The Road to Abu Dhabi: Braving Brazil

Who Will Brave Brazil?

This newsletter dives into the São Paulo Grand Prix – Formula 1’s most unpredictable weekend – where rain, risk, and redemption collide at Interlagos. From Senna’s emotional home victory IN 1991 to Hamilton’s legendary comeback in 2021, Brazil has always been F1’s chaos circuit, and with three title contenders and one major disruptor, the drama is just getting started.


At a Glance

  • The Moments That Made Interlagos
  • Quantifying Chaos: Where Brazil Ranks
  • The Disruptor Returns: Hamilton at Interlagos
  • Predicting the Chaos: Who Wins Brazil?
  • The Final Four
  • The Race Recap
  • The State of the Grid
  • Looking Ahead: Las Vegas

The Moments that Made Interlagos

Few circuits in Formula 1 history have shaped as many defining moments as Interlagos. From emotional victories to impossible comebacks, these races turned chaos into legacy, and have cemented Brazil as the sport’s most unpredictable stage.

1991 – Senna’s Painful Home Glory
After years of heartbreak at home, Ayrton Senna finally won the Brazilian GP, but with a jammed gearbox, leaving him stuck in sixth gear for the final laps. He fought the car across the line, screaming in pain as he took victory in front of his countrymen.

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2016 – Verstappen’s Rookie Rain Masterclass
At just 18, Max Verstappen delivered one of the greatest wet-weather drives ever. In torrential rain and two red flags, he surged from 16th to 3rd in just 15 laps, making it look effortless while chaos swallowed the rest of the grid.

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2021 – Hamilton’s Back-to-Front Miracle
Disqualified from qualifying and penalized again before the race, Lewis Hamilton started P20 in the sprint and still fought through the field. By Sunday, he rose from P10 to victory, overtaking Verstappen in a fierce, title-defining duel that turned adversity into legend.

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Quantifying Chaos: Where Brazil Ranks

Everyone feels the chaos at Interlagos, but the numbers prove it. Using a standard deviation metric that tracks how much drivers’ finishing positions differ from their qualifying order, Brazil ranks number one on the F1 calendar with an average deviation of 4.5, tied only with Las Vegas.

As shown in the chart below, no other circuit even comes close to the same level of race-day volatility. From mid-race downpours to multi-car collisions, Interlagos consistently produces the biggest swings in finishing positions, turning every start grid into a rough draft, not a prediction.

Weather, elevation, and overtaking zones all play their part, but statistically, Brazil is where order goes to die. It isn’t just unpredictable, it’s quantifiably chaotic.

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The Disruptor Returns: Hamilton at Interlagos

If chaos has a counterpoint, it’s Lewis Hamilton. Few drivers manage disorder better, and no circuit captures that better than Brazil.

His 2021 São Paulo masterpiece remains the gold standard. After taking pole in qualifying, Hamilton was disqualified when his DRS opening slot exceeded the permitted width, sending him to P20 for the sprint race. He then stormed through the field to finish P5, only to receive a five-place grid penalty for exceeding his quota of internal combustion engines, which meant he’d start the Grand Prix from P10.

What followed was one of the greatest comeback drives in modern Formula 1. Hamilton carved through the field, overtook Verstappen in a fierce wheel-to-wheel duel, and claimed victory in front of a stunned São Paulo crowd. It wasn’t just redemption, it was resilience, precision, and control in the middle of chaos.

The data backs it up. As shown in the chart below, the yellow triangles mark Hamilton’s starting positions and the green and red stars mark his finishing positions across the last four Brazilian Grands Prix. He has almost always outperformed his starting position at Interlagos, averaging a +2.5 place gain per race. It’s proof that when volatility spikes, Hamilton thrives and transforms unpredictable races into opportunities for mastery.

With McLaren and Red Bull locked in a title fight, he once again enters Brazil as the disruptor – the driver capable of rewriting the championship narrative without even being in it.

