{
  "studyId": "score-as-rank",
  "slug": "what-review-scores-actually-mean",
  "inclusionCriteria": [
    "The review is published on setupscore.com (front matter draft is not true).",
    "The product carries at least 2 rated expert sources.",
    "The review ships a published score."
  ],
  "verificationMethod": [
    "Every rating is read from hugo-data.json > consensusInsight.points, which records the value a named publication actually published.",
    "The consensus min, max, mean, median, spread and standard deviation are recomputed from those points and must match the stored values exactly.",
    "A product whose statistics cannot be reproduced is excluded with a reason rather than estimated or repaired.",
    "No value is inferred, interpolated or filled in."
  ],
  "sourceOfTruth": "content/reviews/{slug}/hugo-data.json > consensusInsight. data.json is deliberately not used: aggregatedMetrics.overallScore is a stale pipeline value and reviewSources[].normalizedRating still contains scale-parse failures.",
  "statistics": {
    "productCount": 99,
    "ratingCount": 611,
    "scoreMin": 54,
    "scoreMax": 93,
    "scoreMean": 83.78,
    "scoreMedian": 85,
    "bandLow": 80,
    "bandHigh": 92,
    "inBandCount": 82,
    "inBandShare": 82.8,
    "belowBandCount": 16,
    "belowBandShare": 16.2,
    "aboveBandCount": 1,
    "percentiles": {
      "p10": 77.8,
      "p25": 81,
      "p50": 85,
      "p75": 88,
      "p90": 89.2,
      "p95": 91
    },
    "histogram": [
      {
        "from": 0,
        "to": 4,
        "n": 0
      },
      {
        "from": 5,
        "to": 9,
        "n": 0
      },
      {
        "from": 10,
        "to": 14,
        "n": 0
      },
      {
        "from": 15,
        "to": 19,
        "n": 0
      },
      {
        "from": 20,
        "to": 24,
        "n": 0
      },
      {
        "from": 25,
        "to": 29,
        "n": 0
      },
      {
        "from": 30,
        "to": 34,
        "n": 0
      },
      {
        "from": 35,
        "to": 39,
        "n": 0
      },
      {
        "from": 40,
        "to": 44,
        "n": 0
      },
      {
        "from": 45,
        "to": 49,
        "n": 0
      },
      {
        "from": 50,
        "to": 54,
        "n": 1
      },
      {
        "from": 55,
        "to": 59,
        "n": 0
      },
      {
        "from": 60,
        "to": 64,
        "n": 0
      },
      {
        "from": 65,
        "to": 69,
        "n": 2
      },
      {
        "from": 70,
        "to": 74,
        "n": 4
      },
      {
        "from": 75,
        "to": 79,
        "n": 9
      },
      {
        "from": 80,
        "to": 84,
        "n": 28
      },
      {
        "from": 85,
        "to": 89,
        "n": 45
      },
      {
        "from": 90,
        "to": 94,
        "n": 10
      },
      {
        "from": 95,
        "to": 99,
        "n": 0
      },
      {
        "from": 100,
        "to": 100,
        "n": 0
      }
    ],
    "decoder": [
      {
        "score": 75,
        "beats": 7.1
      },
      {
        "score": 80,
        "beats": 16.2
      },
      {
        "score": 82,
        "beats": 28.3
      },
      {
        "score": 85,
        "beats": 44.4
      },
      {
        "score": 87,
        "beats": 65.7
      },
      {
        "score": 90,
        "beats": 89.9
      },
      {
        "score": 92,
        "beats": 98
      },
      {
        "score": 95,
        "beats": 100
      }
    ],
    "ratingsPerProduct": {
      "min": 2,
      "median": 6,
      "max": 16,
      "atMinimum": 5
    },
    "ratingStatistics": {
      "count": 611,
      "min": 10,
      "max": 100,
      "median": 85,
      "q1": 80,
      "q3": 90,
      "iqr": 10,
      "inIqrCount": 397,
      "inIqrShare": 65,
      "distinctValues": 40
    },
    "categories": [
      {
        "category": "Monitors",
        "products": 42,
        "medianScore": 86
      },
      {
        "category": "Keyboards",
        "products": 30,
        "medianScore": 83
      },
      {
        "category": "Headphones",
        "products": 26,
        "medianScore": 85
      },
      {
        "category": "Desks",
        "products": 1,
        "medianScore": 70
      }
    ],
    "priceBands": [
      {
        "label": "below 80",
        "products": 15,
        "medianPriceUsd": 200
      },
      {
        "label": "below 85",
        "products": 43,
        "medianPriceUsd": 209
      },
      {
        "label": "85 and above",
        "products": 55,
        "medianPriceUsd": 380
      },
      {
        "label": "90 and above",
        "products": 10,
        "medianPriceUsd": 633.5
      }
    ],
    "pricedProductCount": 98,
    "pricePearsonR": 0.111,
    "pricePValue": 0.277,
    "priceSpearmanRho": 0.204,
    "priceByCategory": [
