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 The problem with this is that KC completely upends thiskelly criterion wett-rechner  See moreKelly Criterion Calculator

ROTANDO and EDWARD O. The Kelly Criterion is a formula used to determine the optimal size of a bet when the expected returns are known. This betting method was originally developed in the 1950s and was quickly applied to gambling and financial investing. The famous Kelly betting criterion (Kelly, 1956), which maximizes a logarithmic utility function, is widely used to choose s. This announced the discovery of favorable card counting systems for blackjack. 1 Introduction Kelly (1956) considered the question of how a gambler with an edge should act in order to maximize his bankroll growth. Use the Right Formula. My goal is to graph the log growth of playing poker with respect to the size of your bankroll, given some edge or return distribution. By using the Kelly Criterion can determine how much of your bankroll you should choose to use for that bet by doing a simple sum of 55 - 45 = 10. That means 55 (the percentage probability you think your bet will win) minus 45 (the percentage probability you think your bet will lose) will give you 10. It takes into account your win probability and the odds being offered by the sportsbook, and provides a recommendation for the optimal bet size based on your bankroll size. Um den Kelly Formel Rechner zu benutzen brauchen Sie nur die angebotene Quote und die Wahrscheinlichkeit in das Formular einzugeben. It is also helpful for gamblers as it determined the maximum amount. 3 and x is your resulting bankroll. The essence of the Kelly criterion for beginner players. Your 'odds offered' are '2 to 1' (so enter 2 ). Over the long run, even with a series of failures, you will save some of the money. 00 x 0. 5. a. with constant bets. 18 e 69 4. 1. I currently did bet on live tennis and in the Tsonga vs Murray game and the odds for Tsonga winning a specific game (tennis term "game") was @9. TheThe purpose of the Kelly Criterion is to help you define the optimal stake amount based on your available funds and the edge you believe you have over the bookmaker. 36: Understanding the Kelly Criterion. 2. 2 maximize benefits using Kelly CriterionPart 3 - Kelly Criterion. Simultaneous kelly is done by taking the product of 1-kelly for all simultaneous wagers and then multiplying each kelly amount by that product. Kelly Criterion mathematical equation takes into account. Suppose we have initial capital X 0 and we want to determine the optimal betting fraction f to invest each year in S&P 500 stocks. The Kelly Criterion bet calculator above comes pre-filled with the simplest example: a game of coin flipping stacked in your favor. In general, such replacement of population parameters. 40 - 1) 3 = 0. The author initiated the practical application of the Kelly criterion by using it for card counting in. Returning to the card counter from the introduction, b=1 p=0. We've actually covered the binary Kelly Criterion and the single-asset Kelly Criterion before - so check those articles out for some more background. Although it may appear confusing, it’s actually pretty simple. The NFL just doesn’t stop cooking up. We’ve developed a Kelly Criterion formula Excel spreadsheet that you can download here. Maybe we’d rather not have optimal growth. This paper presents a model to address the uncertainty inherent in replacement problems, whereby a firm must select between mutually exclusive projects of unequal lifespans by applying the Kelly criterion (which is not well known to the engineering economics community) within a binomial lattice option-pricing environment. Nicholas joins Chris for a conversation on correctly sizing your investments using the Kelly Criterion,. Chopra and Ziemba (1993), reprinted in Section 2 of this The Kelly Criterion is a formula used to bet a preset fraction of an account. The Kelly Criterion is a relatively simple math equation to determine the percentage of your bankroll you should bet on any given circumstance, assuming you have an advantage. With Kelly Criterion we can find the optimal solution for determining the amount of investment. 02 - (1-0. where: f∗ f ∗ is the optimal ratio of my total money that I should invest in an investment, b = 0. significant leverage) or more for a position. Hi, Just started out coding. Amount to risk = ( (3 + 1) × 0. 70. You get the only answer one can reasonably expect: if. R = Historical Average Win/Loss ratio. 