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Predicting the Chaos: Who Wins Brazil?

If there’s one constant in Brazil’s chaos, it’s that the best rise when control disappears. To forecast who might master Interlagos this weekend, we turned to our Drive Score metric – a composite number that combines qualifying performance, final race results, and positional changes over the race to measure how effectively a driver maximizes each Grand Prix weekend.

As shown in the chart below, Max Verstappen leads all active drivers in Brazil with an average score of 38, followed by Lewis Hamilton at 25, making them the two clear standouts at São Paulo. Their dominance isn’t coincidence; both have proven capable of turning unpredictable conditions into calculated execution.

Add to that Verstappen’s renewed momentum over the last few races, where he’s rediscovered rhythm and consistency in the second half of the season, and the data paints a clear picture: Verstappen remains the favorite to win, while Hamilton emerges as the disruptor, ready to pounce if chaos strikes.

And at Interlagos, where rain, restarts, and red flags have rewritten the order for decades, it’s never just about who’s fastest, but who stays standing.

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The Final Four

With only four races left – Brazil, Las Vegas, Qatar, and Abu Dhabi – every point matters, and the margins for error are vanishing fast.

To project how the rest of the season could unfold, we built a composite model based on our  Drive Score metric for each driver. For the more unpredictable and chaotic circuits of Brazil and Las Vegas, the model placed greater weight (40%) on past results to reflect how chaos can magnify experience, and 60% on current-season form. For Qatar and Abu Dhabi, where outcomes tend to follow car pace more closely, the weighting flipped, with 20% based on past performance, and 80% on current 2025 form. The result is the projection shown below – a statistical roadmap to the season’s end.


According to the model, Lando Norris edges out the championship with 433 total points, narrowly ahead of Oscar Piastri (426) and Max Verstappen (407). Norris’s balance of consistency and adaptability gives him the upper hand, while Verstappen’s recent resurgence and higher Drive Score weighting on chaotic tracks keep him firmly in striking distance.

But as the chart shows, there’s still movement to come. One swing race, particularly in Brazil or Vegas, could upend the order entirely.


The Race Recap

Sunday’s São Paulo Grand Prix lived up to its reputation, as a race of chaos, recovery, and strategy defined by risk and resilience.

After Saturday’s sprint saw Oscar Piastri crash out and Lando Norris take victory for eight valuable points, all eyes were on the top three in the Drivers’ Championship heading into race day. Norris started from pole, with rookie Kimi Antonelli alongside and Charles Leclerc in third. Piastri lined up fourth, Hamilton 13th, and Max Verstappen started from the pit lane after taking a new power unit.

The drama began immediately. A first-lap crash from Bortoleto brought out an early Safety Car, during which Hamilton picked up front-wing and floor damage in light contact with an Alpine. He pitted for repairs, reporting heavy loss of rear downforce, while Verstappen quietly climbed to P16 amid the confusion.

On the restart, Piastri’s aggressive dive on Antonelli caused contact that sent the Mercedes into Leclerc’s Ferrari, forcing the Ferrari’s retirement and triggering a Virtual Safety Car. Piastri inherited second but was handed a 10-second penalty for causing the collision.

From there, tyre strategy defined the race. Norris led comfortably through the first stint before pitting for softs on Lap 31, while Piastri delayed his stop until Lap 39 to serve his penalty and switch to softs. Meanwhile, Verstappen’s recovery drive was relentless: up eight places in four laps, slicing from P12 to P5 by Lap 21.

As the field cycled through pit stops, the order shifted constantly – Verstappen even briefly led after Norris’s pit stop on Lap 51. By the closing stages, every driver in the top seven except Liam Lawson had stopped twice, with tyre life and brake management deciding the outcome. Norris extended his lead to nearly ten seconds while Verstappen hunted Antonelli for P2, and Russell and Piastri fought fiercely just behind for P4.

