is a terrifyingly large number, and that reaction is correct. Full Kelly is the maximum growth size, and it comes with brutal drawdowns. A run of bad luck at 10% per trade will cut your account in half and barely register as unusual.

That is why almost nobody trades full Kelly. They trade a fraction of it.

Full Kelly vs fractional Kelly

SizingStake on the example aboveLong-run growthDrawdown / ruin riskWho uses it
Full Kelly10% of bankrollFastest, in theorySevere, swings of 50%+ are normalAlmost nobody, in practice
Half Kelly5% of bankroll~75% of full Kelly’s growthRoughly half the drawdownMany professionals
Quarter Kelly2.5% of bankrollSlower but smoothLowConservative / uncertain-edge traders

The reason half Kelly is so popular is the trade-off it offers. You give up only about a quarter of your growth rate but you cut your drawdowns roughly in half. For a real human with a real stomach and a real career, that is a far better deal than chasing the theoretical maximum.

There is a deeper reason to size down too. Full Kelly assumes you know your edge exactly. You do not. Your “55% win rate” is an estimate from a finite sample, and it is probably optimistic. When your inputs are uncertain, betting the full Kelly fraction on a wrong number can put you above full Kelly on the real number, which is the worst place to be. Sizing down is your margin of safety against your own estimation error.

Personally, I never run more than a fraction of Kelly, and I cap it well below what the formula suggests. The formula gives you the ceiling. Your job is to stay comfortably under it.

How traders actually apply Kelly

You do not need to plug numbers into the equation before every trade. The useful part of Kelly is the principle, and it shows up in a few concrete habits:

  • Size scales with edge. A high-conviction setup with a strong reward-to-risk gets more capital than a marginal one. Same trader, same account, different size, because the edge is different.
  • No edge, no bet. If you cannot state why you have an advantage, Kelly says the optimal stake is zero. That is the formula telling you to stand aside.
  • Risk a fixed small fraction, not a fixed dollar amount. Risking 1% to 2% of your account per trade is, in effect, a conservative fractional-Kelly rule. As your account grows or shrinks, your position size moves with it.
  • Better odds and bigger edge both raise the size, but the size is capped. Even a great setup gets a ceiling, because a string of “great” setups can still lose in a row.

The thing Kelly protects you from is the single most common way traders die: being right about direction and wrong about size. You can have a genuine edge and still go to zero by betting too much of it on each trade. Kelly is the math that says exactly how much is too much.

Where the human edge comes in

A spreadsheet will compute the Kelly fraction in a second. What it will not do is tell you that your 55% win rate is really 51% once you stop cherry-picking your sample, or that you are about to override your own sizing rule because the last three trades won and you feel invincible. The formula is the easy part. Sizing honestly, against an edge you have not flattered, and holding that size when your gut is screaming to do otherwise, is the discipline. That is the discipline and sizing edge, one of the Five Edges no formula trades for you.

Should you read Fortune’s Formula?

Yes, if you want the story and the intuition behind position sizing. It is a narrative book, not a textbook. You will finish it understanding why sizing matters and where the idea came from, with a cast of memorable characters along the way. What it will not give you is a step-by-step trading manual, you have to translate the principle into your own rules yourself.

I would put it on the shelf next to the practical risk-and-sizing material, not in place of it. Read it for the why, then build your own fractional-Kelly rule for the how.

FAQ

What is the Kelly criterion in simple terms?
It is a formula that tells you what fraction of your money to bet on an opportunity to grow your bankroll fastest over the long run without risking ruin. The bigger your edge and the better your odds, the larger the fraction. With no edge, the optimal bet is zero.

What is the Kelly criterion formula?
For an even-money bet it is f = p − q, where p is your win probability and q is your loss probability. For non-even payouts it is f = (bp − q) / b, where b is the reward-to-risk odds. The result, f, is the fraction of your bankroll to stake.

Why do professionals use fractional Kelly instead of full Kelly?
Full Kelly gives the fastest theoretical growth but produces severe drawdowns and assumes you know your edge exactly. Half Kelly keeps about 75% of the growth while roughly halving the drawdown, and it leaves a safety margin for the fact that your edge is only an estimate.

Who wrote Fortune’s Formula and what is it about?
William Poundstone, a science writer and journalist. The book tells the history of the Kelly criterion, from John Kelly at Bell Labs through Edward Thorp’s use of it to beat blackjack and run a hedge fund, and how the same math applies to gambling and investing.

Can the Kelly criterion be used for stock trading?
Yes, as a position-sizing principle rather than a precise formula. Most traders apply it as a conservative fractional version, risking a small fixed percentage of the account per trade, and sizing up only when the edge and reward-to-risk genuinely justify it.


Now that you have the formula and the half-Kelly trade-off, the real question is the one most people skip: what is your honest edge, before you flatter it? Get that number right and the sizing takes care of itself. Let me know in the comments how you size your trades.

And if you want the wider reading list this book sits on, see the pillar: Best Investing and Trading Books of All Time.

Want the system the sizing plugs into? Grab the free 15-Minute Swing Trading Starter Kit. It is the exact routine I use to scan once a day and trade any market in 15 minutes, sizing included.


About the author. Spencer Li is the founder of Synapse Trading and a Certified Financial Technician (CFTe) with 15 years of trading across stocks, forex, crypto, commodities, and bonds. His trade log is public, 404 trades, losses left in. He teaches low-risk swing trading in 15 minutes a day, one system for any market.

Education, not financial advice. Synapse Trading is not licensed by MAS to advise on investment products. Trading carries risk of loss; past performance is not indicative of future results.


Related

Best Investing and Trading Books of All Time (pillar) · Position sizing and risk management · Beat the Dealer by Edward Thorp · The Five Edges

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