4)/1 = 20% or 0. This volume provides the definitive treatment of fortune's formula or the Kelly capital growth criterion as it is often called. According to the Kelly criterion, the probability of getting a return of -5 or less in this example is only 5. the Kelly criterion is optimal only under certain conditions, which are identified. The Kelly Criterion calculation is used to calculate the optimum stake or position size for a given event, and is made up of four factors. Let’s do the maths. e. The Kelly Criteria is popular with many professional punters, but as mentioned above, the main problem is to. simplified(win_p, rr) simplified version of the kelly criterion formula. Kelly studied at the University of Texas at Austin and earned a PhD in Physics in 1953. Kelly Criterion maximizes the wealth in the long-run. Die Kelly-Formel, auch Kelly-Kriterium genannt, dient der Gewinnmaximierung von Wetten mit positiver Gewinnerwartung. That is a probability of winning of 40%. However, it’s important to remember that the Kelly criterion is not a one-size-fits-all. Hence we focus on the use of the Kelly criterion, although our results here have general implications for bettors and indeed for all decision makers who maximize utility functions under parameter uncertainty. Does apply kelly now give better results? If kelly value is say 44k. O. Kelly put forward the Kelly formula while conducting research on the probabilistic errors in communications. 833 = 8. Edward O. We would like to show you a description here but the site won’t allow us. Share. This equates to a 4. We briefly introduce the Kelly criterion. , which relates to the long-term growth of capital. Kelly Criterion’s Relation to League Type. The Kelly Criterion is a method of management that helps you calculate how much money you might risk on a trade, given the level of volatility in the market. The Kelly criterion is used to theoretically maximize long-run return. The Kelly Criterion can be a great tool in the pocket of all sports bettors. A question like this is tough to work out intuitively, but the Kelly criterion advises an investment of 12% of total capital. The Kelly Coin-Flipping Game: Exact Solutions. He came of age during World War II and spent four years as a flyer for the Naval Air Force. 6%) and a standard deviation of 9%. In most gambling scenarios, and some investing scenarios under some simplifying assumptions, the Kelly strategy will do better than any. , which relates to the long-term growth of capital. Revisiting the Kelly Criterion Part 2: Fractional Kelly Another common complaint about the Kelly Criterion is how to manage multiple edges on concurrent bets. The Kelly criterion is a theoretical formula for obtaining the best return when repeatedly investing money. Gayle Keller. Kelly Criterion. If there is a fixed amount of bets the Kelly criterion will be suboptimal, but as the number of bets grows the optimal strategy will asymptotically reach the Kelly criterion. 077 / 0. In the one asset two valued payo case, the optimal Kelly wager is the edge (expected return) divided by the odds. ” Invented in the 1950s by a Bell Labs researcher named J. 33% of your bank roll, or 8. Kelly came up with a betting system which optimizes bankroll growth based upon known odds and a definite payout. The casino is willing to pay 2 to 1 on any bet you make. The Kelly criterion only defines the “optimal” bet to maximize return. Coin-tossing with win rate 50% and odds 2 Consider playing the above game for 40 rounds. It emerged from statistical work done by John Kelly at Bell Laboratories in the 1950s. Another problem with the Kelly criterion is it sees as the goal maximizing a particular function of terminal wealth. Conclusion. The same principle would work for any investment with an expectation of being profitable. If the bias were lesser at a 55% chance, the Kelly percentage would be 10%. The. The original Kelly criterion says to wager only if (bcdot p-q > 0) (the expected value is positive), and in this case to wager a fraction ( frac{bcdot p-q}{b} ) of your bankroll. It's most useful to determine the size of a position you should take. You lose $100 if the dice shows up as a 4, 5 or 6. With hand waving and basic math you can also use it to help guide your investment decisions. Behavior was far from optimal. Kelly itself can-never make a profitable system un-profitable unless the system is lying about its statistics in the first place. The Kelly Criterion (a. This fraction should be equal to the difference between non-default probability ( p) and default probability ( q ). 5, the Kelly criterion formula would recommend risking 32. Hence, the Kelly criterion can be very risky in the short term. Attached Image (click to enlarge) With the formula: N: Total trades number. This shows that according to the Kelly Criterion formula, you should stake 25% of the amounts you have set for betting. The picture above has 2 simulations of betting at 20%, 50%, and 75% and 4 at the Kelly Criterion amount. For example, with $ 25 starting wealth, a 60% chance of winning/losing the whatever you wager, if our strategy is to bet. Follow these steps to determine your optimal bet stake using the Kelly Criterion:1. To associate your repository with the kelly-criterion topic, visit your repo's landing page and select "manage topics. How to use the Kelly Criterion calculator. No sane trader in options uses the Kelly criterion literally. So, if your bankroll was $500 you would bet $100 in this scenario. Assuming the anticipated wager has odds of 3. What Is the Kelly Criterion? The Kelly Criterion is a formula used to determine the optimal size of a bet when the expected returns are known. Since the result we have ultimately got is negative, this should indicate that it would be a better idea if we abstain from making such a stake simply because the odds are not high enough to compensate for. Here, the formula is F = W – [ (1-W) / R] W = Probability of success. If the sum of all position sizes is 1, weight. Otherwise you lose $100. 