{
  "meta": {
    "slug": "f1-ticket-price-index",
    "title": "The F1 Ticket Price Index",
    "category": "Live Events Pricing",
    "subcategories": [
      "Formula 1",
      "Motorsport Ticketing",
      "Live Events",
      "Price Index",
      "Inflation",
      "Dynamic Pricing"
    ],
    "geography": "Formula 1 · Global",
    "researchDate": "24 August 2026",
    "researchDateIso": "2026-08-24",
    "dataPeriod": "2017–2025 (2026 excluded from all trend and index calculations — the season is still in progress and has no reliable annual exchange rate yet).",
    "researchType": "Primary desk research over official ticketing pages, promoter announcements, contemporaneous press and specialist ticketing sources, with per-observation confidence rating and a comparability check applied before any two prices are compared.",
    "primaryQuestion": "How has the price of attending Formula 1 changed since 2017 — and how much of that increase comes from existing races versus changes to the calendar itself?",
    "secondaryQuestion": "Which races have genuinely raised prices on comparable ticket products, and where is the sport's premium pricing actually concentrated?",
    "status": "Completed research. Claims that failed the comparability check are logged and excluded from publication rather than quietly reported.",
    "sourceQuality": "Face-value ticket evidence only, individually confidence-rated (High / Medium / Low). Coverage is weaker for 2017–2022, where archived official pages were unavailable and pricing comes largely from contemporaneous press.",
    "currency": "GBP",
    "summaryLine": "A decade of Formula 1 ticket pricing reveals two very different stories: the calendar-wide cost of entry rose sharply, while established races barely moved after inflation.",
    "subtitle": "A decade of Formula 1 ticket pricing reveals two very different stories: the calendar-wide cost of entry rose sharply, while established races barely moved after inflation."
  },
  "kind": "index-series",
  "abstract": [
    "This study asks what it has actually cost to get into a Formula 1 Grand Prix over nine completed seasons, and separates two questions that are usually blended together: how much existing races have raised their own prices, and how much the calendar itself has changed.",
    "Two indices are constructed from the same verified dataset. The Calendar Price Index measures the typical cheapest entry price across whatever races existed in a given season. The Like-for-Like Index restricts the comparison to a fixed cohort of eleven established races, each compared only against its own history.",
    "The two indices diverge sharply, and that divergence is the finding. In real terms the calendar-wide measure rises 53.4% between 2017 and 2025, while the like-for-like measure rises 2.6% — close to flat against UK CPI."
  ],
  "questions": [
    "How much has the cheapest route into a Grand Prix risen in nominal and real terms since 2017?",
    "How much of that rise survives when the comparison is restricted to races present throughout the period?",
    "Which individual races genuinely raised prices on a comparable ticket product?",
    "Where is F1's premium pricing geographically concentrated?",
    "Has General Admission become less available, less affordable, or both?",
    "What does full-weekend access cost relative to Sunday-only, on strictly matched ticket pairs?"
  ],
  "methodology": [
    {
      "title": "Evidence standard",
      "body": [
        "Face-value tickets only — resale marketplace prices are never used as primary evidence.",
        "Where evidence was insufficient, the field is recorded as Unknown and logged. 503 such gaps are published rather than filled by estimation.",
        "Every observation carries a confidence rating of High, Medium or Low."
      ]
    },
    {
      "title": "Currency and inflation",
      "body": [
        "Original transaction currencies are retained. Conversion uses historical annual-average rates for the season in question, never current rates.",
        "Real-terms figures are re-stated in 2026 purchasing power using UK CPI.",
        "2026 is excluded from every trend, index and year-over-year figure: the season is in progress and no reliable annual exchange rate exists yet."
      ]
    },
    {
      "title": "Comparability check",
      "body": [
        "Before any two prices from different seasons are compared, the ticket duration and race-day scope must match — a Sunday race-day ticket is never compared against a three-day weekend pass.",
        "Comparisons that fail this test are excluded from published race-level results and recorded in the claims audit with the reason."
      ]
    },
    {
      "title": "Index construction",
      "body": [
        "The Calendar Price Index takes the season-level central cheapest-entry price across all races with usable data, indexed to 2017 = 100.",
        "The Like-for-Like Index uses a fixed cohort of races present in at least five of the nine study seasons, each compared only with its own history, indexed on the same base.",
        "The implied contribution of calendar composition is an arithmetic decomposition of these two constructed indices — an indicative figure, not a causal attribution."
