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Generative Handicapping

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  • Performance Factors

 Dear XXX,
 

I want to sincerely apologize for not reaching out sooner. Things have  been quite challenging on our end, and I appreciate your patience.
 

I just spoke with Micah to give him an update on our current situation.  Essentially, here’s what we shared with him:
 

Unfortunately, our inventor, Larry Kohls, has been in the hospital for  an extended period, dealing with both pneumonia and kidney stones. His  health struggles began several months ago with pneumonia, which, as you  may know, can be a prolonged and difficult illness—especially for older  individuals. Despite treatment, his recovery has been slow, and  complications have continued to arise.
 

On top of that, he developed kidney stones, which have led to multiple  hospital visits and additional medical challenges. The situation has  been difficult, and he has had to endure several complications along the  way. His major surgery is scheduled for this Monday at 9 a.m., and we  are anxiously awaiting the results. We are hopeful that everything goes  well.
 

Understandably, this has impacted our timeline and caused us to step  back a bit from our expansion efforts. Given the uncertainty surrounding  his discharge and recovery, we have faced unavoidable delays in moving  forward with the next phase of our plans.
 

We will keep you updated as soon as we have more information. Hopefully,  we’ll have some news to share next week, but if not, we’ll certainly be  in touch the following week.
 

Thank you for your understanding and support during this time. I will  reach out again as soon as I have more details.
 

Looking forward to connecting.
 

Best regards,
 

Jim Kwasek
 

Megatote
 

2 types of trading: Fundamental vs Techincal Analysis

Current Basic Idea of Fundamental Handicapping:

Current Basic Idea of Fundamental Handicapping:

Current Basic Idea of Fundamental Handicapping:


No matter what your level of expertise, it’s often wise to “get back to basics" and review the rudimentary elements of this challenging, sometimes exasperating, bit of mental stimulus known as handicapping.

Everyone handicaps differently but these elements should always be addressed before making a wager. They are offered in order of importance to the overall equation.


1. FORM: Nothing else really matters if a horse is not in “form” and the first task in attacking a race is to eliminate those runners that don’t appear to be fit from a condition standpoint, either through recent racing or with a string of workouts that suggest the animal is set to do its best work. A competitive recent race (accompanied by the necessary a.m. maintenance if it’s last race was more than two weeks ago) is the most reliable indicator for fitness. Horses that haven’t raced in 30+ days should either offer ample workout evidence that they are doing well, have a history of performing well off short (or longer) breaks and come from barns that regularly win races. The group that doesn’t fit into this rather wide parameter should be eliminated from further consideration, allowing the handicapper to concentrate on the true contenders. It doesn’t matter what a horse has done in the past if it doesn’t look capable of running well today. On the other hand, don’t be quick to draw an “x” through potential longshots that come off bad lines if they had legitimate excuses like racing at an unsuitable distance, on an unsuitable surface, fought a strong track bias, is moving from a losing barn to a winning one or has been given a freshener followed by positive workout activity.


2. ABILITY: How fast can the remaining horses in the field run on their best day? That’s the next question to be answered. There are many different ways to evaluate talent in this era of speed figures and performance ratings. Whether you use Today’s Racing Digest’s CPRs, FIRE Numbers or Final Time Ratings, my own Fast Figs, Beyer Ratings, the “sheets”, Barry Meadow’s Master Win Ratings or make your own doesn’t really matter but you should be consistent. The task at hand is to determine two things: What is the horse capable of doing?; and, what does it figure to do today? Those horses that do not figure within three lengths of the top contenders in the race can be eliminated.


3. CLASS: This  is a tricky part of the puzzle since horses can improve and regress quickly in this day-and-age of year-round racing when trainers try and squeeze races out of horses that obviously need a rest and the track veterinarians help them do it with an array of legal medications. Often, outclassed horses will be eliminated in Step #2 but in the case of horses stepping up in class off impressive efforts, it’s necessary to analyze how those figs were earned. Horses that benefitted from easy pace pictures, strong bias situations or simply raced against a bad bunch of rivals, should be viewed with skepticism when trying to step up to a tougher level. The best class jumpers to play are those that tailed off, dropped in class and are now moving back up while appearing to have regained their form. “Past Class” is a big handicapping plus and is often overlooked by many players.


4. RACE CONDITIONS: Does the horse like today’s surface and today’s distance? Even horses that are in form and have the ability and the class to win are generally beaten when entered in unsuitable races. Some horses move easily between sprints and routes or from dirt to turf while others do not. Before leaving a contender in the mix any longer, be relatively certain in your mind that he’ll handle today’s conditions.


5. CONNECTIONS:The human part of the equation is substantial. True, a great rider and an accomplished trainer can’t win on a bad horse but by this stage you should have eliminated the “bad” ones. However, “good” horses can be beaten by a jock’s poor decision or by a trainer who has a hard time cinching up a saddle correctly. Let the record guide you in this area. Eliminate horse’s trained or ridden by traditionally low-percentage stables or jocks and take a long, hard look at short-priced types that are trained or saddled by individuals mired in ongoing slumps (consult the Digest’s ‘Cold Trainer’s List’). Just as professional athletes in all sports go into slumps, so do trainers and riders. The more they lose, the more they think and the more they think, the more they lose. That’s just the way it is.


6. BREEDING:Pedigree analysis is only significant when analyzing a horse that has not had ample (or no) opportunity to show what it can do under today’s conditions. First-time-starters bred for sprint speed vs. those bred to run best going longer. Sprinters trying to go long. Dirt types moving to turf. The only time you should concern yourself with breeding is when a potential contender has survived the first five steps of this procedure. When playing a horse ‘on the come’, always get good value and be willing to bet against (or pass the race) when the favorites are not proven under today’s conditions, even if their pedigree says they should handle the situation. Just because they’re bred to do it, doesn’t mean they WILL DO IT, first or second time around anyway.