40) / 1 = 0. logG∞ = ∞ ∑ t = 1loggt. The growth rate is reduced less significantly in comparison. Lets try to calculate the optimal fraction numerically. 0 Kelly on even 1 bet reduces the growth rate of your capital while increasing risk of ruin. The Kelly criterion was developed by John L. The better a player's chances of winning based on the card count, the more the player bets. The calculator says to bet 2. 50. However, unlike in the previous situation we examined the Kelly Criterion for, there is not a nite number of outcomes of a bet on a security, so, we will useThe simplified Kelly Criterion has some potential flaws and can give some head-scratching results which are explained in the article above. Kelly Jr. This gives us a Sharpe Ratio of S = 0. We are going to minimize the function so low values, i. It takes into account your win probability and the odds being offered by the sportsbook, and provides a recommendation for the optimal bet size based on your bankroll size. The criterion helps: investors optimize portfolio. This is due to the requirement that the gambler commits to a specific outcome of the team game. Suppose we have initial capital X 0 and we want to determine the optimal betting fraction f to invest each year in S&P 500 stocks. 6 over a modified KC. In your example you have savings which will bring in some percentage no matter what. The Kelly Criterion is a formula to determine the proper size of a bet with known odds and a definite payout. 01 e 89 2. By Kelly criterion, in a game with win rate of 50% and odds 2, the optimal bid ratio is 25%, which leads to the best capital growth rate. The calculation of the Kelly criterion includes two main factors: the probability of winning and the win-loss ratio of the trading strategy. function is to create the right balance between risk and reward. While it is possible to create a simple spreadsheet that will execute the Kelly Criterion Formula, there is no. you can win. Kelly developed the formula while working at the AT&T Bell Laboratory. In Platen (2011), the Kelly criterion de nes a portfolio that cannot be outperformed long term and whichThe best staking plan debate. 켈리 자신도 1956년의 논문에서. 5 times the starting capital. Step - 2: Calculate the probability of each outcome. Betting fractional Kelly is actually far more common than full Kelly, in order to reduce the risk of ruin. The Kelly Criterion is a formula developed by Bell Labs' scientist John L. 45)/ (2. Add the odds quoted by the. g. Which has a 40% chance if they match would have continued going exactly as before, since. It can then tell you the optimal amount you should invest in each trade, given the strategy and your personal forex trading record. The Kelly criterion is a money management principle that beats any other approach in many respects. These two factors are then input into the Kelly Criterion equation. 35 = 0. Kelly Criterion gambling is especially popular in sports betting and can potentially help you become a successful bettor. W = Dollars won per dollar wagered (i. In the book, Dandho Investor, superstar investor Mohnish Pabrai devoted an entire chapter. 38 percent Kelly bet, or $53 of your current bankroll ($1,220 x 4. With all the prior odds, the equation will add up to this: ( (4x 0. It just so happens that, being a mathematician by training, he wrote up a detailed paper, The Kelly Criterion in Blackjack, Sports Betting, and the. This paper will show how Kelly's Criterion can be incorporated into standard portfolio optimization models that include a risk function. Including Odds Calculators and Super Bowl Bet Calculator specially designed by SBR betting experts. 098 0. The Kelly Criterion is a bet-sizing technique which balances both risk and reward for the advantage gambler. A key thing that they miss, is that the log is only defined if. 37 e 55 2. 890. Kelly, Jr in 1956. Choose the event type – independent events, which refers to several different games; or exclusive outcomes. To simplify the analysis, however. 