      ]
    }
  ],
  "findings": [
    {
      "id": "F1-F001",
      "title": "Calendar-wide entry cost rose sharply in real terms",
      "statement": "The real cost of the cheapest way into a Grand Prix rose 53.4% between 2017 and 2025 (nominal +105.4%) on a calendar-wide basis.",
      "supportingEvidence": "Season-level index built from the cheapest verified entry price at every race with usable data, 2017–2025, re-stated in 2026 GBP via UK CPI.",
      "dataPoints": [
        "CAL-INDEX-2017",
        "CAL-INDEX-2025"
      ],
      "confidence": "Medium-High",
      "interpretation": "On the calendar as it actually existed each season, going to a Grand Prix has become substantially more expensive than general inflation.",
      "caveat": "Coverage is thinner for 2017–2022, and the 2020 point rests on only three races with public ticket sales."
    },
    {
      "id": "F1-F002",
      "title": "Established races are close to flat in real terms",
      "statement": "Restricted to a fixed cohort of eleven races present in at least five of nine seasons, the real index rises just 2.6% between 2017 and 2025 (nominal +37.4%).",
      "supportingEvidence": "Like-for-Like Index; each cohort race compared only against its own price history on comparable ticket products.",
      "dataPoints": [
        "LFL-INDEX-2017",
        "LFL-INDEX-2025"
      ],
      "confidence": "Medium-High",
      "interpretation": "Races that have been on the calendar throughout most of the period have broadly tracked UK inflation rather than beating it.",
      "caveat": "Cohort membership varies by season (5–11 races), and 2020 has no cohort data point at all."
    },
    {
      "id": "F1-F003",
      "title": "The divergence is driven by calendar composition",
      "statement": "The gap between the two indices implies that most of the real-terms rise in typical entry cost is associated with what is on the calendar rather than with established races raising prices.",
      "supportingEvidence": "Arithmetic decomposition: 53.4 points of calendar-wide real growth against 2.6 points of like-for-like real growth.",
      "dataPoints": [
        "CAL-INDEX-2025",
        "LFL-INDEX-2025"
      ],
      "confidence": "Medium",
      "interpretation": "Indicative, approximate decomposition of two constructed indices — it identifies a pattern, not a cause.",
      "caveat": "This is not a formal causal attribution and does not identify which specific races drive the effect."
    },
    {
      "id": "F1-F004",
      "title": "North America is the sport's premium market",
      "statement": "Pooled 2023–2025, North American races average £271.74 for cheapest entry — and approximately £219 even with Las Vegas and Miami removed, around 35% above Europe.",
      "supportingEvidence": "Regional pooled means and medians across 67 race-years with usable cheapest-entry data.",
      "dataPoints": [
        "REGION-NA",
        "REGION-EU"
      ],
      "confidence": "Medium",
      "interpretation": "The North American premium is broad-based rather than the product of two marquee events.",
      "caveat": "Oceania's regional figure rests on only three race-years."
    },
    {
      "id": "F1-F005",
      "title": "General Admission stayed available but stopped being cheap",
      "statement": "GA was confirmed available at 84–94% of race-years with clear evidence in every season studied, while the average GA price rose from £77.79 to £164.31 — +57.8% in real terms.",
      "supportingEvidence": "Race-year GA availability classification plus GA price observations, 2017–2025.",
      "dataPoints": [
        "GA-AVAIL",
        "GA-PRICE"
      ],
      "confidence": "Medium",
      "interpretation": "Availability and affordability moved in opposite directions; only the second changed materially.",
      "caveat": "Availability is measured against race-years with clear evidence; unknown cases are excluded, not assumed."
    },
    {
      "id": "F1-F006",
      "title": "Weekend access carries a 28% median premium",
      "statement": "Across 88 strictly matched ticket pairs, the median premium for weekend access over Sunday-only is 28% (IQR +16.9% to +36.9%).",
      "supportingEvidence": "Pairs matched on race, season, ticket category and named grandstand where applicable.",
      "dataPoints": [
        "SUN-WKND-88"
      ],
      "confidence": "Medium-High",
      "interpretation": "The median is the reliable figure; the 42% mean is pulled up by a handful of outliers that look like labelling quirks.",
      "caveat": "Matched pairs skew toward races with richer published ticket ladders."
