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Formula Data Analysis

@fdataanalysis.bsky.social
6.3K followers 65 following 1.1K posts

📖 F1 Understanding Starts by Clicking Follow! 📈Learn To Read F1 Telemetry Data ⚙️ Performance Engineer, PhD in Motorcycle Dynamics Places to find me: linktr.ee/fdataanalysis

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Formula Data Analysis @fdataanalysis.bsky.social · 12h
#F1 bargeboard complexity peaked in 2021: here's Newey's 2021 Red Bull in the special white livery used in Turkey! Due to this complexity, following the car in front was a NIGHTMARE! Things improved massively the following year, with the start of the ground-effect era
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Formula Data Analysis @fdataanalysis.bsky.social · 28/09/2026
"GP2 Engine"? Alonso would happily make the switch, as the Formula 2 cars were WAY FASTER in the speed trap than he was! 🤯 In FP1, F2s already hit a 322 km/h MEDIAN top speed, which was higher than the HIGHEST (321) reached by both Astons during the GP! [Via JMP #YesJMPCan #adv]
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Formula Data Analysis @fdataanalysis.bsky.social · 27/09/2026
Baku GP top speeds per year
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Formula Data Analysis @fdataanalysis.bsky.social · 27/09/2026
Bearman reached 350 km/h during the Baku GP, the highest of any driver!🚀 Similar top speed to the one at the start of the ground effect era (351), but far below what BEA himself hit last year (361) RUS reached 329 with NO OVERTAKE MODE OR SLIPSTREAM! ANT hit the highest average top speed (343) #F1
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Formula Data Analysis @fdataanalysis.bsky.social · 26/09/2026
-PIA was only marginally quicker than LEC before the lockup, and struggled afterwards -BEA was the best midfielder pace-wise, yet LIN finished in front of both Haas -William's pace was terrible: SAI was helped by the SC, then he 'survived' long enough to score points!
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Formula Data Analysis @fdataanalysis.bsky.social · 26/09/2026
RACE PACE (Impacted by traffic ⚠️) -RUS had the best pace on track, but VER spent the whole race behind PIA and RUS! Mercedes likely had the upper hand, yet RBR performed brilliantly here -Ferrari was way back: LEC 0.66 s/lap slower than RUS despite also running in free air for most of the race
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Formula Data Analysis @fdataanalysis.bsky.social · 25/09/2026
Here's a question: can we still call it "F1" (or even "motorsport") when a ~1000 hp car stays flat-out for 600m and barely gains any speed by the end? 😢
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Formula Data Analysis @fdataanalysis.bsky.social · 25/09/2026
BEST SECTORS LEC did well by almost matching RUS in sector 1, but his best sector 2 was still 4 tenths away of Russell's McL was next quickest in S2, Alpine (Mercedes PU) in S3 (where McL still struggled despite having the same PU)
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Formula Data Analysis @fdataanalysis.bsky.social · 25/09/2026
MINISECTOR ANALYSIS Mercedes does seem to have excellent aerodynamic efficiency, in addition to very high power: PIA (same power unit) had a better exit out of T16, yet RUS easily reached and surpassed his speed, gaining throughout the straight
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Formula Data Analysis @fdataanalysis.bsky.social · 25/09/2026
RUS was fastest in every sector, had by far the best top speed (331 km/h, vs just 322 km/h for "best ICE" RBR and 321 km/h for RBs, same as Aston), and had no shortage of energy: he crossed the line 16 km/h faster than he was at the start of the lap
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Formula Data Analysis @fdataanalysis.bsky.social · 25/09/2026
Mercedes smashed everyone's championship hopes by taking pole by 0.837s: LEC (P2) was way closer to P9 (-0.684s) than to RUS! 🤯 And that's on the 15th quali of the season, despite significant upgrades from the other teams ANT will overtake everyone but RUS
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Formula Data Analysis @fdataanalysis.bsky.social · 24/09/2026
This debunks a lasting myth: that one #F1 manufacturer (RBPT?) can have the best ICE but not the best ERS. Ferrari's upgraded ICE made their clipping vastly better, which is exactly what you'd expect, since all energy comes from the ICE anyway! What’s your opinion?