5% win rate. To be honest I have been successfully using the simple/naïve Kelly Criterion for years and haven’t bothered looking anywhere else. The Kelly Criterion is a formula for bet sizing that leads to optimal expected wealth. E. As an example, the next image shows the progression of the equity curve with the same sequence of gains and losses, using 15% and 25% trade sizes in the mentioned coin-toss game. If you use an advanced trading system, you can do it yourself. For the gambler/investor with average luck bankroll and a fixed bet size, the expected bankroll growth after one. 1. This user should likely bet about $1,000 * 0. 4. scientific gambling method ), is an effective strategy in every sense of the word. 2. The virtues of trading using the Kelly Criterion. But that was not my point. Thorp extended the Kelly Criterion logic and developed an adapted model to. You shouldn't count on serious success with a bankroll of $10-20. The Real KC is very useful for outright betting as shown. To calculate the “R,” divide the average. This formula is derived by maximizing the expected value of the log-growth rate of a bettor’s bankroll, assuming certain conditions are met (more on this later). Published 2011. It is one of the few betting strategies. As I mentioned earlier, the formula is a mainstay of the gambling and investing worlds to help manage risk in asset management. After two rounds, about $185. 6) = 0. k. The strategy is prevalent and is used as a revered staking plan among stock market investors and sports bettors to gain an edge. You must scale the Kelly output so that the amount you bet is equal to the potential loss. The true probability may lie between 40% and 60%, or even 20% and 80%. K. 00 – 1) f* =0. Bet calculator and free betting calculators to determine payouts. 2 and your odds are. Aug 27, 2021. The goal of the equation is this: don’t go broke. 5% and 1/8 1. Betting a Half Kelly Stake, for example, reduces bank volatility by 50%, but growth by only 25%. Example: Suppose you make a bet that wins with a probability of 50%. The Kelly Criterion requires there are no other rules other than the Kelly Criterion. With hand waving and basic math you can also use it. John Larry Kelly, Jr. Mathematical theorems show that only the log utility function maximizes. The kelly formula helps investors to determine the optimal amount to put into a single trade. You have $1,000 with you. Heuristic proofs of the Kelly criterion are straightforward. The main goal of the Kelly Criterion strategy is to maximise your profits and minimise the downside (risk associated with your betting). 6% - 1% = 4. However, unlike in the previous situation we examined the Kelly Criterion for, there is not a nite number of outcomes of a bet on a security, so, we will useTo use the kelly criterion reasonably in trading you will need to follow these steps: Access at least one sample of one hundred trades you have executed. W = Historical winning percentage of a trading system. Kelly, Jr. In the Wikipedia page about Kelly Criterion, the author calculated the expected wealth after N bets as. In such a case, the Kelly criterion suggests that if one were to go over 20% repeatedly on a low. The Kelly Criterion. e. Well, say hello to Kelly’s Criterion! 14. There is a 60% chance of a winning a coin flip. For example, if you have $10,000 in your trading account, you can risk up to $670 per trade to optimize your account growth. I like to break up the Kelly chart into four sections: Yellow: from Zero to 1/2 Kelly is the Conservative risk area. 0% of similar. He derived a trade sizing. The Wolfram model appears to be based on the scenario of unrestricted lending (although my output. Note of difference between the discrete and continuous criteria: The Kelly criterion is designed to protect your equity from. If the input symbols to a communication channel represent the outcomes of a chance event on which bets are available at odds consistent with their probabilities (i. The NFL just doesn’t stop cooking up. Figure 2: Capital Through 5000 Bets: Betting with the Kelly Criterion vs. A core principle of the Kelly Criterion is that the player must have an edge over the house before making a bet. As a supplement to Part I, Part II, and Part III of the reviews of William Poundstone's book, Fortune's Formula, I thought I'd summarize the actual Kelly Formula and some "Kelly Math" here. Mochkovitch. The Kelly Criterion: Comparison with Expected Values. Kelly criterion is meant for each game to be played one at a time. 67%, which means to realize maximum account growth, you may risk up to 6. edge2 edge2+σ2 = σ2 market σ2 market+σ2. The multiplier is normally set to 50%, for an aggressive betting strategy set it to 100%. When the odds are 1:1 (a=1 and b=1), the optimal betting size becomes f∗ = p − q f ∗ = p − q. if your max loss is 50%, optimal-f will be double kelly. A 50% chance of a 50% drawdown is a lot to stomach. So, technically, using the Kelly Criterion perfectly will lead one to never exhausting his/her entire bankroll because, for example, even if your bankroll shrinks to $20, the Kelly Criterion math (based on a 1% player advantage) dictates your currently resized bet should now be about $2. John Larry Kelly, Jr. g. Winning Probability: Enter the probability of earning a profit from investment. Kelly Criterion • Developed by John Kelly, a physicist at Bell Labs – 1956 paper “A New Interpretation of Information Rate” published in the Bell System Technical Journal • Original title “Information Theory and Gambling” – Used Information Theory to show how a gambler with inside information should bet4 hours ago · Gaming Today is licensed and regulated to operate in AR, AZ, CO, CT, DC, IA, IL, IN, KS, LA, MA, MD, MI, NH, NV, NJ, NY, OH, OR, PA, TN, VA, WV & WY. The method is based on a mathematical. 