    }
  ],
  "benchmarks": [],
  "observations": [],
  "subDatasets": [],
  "thresholds": [],
  "geography": [],
  "categories": [],
  "commentary": [],
  "lessons": [
    {
      "id": "1",
      "principle": "A price index answers whatever question its basket was built to answer — so state the basket.",
      "evidence": "Calendar-wide +53.4% real and like-for-like +2.6% real come from the same verified dataset, differing only in which races are in scope."
    },
    {
      "id": "2",
      "principle": "Mix change can look exactly like price change unless you hold the product fixed.",
      "evidence": "Eleven established races, each compared only with their own history, show almost none of the calendar-wide increase."
    },
    {
      "id": "3",
      "principle": "Comparability beats magnitude: a large number from two different products is not a finding.",
      "evidence": "Apparent triple-digit increases at Azerbaijan, Monaco and Canada were excluded because the ticket products compared were not equivalent."
    },
    {
      "id": "4",
      "principle": "Report the median when a distribution has structural outliers.",
      "evidence": "The weekend-access premium is 28% at the median and 42% at the mean across the same 88 matched pairs."
    }
  ],
  "caseStudies": [],
  "claims": [
    {
      "claimId": "CLAIM-01",
      "claim": "Calendar-wide real cost of cheapest entry rose 53.4%, 2017→2025",
      "observations": []
    },
    {
      "claimId": "CLAIM-02",
      "claim": "Like-for-like real increase across an 11-race fixed cohort is 2.6%",
      "observations": []
    },
    {
      "claimId": "CLAIM-03",
      "claim": "~95% of the real-terms rise is attributable to calendar composition",
      "observations": []
    },
    {
      "claimId": "CLAIM-04",
      "claim": "Existing races raised prices far above inflation",
      "observations": []
    },
    {
      "claimId": "CLAIM-05",
      "claim": "Canadian GP rose 209%",
      "observations": []
    },
    {
      "claimId": "CLAIM-06",
      "claim": "Azerbaijan GP rose ~1,900%",
      "observations": []
    },
    {
      "claimId": "CLAIM-07",
      "claim": "Monaco GP rose 361%",
      "observations": []
    },
    {
      "claimId": "CLAIM-08",
      "claim": "All new-era races carry a price premium",
      "observations": []
    },
    {
      "claimId": "CLAIM-09",
      "claim": "Las Vegas is more expensive than Monaco",
      "observations": []
    },
    {
      "claimId": "CLAIM-10",
      "claim": "China's ticket prices stayed flat",
      "observations": []
    },
    {
      "claimId": "CLAIM-11",
      "claim": "Weekend access costs 42% more than Sunday-only",
      "observations": []
    }
  ],
  "verificationLeads": [],
  "sources": [],
  "summary": {
    "fields": [
      {
        "key": "Verified ticket-price observations",
        "value": "1,304"
      },
      {
        "key": "Race-years covered",
        "value": "216"
      },
      {
        "key": "Documented sources",
        "value": "500"
      },
      {
        "key": "Explicitly logged gaps",
        "value": "503"
      },
      {
        "key": "Study period",
        "value": "2017–2025"
      }
    ]
  },
  "keywords": [
    "F1 ticket prices",
    "Formula 1 ticket price index",
    "Grand Prix ticket cost",
    "live events pricing",
    "price index",
    "real terms inflation",
    "general admission",
    "weekend pass premium",
    "Pricing Gods research"
  ],
  "totals": {
    "records": 1304,
    "recordLabel": "Observations",
    "sources": 500,
    "loggedGaps": 503,
    "secondaryLabel": "Race-years",
    "secondaryCount": 216
  },
  "headlineMetrics": [
    {
      "value": "+53.4%",
      "label": "Calendar-wide real price increase",
      "detail": "2017 → 2025, cheapest entry across whatever races existed each season, in 2026 GBP.",
      "confidence": "Medium-High"
    },
    {
      "value": "+2.6%",
      "label": "Like-for-like real price increase",
      "detail": "2017 → 2025, fixed cohort of 11 established races, each compared only with its own history.",
      "confidence": "Medium-High"
    }
  ],
  "keyInsight": {
    "statement": "The calendar got more expensive. Established races barely did.",
    "body": [
      "Looking at the Formula 1 calendar as it actually existed each season, the real cost of the cheapest ticket rose 53.4%. Restrict the comparison to a fixed cohort of established races, and the increase falls to just 2.6%.",
      "The gap suggests changes to the composition and price mix of the F1 calendar have mattered far more than widespread above-inflation price increases at established races."