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Formula Data Analysis @fdataanalysis.bsky.social · 24/09/2026
So it's confirmed: Ferrari's 'ADUO 2' upgrade (which only HAM had in Madrid) was significant, providing 18hp more in some crucial phases (peak power on corner exit, between 260-310 km/h, in the clipping area) and similar performance elsewhere 🚀
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Formula Data Analysis @fdataanalysis.bsky.social · 18/09/2026
Sainz (and Williams) had the best starts this season! 🚀 2026 #F1 START ANALYSIS - Key Points: -Williams and McLaren had the best starts; Aston and Audi the worst. Ferrari lost its start advantage... -HAM made the quickest start: 4.45s to 200km/h in Madrid! -RUS had the worst: 6.85s in Hungary
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Formula Data Analysis @fdataanalysis.bsky.social · 15/09/2026
PIA and HAM had the best starts, yet their race turned into a nightmare: 2.4s to reach 100 km/h, just 4.5s in total to reach 200 km/h. PIA was on Hards, making this result even more impressive! Aston and Audi were the worst cars off the line by far: something to improve on
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Formula Data Analysis @fdataanalysis.bsky.social · 14/09/2026
🟧NOR had the best RACE PACE at the SpanishGP (0.24s/lap quicker than 🟩 ANT, 0.41s/lap quicker than 🟦 VER): from a likely win to P3 due to extremely unlucky VSC timing 🟥LEC's pace was within 0.1s of 🟦 VER's, yet he finished the race 24.8s behind him! What a pity, replacing Spa with this track ☹️
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Formula Data Analysis @fdataanalysis.bsky.social · 11/09/2026
Ferrari's ADUO 1 upgrade was worth ~7hp, making this second upgrade TWICE as effective. That would put them ~20hp behind Mercedes, down from ~45hp at the start of the season!
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Formula Data Analysis @fdataanalysis.bsky.social · 11/09/2026
Ferrari's ADUO 2 #F1 engine upgrade, introduced at Monza, is worth ~15hp based on my calculations! 📈 OCO ran the standard engine, BEA the upgraded one In quali, BEA accelerated harder at EVERY SPEED: 15.4hp required to explain that gap
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Formula Data Analysis @fdataanalysis.bsky.social · 09/09/2026
Monza Quali really did expose the limitations of the new Power Units ⚠️ The average team lost ~3s to 2025 Having a powerful PU was critical: -Alpine switched from Renault to Mercedes, losing less than 1.8s/lap. -Aston went from Mercedes to Honda, losing more than triple that!
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Formula Data Analysis @fdataanalysis.bsky.social · 07/09/2026
Extended race pace graph (the values below each driver's name are not corrected for the number of tyre sets used) ANT was FLYING at the end of the race! Learn more about JMP 👇 www.jmp.com/en/offers/pa...
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Formula Data Analysis @fdataanalysis.bsky.social · 07/09/2026
RACE PACE No car could match Mercedes on pace, even after correcting for Antonelli's extra set of tyres! -NOR was next fastest, P8 → P4 -VER and HAM had similar pace; HAM's clash with LEC likely cost him points -Alpine best of the rest -Cadillac worst by far [Via JMP #YesJMPCan]
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Formula Data Analysis @fdataanalysis.bsky.social · 06/09/2026
These rules are a total paradox: for the first time in motorsport history, longer straights can mean lower top speeds ⚠️ Top speed in Monza was "just" 351 km/h, 6 km/h less than at the low-speed Hungaroring! Read on 👇
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Formula Data Analysis @fdataanalysis.bsky.social · 05/09/2026
🟪 GAS vs 🟩 RUS vs 🟧 PIA RUS was quickest for over half the lap, yet GAS beat him to pole despite only being quickest in T4-5 (Seconda Variante), before T8 (Ascari), and right before T11 (Parabolica). He was rarely fastest, but never slow: consistency got him on pole!