      {
        "category": "Monitors",
        "pricedProducts": 41,
        "medianPriceUsd": 799.5,
        "minPriceUsd": 169.99,
        "maxPriceUsd": 4999,
        "pearsonR": -0.034,
        "pValue": 0.831,
        "spearmanRho": -0.017,
        "productsBelow85": 15,
        "medianPriceBelow85": 849.5,
        "productsAtOrAbove85": 26,
        "medianPriceAtOrAbove85": 700
      },
      {
        "category": "Keyboards",
        "pricedProducts": 30,
        "medianPriceUsd": 125,
        "minPriceUsd": 50,
        "maxPriceUsd": 349.99,
        "pearsonR": 0.139,
        "pValue": 0.463,
        "spearmanRho": 0.112,
        "productsBelow85": 18,
        "medianPriceBelow85": 135,
        "productsAtOrAbove85": 12,
        "medianPriceAtOrAbove85": 119.5
      },
      {
        "category": "Headphones",
        "pricedProducts": 26,
        "medianPriceUsd": 299,
        "minPriceUsd": 79.99,
        "maxPriceUsd": 799,
        "pearsonR": 0.233,
        "pValue": 0.252,
        "spearmanRho": 0.211,
        "productsBelow85": 9,
        "medianPriceBelow85": 299,
        "productsAtOrAbove85": 17,
        "medianPriceAtOrAbove85": 299
      }
    ],
    "priceCorrelationExcludedProducts": 1
  },
  "shuffleTest": {
    "question": "Do the products only look tightly packed because averaging several ratings together pulls every product toward the middle?",
    "method": [
      "Pool every individual rating in the study into a single deck.",
      "Deal that deck at random into imaginary products whose sizes exactly match the real products, so the number of ratings per product is preserved.",
      "Compute the interquartile range of the imaginary products’ rating means.",
      "Repeat 4000 times and compare the result against the real interquartile range.",
      "Ratings are never invented or resampled with replacement; the deck is only reordered, so the pooled distribution is identical every time."
    ],
    "statistic": "Interquartile range of per-product rating means, in points. Quartiles use linear interpolation between the two nearest ranks.",
    "iterations": 4000,
    "seed": 20260811,
    "generator": "mulberry32, consumed by a Fisher-Yates shuffle. Fixed seed, so this test reproduces exactly on any machine.",
    "realIqr": 6.85,
    "nullMeanIqr": 5.35,
    "nullMinIqr": 3.05,
    "nullMaxIqr": 7.76,
    "reachedRealCount": 34,
    "pValue": 0.0087,
    "conclusion": "The real products are further apart than chance reassignment produces. Averaging does compress the numbers, but it is not what put these products close together."
  },
  "rows": [
    {
      "productSlug": "asus-rog-swift-pg27aqwp-w",
      "productName": "Asus ROG Swift PG27AQWP-W",
      "category": "Monitors",
      "reviewUrl": "/reviews/asus-rog-swift-pg27aqwp-w/",
      "publishedScore": 93,
      "ratedSourceCount": 4,
      "totalSourceCount": 25,
      "min": 90,
      "max": 100,
      "median": 92,
      "mean": 93.5,
      "spread": 10,
      "stdDev": 4.1,
      "priceUsd": 1099,
      "ratings": [
        {
          "publication": "Pcworld",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "Techporn",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "rtings.com",
          "tier": "expert",
          "value": 94,
          "isOutlier": false
        },
        {
          "publication": "tomshardware.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        }
      ]
    },
    {
      "productSlug": "dell-ultrasharp-u2723qe",
      "productName": "Dell UltraSharp U2723QE",
      "category": "Monitors",
      "reviewUrl": "/reviews/dell-ultrasharp-u2723qe/",
      "publishedScore": 92,
      "ratedSourceCount": 6,
      "totalSourceCount": 22,
      "min": 90,
      "max": 95,
      "median": 93,
      "mean": 92.7,
      "spread": 5,
      "stdDev": 2.4,
      "priceUsd": 627,
      "ratings": [
        {
          "publication": "displayninja.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "techradar.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "createdtech.com",
          "tier": "expert",
          "value": 91,
          "isOutlier": false
        },
        {
          "publication": "digitalcameraworld.com",
          "tier": "expert",
          "value": 95,
          "isOutlier": false
        },
        {
          "publication": "pcmag.com",
          "tier": "expert",
          "value": 95,
          "isOutlier": false
        },
        {
          "publication": "xda-developers.com",
          "tier": "expert",
          "value": 95,
          "isOutlier": false
        }
      ]
    },
    {
      "productSlug": "alienware-34-qd-oled-aw3423dwf",
      "productName": "Alienware 34 QD-OLED AW3423DWF",
      "category": "Monitors",
      "reviewUrl": "/reviews/alienware-34-qd-oled-aw3423dwf/",