    ]
  },
  "datasets": [
    {
      "id": "calendar-price-index",
      "name": "Calendar Price Index",
      "description": "Season-level index of the cheapest verified entry price across all races with usable data, 2017 = 100.",
      "headers": [
        "season",
        "nominal_index",
        "real_index_2026_gbp",
        "races_with_data"
      ],
      "rows": [
        [
          "2017",
          "100.0",
          "100.0",
          "14"
        ],
        [
          "2018",
          "120.2",
          "117.3",
          "14"
        ],
        [
          "2019",
          "115.7",
          "111.0",
          "19"
        ],
        [
          "2020",
          "238.3",
          "226.7",
          "3"
        ],
        [
          "2021",
          "159.8",
          "148.1",
          "13"
        ],
        [
          "2022",
          "207.5",
          "176.3",
          "20"
        ],
        [
          "2023",
          "212.9",
          "168.7",
          "21"
        ],
        [
          "2024",
          "190.2",
          "146.8",
          "21"
        ],
        [
          "2025",
          "205.4",
          "153.4",
          "23"
        ]
      ]
    },
    {
      "id": "like-for-like-index",
      "name": "Like-for-Like Index",
      "description": "Fixed cohort of 11 established races, each compared only with its own history, 2017 = 100. 2020 has no data point.",
      "headers": [
        "season",
        "nominal_index",
        "real_index_2026_gbp",
        "cohort_size"
      ],
      "rows": [
        [
          "2017",
          "100.0",
          "100.0",
          "5"
        ],
        [
          "2018",
          "103.2",
          "100.7",
          "6"
        ],
        [
          "2019",
          "97.8",
          "93.8",
          "9"
        ],
        [
          "2021",
          "115.0",
          "106.5",
          "8"
        ],
        [
          "2022",
          "147.0",
          "124.9",
          "11"
        ],
        [
          "2023",
          "147.0",
          "116.4",
          "10"
        ],
        [
          "2024",
          "147.0",
          "113.6",
          "9"
        ],
        [
          "2025",
          "137.4",
          "102.6",
          "11"
        ]
      ]
    },
    {
      "id": "matched-race-price-changes",
      "name": "Matched Race Price Changes",
      "description": "Every race that passed the ticket-product comparability check, early-vs-late comparison.",
      "headers": [
        "race",
        "years",
        "nominal_change",
        "real_change"
      ],
      "rows": [
        [
          "Mexico City GP",
          "2017→2025",
          "+150.0%",
          "+86.8%"
        ],
        [
          "United States GP",
          "2017→2025",
          "+139.1%",
          "+78.7%"
        ],
        [
          "Abu Dhabi GP",
          "2017→2025",
          "+101.0%",
          "+50.1%"
        ],
        [
          "Hungarian GP",
          "2017→2025",
          "+65.0%",
          "+23.3%"
        ],
        [
          "Belgian GP",
          "2018→2025",
          "+59.0%",
          "+21.7%"
        ],
        [
          "Chinese GP",
          "2017→2025",
          "+57.5%",
          "+17.7%"
        ],
        [
          "Australian GP",
          "2019→2025",
          "+53.4%",
          "+19.5%"
        ],
        [
          "Japanese GP",
          "2017→2025",
          "+30.3%",
          "−2.7%"
        ],
        [
          "Dutch GP",
          "2021→2025",
          "+28.3%",
          "+3.5%"
        ],
        [
          "French GP",
          "2018→2022",
          "+9.2%",
          "−5.0%"
        ],
        [
          "Emilia Romagna GP",
          "2022→2025",
          "+0.4%",
          "−11.7%"
        ],
        [
          "São Paulo GP",
          "2017→2025",
          "−10.5%",
          "−33.1%"
        ],
        [
          "Bahrain GP",
          "2018→2025",
          "−15.3%",
          "−35.2%"
        ],
        [
          "Russian GP",
          "2017→2021",
          "−25.9%",
          "−31.3%"
        ],
        [
          "Miami GP",
          "2022→2025",
          "−34.5%",
          "−42.4%"
        ],
        [
          "Qatar GP",
          "2021→2025",
          "−37.3%",
          "−49.5%"
        ],
        [
          "Saudi Arabian GP",
          "2021→2025",
          "−75.9%",
          "−80.5%"
        ]
      ]
    },
    {
      "id": "region-analysis",
      "name": "Regional Price Analysis",
      "description": "Pooled 2023–2025 cheapest-entry prices by region, GBP.",