When the checkered flag fell, Lando Norris crossed the line with a commanding final time of 1:32:01.596, finishing more than ten seconds clear of Kimi Antonelli. Behind them, Max Verstappen delivered a remarkable recovery drive, climbing sixteen places from a pit-lane start to claim P3. George Russell and Oscar Piastri rounded out the top five after an intense late-race battle that capped off a truly chaotic afternoon in São Paulo.

It was a race that encapsulated Interlagos perfectly: early chaos, bold strategy, and remarkable comebacks. But for Oscar Piastri, the momentum from his dominant first half of the season seems to have faded. Recent mistakes and missed opportunities have allowed Lando Norris to pull ahead, with Max Verstappen now closing fast behind. The championship fight remains wide open, but the balance of power is starting to shift.

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The State of the Grid

Driver's Championship

The Drivers’ Championship tightened even further in São Paulo, but the balance of power has clearly shifted toward Lando Norris.

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Norris extended his lead at the top after a flawless weekend, collecting 8 points from his sprint win and another 25 from Sunday’s victory, bringing his total to 390 points. His form since the summer break has been unmatched, and Brazil marked his second consecutive race weekend sweep.

For Oscar Piastri, the weekend told a different story. After crashing out of the sprint and finishing fifth in the race, he added just 10 points, moving up to 366 overall. Once neck-and-neck with Norris, Piastri’s recent dip in form has opened the door for both his teammate and Verstappen to close in.

Max Verstappen, meanwhile, continues his late-season surge. A fourth-place finish in the sprint (5 points) and a third-place podium on Sunday (15 points) gave him 20 total points for the weekend, raising his tally to 341. Starting from the pit lane and still reaching the podium reinforced that his pace and consistency remain undeniable.

And while George Russell’s impressive P4 drive added another strong finish to Mercedes’ season, his points deficit means he’s now mathematically eliminated from the Drivers’ Championship race.

With just three rounds remaining – Las Vegas, Qatar, and Abu Dhabi – the title race has distilled into a three-way fight for the crown. Lando Norris now leads by 24 points over his teammate Oscar Piastri, who’s chasing to reclaim early-season form, while Max Verstappen continues his late-season charge in pursuit of both.

Constructors' Championship

The Constructors’ battle may be mathematically over at the top, but the fight behind McLaren is heating up fast. McLaren officially sealed the title weeks ago and now sits on a dominant 756 points, a reflection of its unmatched consistency across both drivers.

Behind them, the race for second took a dramatic turn in São Paulo. A double DNF for Ferrari meant zero points on Sunday and dropped them to fourth with 362, while Mercedes delivered big when it mattered most. Kimi Antonelli’s P2 finish and George Russell’s P4 vaulted the team to 398 points, giving them a commanding hold on second place.

Red Bull now sits close behind on 366 points, but the gap is widening. Max Verstappen is single-handedly keeping the team in the fight, while their ongoing struggle to find a reliable second driver continues to cost them valuable points. At this stage of the season, even Verstappen’s brilliance may not be enough to carry the load alone.

What once looked uncertain has now begun to take shape. Mercedes is starting to pull away in the Constructors’ standings much like Lando Norris has in the Drivers’ race. With three rounds remaining, both battles still carry an edge of unpredictability, but momentum is clearly shifting toward those who’ve found their form at the perfect time.

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Looking Ahead: Las Vegas

Next, we head to Las Vegas – where Formula 1 returns to the lights of the Strip for one of the most visually striking races on the calendar. Built for spectacle but demanding precision, Las Vegas flips the chaos of Brazil on its head: cooler desert air, long straights, and narrow walls will test who can balance risk and restraint under pressure.

From unpredictable temperatures to late-night race starts, nothing about Vegas plays by the book. And with the championship fight now razor-tight, one mistake could carry massive consequences beneath the neon skyline.

Our next story will take a data-driven look at whether Vegas truly favors street-circuit specialists by examining performance trends and adaptability across similar tracks to uncover which drivers might shine under the city lights.

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