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Formula Data Analysis @fdataanalysis.bsky.social · 05/09/2026
Ferrari and BEA, with the updated PU, posted strong top speeds in their best laps. No track will be as demanding as Monza McLaren favoured lower-speed deployment: PIA P3 despite having the second-lowest top speed! #F1 #ItalianGP
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Formula Data Analysis @fdataanalysis.bsky.social · 05/09/2026
QUALI ANALYSIS 24 km/h between Russell (343 km/h) and Alonso (319 km/h): not reaching 320 km/h AT MONZA, despite active aero, says a lot about Honda's still-lacking power Highest top speeds → best performance (GAS, RUS front row)
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Formula Data Analysis @fdataanalysis.bsky.social · 05/09/2026
Considering each team's best FP3 lap, the cars running the updated Ferrari engine (BEA's Haas and HAM's Ferrari) had the highest top speed. Qualifying will give a clearer picture, but this is the first time this has happened this season! Aston will struggle despite the updates #F1 #ItalianGP
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Formula Data Analysis @fdataanalysis.bsky.social · 04/09/2026
Still, a big step forward! Ferrari's deployment strategy seems excellent (LEC's top speed is less variable from straight to straight, minimising the parasitic drag force). However, they still need to make more deployment compromises than Mercedes. Let's see in quali with full power!
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Formula Data Analysis @fdataanalysis.bsky.social · 04/09/2026
Ferrari's new "ADUO 2" engine is powerful, but it still lacks breath compared to the Mercedes PU: • Similar peak power (🟢Arrows: similar early-straight acceleration) • Deployment lasts less, resulting in 🟡lower mid-straight speed
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Formula Data Analysis @fdataanalysis.bsky.social · 03/09/2026
Two reasons why it might be introduced at Monza: 1) Track characteristics (drag and power are paramount here) 2) The ADUO 2 engine introduced at this race Reason 1 is likely the main driver. If it’s still used at the next race too, that would confirm reason 2 as well!
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Formula Data Analysis @fdataanalysis.bsky.social · 03/09/2026
Ferrari has radically updated its exhaust wing 🛠️ It now covers a much smaller area, both laterally (red arrows) and at the centre (yellow arrow) The wing generates rear downforce at the cost of more drag and less power. [📸: @carpentiers_f1 on X] #F1
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Formula Data Analysis @fdataanalysis.bsky.social · 02/09/2026
Click the link and read the article (warning: only if you're a real data nerd!) This work wouldn't have been possible without the brilliant mind behind FormulaGhostLap 👉 drive.google.com/file/d/1LUks...
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Formula Data Analysis @fdataanalysis.bsky.social · 02/09/2026
I didn't trust FIA's lack of transparency about ADUO... so we analysed the data from the WHOLE SEASON and wrote a paper detailing the process! 🤩 🗒️Key points: -Mercedes: +7.3 hp vs RBPT -ADUO upgrades: Ferrari gained 9.6 hp (1/5 of its deficit), Audi 7.6 hp, Honda 11.4 hp Full article! 👇
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Formula Data Analysis @fdataanalysis.bsky.social · 31/08/2026
Can you guess the top speed of the upcoming Monza race?😏 📊Useful stats about 2026 cars: •+6km/h median over 2025 •Less variable top speed track-to-track (Max ERS power must decrease above 337km/h → 'rubber-band effect' •We already reached 360 km/h in Barcelona Via JMP #YesJMPCan #F1
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Formula Data Analysis @fdataanalysis.bsky.social · 28/08/2026
Reaction times increase with age... except for Alonso, who was quickest off the line in Zandvoort at 45 years old! Even Lindblad, just 19, was slower RUS was worst off the line: high RPM sent the rears spinning, costing him a place to ANT HAM lifted to avoid rear-ending LEC! #F1
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Formula Data Analysis @fdataanalysis.bsky.social · 25/08/2026
Overall compound pace: the Mediums had worse performnace than both Hards and Softs
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Formula Data Analysis @fdataanalysis.bsky.social · 25/08/2026
TEAM PACE PER COMPOUND 🛞 ⚪️HARD: Ferrari > Mercedes > McL 🟡MEDIUM: Ferrari > Mercedes > RBR 🔴SOFT: Mercedes > McL > Ferrari >> RBR Ferrari was quickest on the harder compounds, while Mercedes had the lowest wear. This reversed on the softs: Mercedes was quickest, but with worse wear #F1
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Formula Data Analysis @fdataanalysis.bsky.social · 24/08/2026
Tyre strategy
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Formula Data Analysis @fdataanalysis.bsky.social · 24/08/2026
📊 RACE PACE #F1 ANT used one more set (4) compared to NOR, yet he was no quicker: that’s why he won comfortably! LEC was as quick as ANT, using as many sets: Ferrari threw away a great result by botching quali for both Sprint and Race! ALO’s good pace won him 2 points: he used just TWO sets! 👌
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Formula Data Analysis @fdataanalysis.bsky.social · 22/08/2026
SPRINT PACE #F1 Not only was LEC quickest (marginally), but he had better degradation on the Softs than Mercedes and McL had on the Mediums! HAM and the two Red Bulls had better deg than Merc/McL GAS and BOR were best of the rest Aston was close to Haas, and ahead of Williams and Cadillac
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Formula Data Analysis @fdataanalysis.bsky.social · 21/08/2026
This is what happened out of T14...
