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How We Analyse

The Onchain Edge is built around one simple idea: a UFC fight is too complex to be reduced to a single number.

Statistics can expose patterns. Tape can reveal habits the numbers miss. A model can challenge an assumption. Recent form, opponent quality, age, weight changes and stylistic matchups can completely alter how those pieces should be interpreted.

The final read comes from putting all of it together.

The Complete Fight Read

Every matchup starts with the fight itself.

Who controls the range? Who dictates the pace? Can the wrestler consistently get to the hips? Can they keep the fight there? What happens when the first game plan fails? Which fighter is being asked to win in unfamiliar territory?

Those questions matter more than simply comparing records or rankings.

The aim is to understand how the fight is likely to develop, where each fighter has an advantage and which moments could change everything.

Tape & Style

Numbers tell us what has happened. Tape helps explain why.

We look at the habits and tendencies that shape a matchup, including:

  • stance and range management
  • pressure and cage positioning
  • striking selection
  • defensive reactions
  • wrestling entries and transitions
  • takedown defence beyond the headline percentage
  • scrambling and submission threats
  • pace and cardio
  • durability and recovery
  • how fighters react when forced away from their preferred game

Style is rarely as simple as striker versus grappler.

A fighter may have strong takedown statistics but struggle badly against opponents who can force prolonged cage wrestling. A dangerous counter-striker may become far less effective against someone unwilling to lead. A high-volume fighter may look completely different when denied the space they normally rely on.

The matchup comes first.

Fight Data

Statistics remain an important part of the process.

We use fight data to identify trends, test what appears on tape and highlight areas that deserve a closer look.

That can include striking output and defence, knockdowns, takedowns, control, submission attempts, pace and other performance indicators.

Raw numbers are never treated in isolation.

Landing five takedowns against one opponent does not automatically mean a fighter can reproduce that against another. A strong striking differential can be inflated by the level or style of previous competition.

Context determines how useful a statistic actually is.

Career & Opponent Context

Two fighters can arrive with similar records while having travelled very different paths.

We consider:

  • strength of opposition
  • recent performances
  • age and career trajectory
  • layoffs
  • short-notice fights
  • injuries where reliably reported
  • changes of camp
  • changes of weight class
  • physical advantages
  • UFC experience
  • how previous opponents compare stylistically with the upcoming matchup

Recent development also matters.

MMA fighters do not improve in straight lines. Some make significant technical jumps between appearances. Others begin losing the physical attributes that previously allowed their style to work.

The most relevant version of a fighter is the one likely to enter the cage now.

The Models

The Onchain Edge also uses proprietary winner and method-of-victory models.

They provide another view of the matchup by processing historical fight data and estimating the probability of different outcomes.

They are useful precisely because they can disagree with the initial read.

If the model strongly favours a fighter we are leaning against, that deserves investigation. Sometimes it exposes something we have underestimated. Sometimes the stylistic or contextual evidence gives us good reason to disagree with it.

The model is evidence. It is not the answer.

There is no requirement for the final Onchain Edge pick to follow the model.

Where the disagreement is interesting, we will show it.

Market Context

The wider market can occasionally provide another useful reference point.

A significant difference between our assessment, the model and broader expectations can be worth investigating. It may reveal information we have missed, or simply show that we see the matchup differently.

Market prices do not determine the final prediction and The Onchain Edge is no longer built around producing betting selections.

The purpose is better fight analysis.

The Final Read

Every featured matchup ultimately ends with a judgement.

The statistics, tape, models and contextual factors are weighed together to answer three questions:

Who wins?

How are they most likely to do it?

Why?

Sometimes every part of the analysis points in the same direction.

Sometimes the data and tape disagree.

Those are often the most interesting fights.

There is no automatic formula that turns a dataset into a prediction. The final pick reflects the complete matchup read.

After the Fight

Analysis does not stop when the cage door closes.

After the Bell looks back at what actually happened.

Strong reads are recognised when the predicted dynamics appear in the fight. Misses are examined just as closely, particularly when the fight exposes a stylistic assumption, statistical blind spot or piece of context that was given too much or too little weight.

The objective is not to defend the prediction after the result is known.

It is to understand the fight better next time.

Supported by Better Data

The Onchain Edge uses data, tools and insights supported by FX1Sports where relevant.

That support strengthens the research process, but the analysis, opinions and final predictions published here are independently produced.

The Onchain Edge is independently produced and is not an official FX1 publication.

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Data, tools and insights supported by FX1Sports where relevant.

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The Onchain Edge is independently produced and is not an official FX1 publication.