      "publishedScore": 91,
      "ratedSourceCount": 14,
      "totalSourceCount": 24,
      "min": 82,
      "max": 100,
      "median": 90,
      "mean": 92.3,
      "spread": 18,
      "stdDev": 5,
      "priceUsd": 1099,
      "ratings": [
        {
          "publication": "guidespot.com",
          "tier": "expert",
          "value": 82,
          "isOutlier": false
        },
        {
          "publication": "rtings.com",
          "tier": "expert",
          "value": 89,
          "isOutlier": false
        },
        {
          "publication": "gamesradar.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "ign.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "pcmag.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "pcworld.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "techspot.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "tomsguide.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "windowscentral.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "pcgamer.com",
          "tier": "expert",
          "value": 95,
          "isOutlier": false
        },
        {
          "publication": "displayninja.com",
          "tier": "expert",
          "value": 96,
          "isOutlier": false
        },
        {
          "publication": "stuff.tv",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        },
        {
          "publication": "tomshardware.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        },
        {
          "publication": "wired.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        }
      ]
    },
    {
      "productSlug": "asus-rog-swift-pg27aqdp",
      "productName": "Asus ROG Swift PG27AQDP",
      "category": "Monitors",
      "reviewUrl": "/reviews/asus-rog-swift-pg27aqdp/",
      "publishedScore": 91,
      "ratedSourceCount": 6,
      "totalSourceCount": 24,
      "min": 87,
      "max": 100,
      "median": 91,
      "mean": 91.8,
      "spread": 13,
      "stdDev": 4,
      "priceUsd": 640,
      "ratings": [
        {
          "publication": "back2gaming.com",
          "tier": "expert",
          "value": 87,
          "isOutlier": false
        },
        {
          "publication": "digitaltrends.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "ign.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "displayninja.com",
          "tier": "expert",
          "value": 92,
          "isOutlier": false
        },
        {
          "publication": "rtings.com",
          "tier": "expert",
          "value": 92,
          "isOutlier": false
        },
        {
          "publication": "tomshardware.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": true
        }
      ]
    },
    {
      "productSlug": "benq-ma320u",
      "productName": "BenQ MA320U",
      "category": "Monitors",
      "reviewUrl": "/reviews/benq-ma320u/",
      "publishedScore": 91,
      "ratedSourceCount": 7,
      "totalSourceCount": 26,
      "min": 80,
      "max": 100,
      "median": 100,
      "mean": 93.1,
      "spread": 20,
      "stdDev": 8.4,
      "priceUsd": 644,
      "ratings": [
        {
          "publication": "macworld.com",
          "tier": "expert",
          "value": 80,
          "isOutlier": false
        },
        {
          "publication": "pokde.net",
          "tier": "expert",
          "value": 82,
          "isOutlier": false
        },
        {
          "publication": "trustedreviews.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "creativebloq.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        },
        {
          "publication": "expertreviews.co.uk",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        },
        {
          "publication": "itpro.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        },
        {
          "publication": "techradar.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        }
      ]
    },
    {
      "productSlug": "msi-mpg-341cqr-qd-oled-x36",
      "productName": "MSI MPG 341CQR QD-OLED X36",
      "category": "Monitors",
      "reviewUrl": "/reviews/msi-mpg-341cqr-qd-oled-x36/",
      "publishedScore": 91,
      "ratedSourceCount": 7,
      "totalSourceCount": 31,
      "min": 90,
      "max": 96,
      "median": 90,
      "mean": 91.4,
      "spread": 6,
      "stdDev": 2.1,
      "priceUsd": 1099,
      "ratings": [
        {
          "publication": "club386.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "kitguru.net",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "pcguide.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "tomsguide.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "geekawhat.com",
          "tier": "expert",
          "value": 92,
          "isOutlier": false
        },