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Formula Data Analysis @fdataanalysis.bsky.social · 21/08/2026
Both 🟧NOR and 🟥LEC were ~0.1s ahead of RUS out of the last corner, before 🟩RUS clawed it all back with full deployment (+30 km/h in a few metres, vs LEC's 14 km/h!) NOR and LEC were fastest through the fastest corner; a weaker PU held LEC back 🟦VER's RBR couldn't match the pace of the others #F1
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Formula Data Analysis @fdataanalysis.bsky.social · 17/08/2026
Can you GUESS the #F1 track from telemetry alone? 👀 [Difficulty: 5/10] 1)Comment with your answer (then check the comments if you want, but not before! No cheating) 2)Tag a friend who will 100% get it wrong ❌ Previous one was Bahrain Outer Circuit! (2020 Sakhir GP)
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Formula Data Analysis @fdataanalysis.bsky.social · 14/08/2026
Can you GUESS the #F1 track from telemetry alone? 👀 [Difficulty: 6/10] 1)Comment with your answer (then check the comments if you want, but not before! No cheating) 2)Tag a friend who will 100% get it wrong ❌
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Formula Data Analysis @fdataanalysis.bsky.social · 09/08/2026
Which #F1 Team Will Excel and Which One Will Disappoint After the Summer Break? Comment! 👇
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Formula Data Analysis @fdataanalysis.bsky.social · 09/08/2026
Create YOUR dream #F1 ruleset! •Engine: displacement and cylinders, hybrid or not, turbocharged vs naturally aspirated •Chassis: active vs passive aero, ground effect vs flat floors •Tyres: single manufacturer vs tyre war •Refuelling: yes or no? •Overtake aids: yes or no? Comment!
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Formula Data Analysis @fdataanalysis.bsky.social · 03/08/2026
Williams was 5.635s quicker in Australia 2025 than in 2022! Ferrari was SLOWER (+0.099s) in Baku 2025 compared to 2022... 2026 cars are just 0.208s slower than in 2022: will soon match ‘25 through combined chassis and PU development 😉 (the increased fuel flow will help! Via JMP #adv #YesJMPCan
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Formula Data Analysis @fdataanalysis.bsky.social · 03/08/2026
3 years of #F1 development under engine freeze are still worth 2.280 s/lap: that's the average 2022→2025 improvement! Best development: Williams (-3.315s) Worst: Ferrari (-1.464s), best car at the start of '22, only 4th best by '25
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Formula Data Analysis @fdataanalysis.bsky.social · 27/07/2026
RACE PACE #F1 🟧NOR remains quickest even after correcting for his additional tyre set, yet 🟦VER was just 1 tenth behind! (And 🟩ANT 0.15s behind) 🟥Ferrari was just 4th best on the track they should have dominated (also due to traffic) 🟩Aston's updates really worked: 8th fastest team in the race!
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Formula Data Analysis @fdataanalysis.bsky.social · 26/07/2026
No advantage starting on the soft!
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Formula Data Analysis @fdataanalysis.bsky.social · 26/07/2026
ANT vs RUS: notice that RUS's speed remains flat once reached 20km/h!
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