After completing these six steps you should have eliminated the pretenders and whittled the field down to the contenders. The more contentious a race looks on paper, the more ‘value’ you should demand. It makes no sense to back the favorite in a ten-horse field where it looks like five other horses can also win. Make some kind of odds line so that you have an idea of which horses are true overlays in your own mind. From that point on, it’s just a matter of “buy low and sell high”.

Most current handicapping factors:

Performance Factors

Current Basic Idea of Generative Handicapping:

Current Basic Idea of Fundamental Handicapping:

Current Basic Idea of Fundamental Handicapping:


XXXXXXXX

So, what's the difference?

Fundamental analysis in para-mutuel betting is a method of evaluating betting opportunities by analyzing relevant data beyond just odds and betting trends. It helps bettors identify undervalued selections that may offer a higher probability of success relative to their implied odds. 


 How it works

 

  • Analyze Performance Data – Review past per

Fundamental analysis in para-mutuel betting is a method of evaluating betting opportunities by analyzing relevant data beyond just odds and betting trends. It helps bettors identify undervalued selections that may offer a higher probability of success relative to their implied odds. 


 How it works

 

  • Analyze Performance Data – Review past performance records, including speed ratings, form cycles, trainer and jockey statistics, and track conditions to assess an entrant’s potential.
  • Calculate Key Metrics – Compare key performance indicators such as win percentages, finishing times, strength of competition, and consistency to gauge an entrant’s reliability.
  • Consider Other Factors – Evaluate external influences like weather, track bias, equipment changes, and competitor strategies, which can impact performance.
  • Forecast Future Performance – Use historical data and trends to project the likelihood of a strong performance under current race conditions.
  • Determine Fair Value – Compare your estimated probability of winning with the odds being offered to identify mispriced bets.
  • Make a Recommendation – If an entrant’s probability of winning is higher than what the odds suggest, it may be a favorable betting opportunity.

Technical analysis in para-mutuel betting involves studying historical data, betting trends, and market movements to identify profitable opportunities. Instead of focusing on intrinsic performance factors like fundamental analysis, technical analysis examines patterns in odds fluctuations, wagering behavior, and past race results to predi

Technical analysis in para-mutuel betting involves studying historical data, betting trends, and market movements to identify profitable opportunities. Instead of focusing on intrinsic performance factors like fundamental analysis, technical analysis examines patterns in odds fluctuations, wagering behavior, and past race results to predict future outcomes. 


How it works

 

  • Analyze Betting Market Trends – Observe how odds shift leading up to a race to detect smart money movements or public betting patterns.
  • Identify Patterns and Indicators – Look for recurring trends, such as horses that consistently attract late betting action (a sign of insider confidence) or those that drift in odds (potential underperformance signals).
  • Assess Volume and Money Flow – Monitor total pool sizes, betting surges, and fluctuations to determine where sharp bettors are placing their wagers.
  • Use Historical Data – Examine past races with similar conditions (e.g., same track, weather, jockey, distance) to find predictive patterns.
  • Develop a Strategy – Use technical indicators like moving averages of odds, breakout signals, and support/resistance levels in pricing to determine optimal bets.
  • Confirm Entry Points – Place wagers when the market conditions align with identified trends, maximizing value and minimizing risk.

Video

$3 trillion company powering today's AI | 60 Minutes

 Nvidia CEO Jensen Huang 

Generative AI in a Nutshell

  Henrik Kniberg  

A New Tool in the Betting Industry

  • Utilizing Artificial Intelligence,  we've been able to sucessfully produce formulas to profitably bet on horseracing.
  • Our AI Foundation of 20 million formulas has been tested for over 15 years.
  • What was determined to be the best of these formulas have been exported to our Control Computer.
  • The formulas were then verified using Generative Automation Software we call Autobid.
  • Autobid produced Generative Data which then undergoes a process of cleaning, scoring and sorting resulting in validated data points.
  • These data points are called Horizontal Equations.
  • A Horizontal Equation is the record of the betting outcomes generated by the formulas over a certain period of time.  It provides a linear record of results from individual wagers in a succinct, readable way.  They are interpreted left to right with the left most number being the most recent tabulation. The numbers don't necessarily represent an individual day's activities, only the last time results were recorded.  We use the law of large numbers to generate useful results so the longer the Horizontal Equation, the more accurate and useful the information will be to the bettor.




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Key Features of a Horizontal Equation in Pari-mutuel Betting

Sequence of Results

  • Payout Representation: Each number represents the payout from an allowed credit used in $2 wager increments (e.g., 06 for a winning bet that returned $5.60 (rounded)). Not mixing $2 with $3 or $4.
  • Consistent Dollar Amount in Horizontal Equations: Eliminates variability, allowing for a more accurate measurement of an algorithm’s performance over time. Varying bet sizes distort long-term analysis and make it difficult to assess true profitability. Reduces the impact of outlier wins/losses, ensuring a more stable evaluation of results. "Apples to apples" comparison is necessary to obtain accurate data and meaningful insights.
  • Scaling Strategies: If we want to increase the volume of a specific formula, we scale by cloning for consistency.

Compact Notation

  • Instead of listing results in a table or separate rows, they are written in a single-line format, making it easy to track.

Instant Performance Summary

  • A quick glance at the equation shows if the formula won or lost, the size of the payouts, and a general idea of profitability.

Example of a Horizontal Equation: 00.04.07.05

1st formula won under $1.00 → 00
2nd formula won → $3.80 (04)
3rd formula won → $7.40 (07)
4th formula lost → $2.00 (07 - $2 = 05)

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