4)/1 = 20% or 0. Kelly Criterion ruined many bankrolls especially of those who can't analyse the exact probabilty. W = Historical winning percentage of a trading system. The Kelly-optimal bet is a fine line based on a solid understanding of the probabilities and returns. From this calculation, if you were to bet on the Celtics to beat the Lakers, the Kelly Criterion suggests you should only bet 4% of your bankroll or capital. E. The Kelly criterion can be used to maximize returns in a game with win rate p and odds b; however, optimization theoretically requires wagering over an infinite number of time steps. To calculate the “W,” divide the number of trades that brought in a positive amount by your total number of trades. N 935 A Simple Example Of Non-unique Factorization in Integral Domains / According to the classical Kelly criterion, a bettor should bet a fraction of their bankroll equal to edge / odds, assuming edge > 0. The idea was derived from an American scientist John L. And not just wrong but SO WRONG that anyone who believed it was an idiot. 탐욕의 공식이란 별명이 있다. You have to remember that the basic Kelly Criterion formula is meant to optimize bets for black-and-white, independent outcomes. The Kelly bet size is computed by maximising for the expected value of log (wealth) . To calculate the “W,” divide the number of trades that brought in a positive amount by your total number of trades. is the Kelly Criterion. The famous coin-flipping exercise that many investors use to measure the performance of chance. A capable pilot, he survived a plane crash into the ocean. Kelly Criterion was originally developed considering discrete win-lose bets in the decision making process. Betting odds in this case are $200/$100=2. One thing that complicates the matter is that short term results can. The worst of the crashes in 2000 and 2008 are avoided. 67% of your account balance on a single trade. The Kelly criterion is a well-known strategy for sizing bets to maximize long-run expected log wealth. I don't think the Kelly criterion is something most investors should consider for portfolio allocation. Nicholas Yoder is a mathematician with twelve years of experience in derivatives trading and quantitative finance. Even if you have a model, the model is still an estimation and is not as accurate as these known outcomes. 4. (Kelly Criterion) I was wondering about the real-world use of the Kelly Criterion in relation to Cash Secured Puts. 10/2. The first of these is the probability of a positive outcome, or a winning trade. Predicting a borrower’s probability of default is a key requirement of any credit allocation system but turning it into labeled classes leads to problems in performance measurement. b = the decimal odds – 1. To calculate the “R,” divide the average. We also show that. Add this topic to your repo. The Kelly criterion finds these small wealth outcomes are offset by much larger wealth outcomes, but because our utility of wealth is sub-logarithmic they are not. e. It is a simple formula that calculates the proportion of your balance to wager on a particular gamble. The formula was developed by Kelly while working at the AT&T Bell. e. I have a coin that lands heads 60% of the time and tails 40% of the time. The Kelly Criterion is a method of betting for blackjack players who have a mathematical edge in a wager. The conclusion is: Kelly Criterion is the numerical expression of the attitude of the gaming company to a certain result of the game. 40)-0. In this case, the Kelly criterion betting strategy suggests that if you wager over 20% of your bank continuously on 1, 2. 