      "headers": [
        "region",
        "mean_gbp",
        "median_gbp",
        "race_years"
      ],
      "rows": [
        [
          "North America",
          "£271.74",
          "£250.27",
          "12"
        ],
        [
          "Europe",
          "£162.35",
          "£134.99",
          "24"
        ],
        [
          "Oceania",
          "£153.09",
          "£144.05",
          "3"
        ],
        [
          "Latin America",
          "£140.46",
          "£140.62",
          "6"
        ],
        [
          "Middle East",
          "£135.99",
          "£111.83",
          "11"
        ],
        [
          "Asia",
          "£110.65",
          "£81.20",
          "11"
        ]
      ]
    },
    {
      "id": "claims-audit",
      "name": "Claims Audit",
      "description": "Every headline claim tested against the evidence, including the ones that failed.",
      "headers": [
        "claim_id",
        "claim",
        "verdict",
        "caveat"
      ],
      "rows": [
        [
          "CLAIM-01",
          "Calendar-wide real cost of cheapest entry rose 53.4%, 2017→2025",
          "Publishable",
          "Index of season-level cheapest-entry prices; 2020 rests on 3 races only."
        ],
        [
          "CLAIM-02",
          "Like-for-like real increase across an 11-race fixed cohort is 2.6%",
          "Publishable",
          "Cohort = races present in ≥5 of 9 seasons; each race compared only with its own history."
        ],
        [
          "CLAIM-03",
          "~95% of the real-terms rise is attributable to calendar composition",
          "Publishable with label",
          "Indicative arithmetic decomposition of two constructed indices — not a causal attribution."
        ],
        [
          "CLAIM-04",
          "Existing races raised prices far above inflation",
          "Rejected",
          "Like-for-like real change is +2.6% — close to flat against UK CPI."
        ],
        [
          "CLAIM-05",
          "Canadian GP rose 209%",
          "Rejected",
          "Ticket products not comparable between the two years (duration mismatch)."
        ],
        [
          "CLAIM-06",
          "Azerbaijan GP rose ~1,900%",
          "Rejected",
          "2017 figure is a practice-day roaming ticket, not a race-day product."
        ],
        [
          "CLAIM-07",
          "Monaco GP rose 361%",
          "Rejected",
          "Mixes a Saturday GA price against a later aggregate figure; not like-for-like."
        ],
        [
          "CLAIM-08",
          "All new-era races carry a price premium",
          "Rejected as stated",
          "Premium is concentrated in Miami and Las Vegas; excluding both, new-era races price below baseline (−14.8%)."
        ],
        [
          "CLAIM-09",
          "Las Vegas is more expensive than Monaco",
          "Rejected as stated",
          "True only at the premium standard grandstand tier, where they sit within 1%; Monaco is higher at the cheapest tier."
        ],
        [
          "CLAIM-10",
          "China's ticket prices stayed flat",
          "Rejected",
          "China's local-currency cheapest entry rose 71.4% (280→480 CNY); it is cheap relative to the calendar, not static."
        ],
        [
          "CLAIM-11",
          "Weekend access costs 42% more than Sunday-only",
          "Rejected as headline",
          "42% is the mean, inflated by outliers; the median premium of 28% across 88 matched pairs is reported instead."
        ]
      ]
    }
  ],
  "limitations": [
    {
      "title": "Thin early-season coverage",
      "body": "Archived official ticketing pages were unavailable for 2017–2022, so prices for those seasons rely more heavily on contemporaneous press and specialist ticketing sources. Older season figures are directionally useful rather than precise."
    },
    {
      "title": "2020 is a three-race season",
      "body": "Most 2020 races had no public ticket sales at all. The 2020 index point rests on three races and is flagged everywhere it appears rather than presented with equal weight."
    },
    {
      "title": "Decomposition is arithmetic, not causal",
      "body": "The share of the real-terms rise attributable to calendar composition is an indicative decomposition of two constructed indices. It does not identify which specific races cause the effect."
    },
    {
      "title": "Excluded comparisons",
      "body": "Race-level comparisons whose ticket products were not equivalent between the two years compared are excluded from publication and logged in the claims audit."
    }
  ]
}