01, we need to borrow an additional 105,460 USD in order to increase our account size to 631,510. input 0. How to use the Kelly Criterion calculator. Paul Samuelson, considered by many to be the greatest economist of the 20th century, believed the Kelly Criterion was wrong. Thus: f = ( (1 × 0. To arrive at the final number, you first have to take a look at your last 50 trades. It can seem counterintuitive in real time. The Kelly Criterion is defined as ( from Wikipedia ): For simple bets with two outcomes, one involving losing the entire amount bet, and the other involving winning the bet amount multiplied by the payoff odds, the Kelly bet is: where: f * is the fraction of the current bankroll to wager, i. Therefore, K% can be expressed as edge/odd. It optimizes the amount to bet on an event with known odds in such a way as to maximize the expected. The Kelly criterion has a number of. In his original paper, Kelly proposed a di erent criterion for gamblers. The formula is as follows: f = the fraction of the bankroll to bet. The strategy is to maximize long run wealth of the investor by maximizing the period by period expected utility of wealth with a logarithmic utility function. Following this formula, it’s calculated that you stake 80% of your bankroll on the proposed bet. The problem with this is that KC completely upends this. F = ( (1. 2 in his paper The Kelly Criterion in Blackjack Sports Betting, and the Stock Market (which everybody reading article this. In one sense it is widely known: the basic "i. Assume a quarter Kelly stake on 2 wagers at +100 odds with a 55% chance of winning. In this paper, we provide a new approach to apply-ing the Kelly criterion to stock market investments. The Kelly criterion is a money management system that’s used by many professional traders and hedge funds. Wettende, die wissen, wie sie das Kelly-Kriterium nutzen können, können zum Beispiel hervorragend die sinnvolle Höhe ihrer Einsätze ermitteln. The initial relative wealth plays a critical role in determining the deviation of optimal behavior from the Kelly criterion, whether the investor is myopic across a single time period, or is maximizing wealth with an infinite horizon. The basic knowledge comes from the “Kelly criterion,” which was provided by Kelly Jr. The odds are in your favor, but read the following carefully: According to the Kelly criterion your optimal bet is about 5. 33% * £1000 = £83. In addition, we know that the average winning trade produced a profit of $1500, and the average losing trade lost $500. 10. My 1962 book Beat the Dealer explained the detailed theory and practice. The strategy maximizes the entropy and with probability one outperforms any other strategy asymptotically [3]. When I try to calculate the. where 𝑓∗ is the Kelly Fraction - the optimal amount you invest in your risky asset while the rest sits in a hypothetical risk-free asset (e. First of all, The Kelly Criterion is a function of the payoff odds and the win probability: The net odds received can be calculated by examining the betting line offered, but his confidence in. By calculating the optimal size of your bets based. Kelly did undergraduate and graduate work at. However, unlike in the previous situation we examined the Kelly Criterion for, there is not a nite number of outcomes of a bet on a security, so, we will useHow to Use the Kelly Criterion. Der Kelly Formel Rechner für Sportwetten hilft Ihnen dabei, einfach und bequem Ihre Einsätze und deren Verteilung zu berechnen. To follow up on that. THORP 922 A Simple Proof of Tychonofrs Theorem via Nets / PAUL R. 6, and its probability of losing is 0. How can the Kelly Criterion be adjusted for making Angel Investment Decisions? 1. For example, if you have a ROI of 5% it would look something like this: Full Kelly % of bankroll = . import pandas as pd import numpy as np import matplotlib. In such cases, the betting odds is reward/risk. F = Fraction of capital to invest in equities. By using the Kelly Criterion, and betting 20% of their. 05/1)/2 = . The Kelly Criterion assumes that the purpose of your trade is to maximize your growth of capital, and will reinvest your winnings. The Kelly criterion, developed by John L. It means 20% of your bankroll is the optimal amount to wager on this event. Adjust your Kelly fraction by your posterior uncertainty. Here are five tips to help you use the Kelly sports betting strategy more effectively. The Kelly Criterion formula allows bettors to maximize profits from a particular bankroll, based on the value the bet holds. If we’re high-frequency traders, we may want to think twice before betting on this game. obj. The use case of the Kelly criterion is to determine the optimal size of your capital to put at risk, where the profit you're expecting to make is linearly related to that size. Refresh the page, check Medium ’s site status, or find something interesting to read. If you bet more than 10%, you’re taking on too much risk. Under few conditions, using Monte Carlo simulations with different scenarios we prove that the Kelly criterion beats any other approach in many aspects. It is based on the mathematical formula k percent = bp–q/b, where p and q represent the probabilities of winning and losing, respectively, and. This includes an experiment where players could bet on a coin that would land on head 60% of the time, for an even money bet. 05. In reality, probabilities may fluctuate, and the actual edge may vary due. 36. 52. W is the winning probability factor.