        {
          "publication": "pcgamer.com",
          "tier": "expert",
          "value": 92,
          "isOutlier": false
        },
        {
          "publication": "displayninja.com",
          "tier": "expert",
          "value": 96,
          "isOutlier": true
        }
      ]
    },
    {
      "productSlug": "sony-wh-1000xm6",
      "productName": "Sony WH-1000XM6",
      "category": "Headphones",
      "reviewUrl": "/reviews/sony-wh-1000xm6/",
      "publishedScore": 91,
      "ratedSourceCount": 10,
      "totalSourceCount": 35,
      "min": 83,
      "max": 100,
      "median": 90,
      "mean": 91.6,
      "spread": 17,
      "stdDev": 5.5,
      "priceUsd": 449.99,
      "ratings": [
        {
          "publication": "soundguys.com",
          "tier": "expert",
          "value": 83,
          "isOutlier": false
        },
        {
          "publication": "rtings.com",
          "tier": "expert",
          "value": 84,
          "isOutlier": false
        },
        {
          "publication": "laptopmag.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "pcmag.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "recordingnow.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "trustedreviews.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "cnet.com",
          "tier": "expert",
          "value": 93,
          "isOutlier": false
        },
        {
          "publication": "techgearlab.com",
          "tier": "expert",
          "value": 96,
          "isOutlier": false
        },
        {
          "publication": "whathifi.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        },
        {
          "publication": "wired.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        }
      ]
    },
    {
      "productSlug": "keychron-q1-pro",
      "productName": "Keychron Q1 Pro",
      "category": "Keyboards",
      "reviewUrl": "/reviews/keychron-q1-pro/",
      "publishedScore": 90,
      "ratedSourceCount": 5,
      "totalSourceCount": 26,
      "min": 80,
      "max": 100,
      "median": 90,
      "mean": 92,
      "spread": 20,
      "stdDev": 7.5,
      "priceUsd": 199,
      "ratings": [
        {
          "publication": "tomsguide.com",
          "tier": "expert",
          "value": 80,
          "isOutlier": false
        },
        {
          "publication": "appleinsider.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "theverge.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "pcworld.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        },
        {
          "publication": "windowscentral.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        }
      ]
    },
    {
      "productSlug": "koss-porta-pro",
      "productName": "Koss Porta Pro",
      "category": "Headphones",
      "reviewUrl": "/reviews/koss-porta-pro/",
      "publishedScore": 90,
      "ratedSourceCount": 3,
      "totalSourceCount": 38,
      "min": 80,
      "max": 100,
      "median": 94,
      "mean": 91.3,
      "spread": 20,
      "stdDev": 8.4,
      "priceUsd": 80,
      "ratings": [
        {
          "publication": "headphonecheck.com",
          "tier": "expert",
          "value": 80,
          "isOutlier": false
        },
        {
          "publication": "homestudiobasics.com",
          "tier": "expert",
          "value": 94,
          "isOutlier": false
        },
        {
          "publication": "whathifi.com",
          "tier": "expert",
          "value": 100,
          "isOutlier": false
        }
      ]
    },
    {
      "productSlug": "nuphy-air75-v3",
      "productName": "NuPhy Air75 v3",
      "category": "Keyboards",
      "reviewUrl": "/reviews/nuphy-air75-v3/",
      "publishedScore": 90,
      "ratedSourceCount": 3,
      "totalSourceCount": 20,
      "min": 88,
      "max": 92,
      "median": 90,
      "mean": 90,
      "spread": 4,
      "stdDev": 1.6,
      "priceUsd": 139.95,
      "ratings": [
        {
          "publication": "craftingworlds.com",
          "tier": "expert",
          "value": 88,
          "isOutlier": false
        },
        {
          "publication": "tomsguide.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "tweaktown.com",
          "tier": "expert",
          "value": 92,
          "isOutlier": false
        }
      ]
    },
    {
      "productSlug": "asus-rog-swift-oled-pg32ucdp",
      "productName": "Asus ROG Swift OLED PG32UCDP",
      "category": "Monitors",
      "reviewUrl": "/reviews/asus-rog-swift-oled-pg32ucdp/",
      "publishedScore": 89,
      "ratedSourceCount": 12,
      "totalSourceCount": 27,
      "min": 80,
      "max": 100,
      "median": 90.5,
      "mean": 90.8,
      "spread": 20,
      "stdDev": 7.3,
      "priceUsd": 1057.45,
      "ratings": [
        {
          "publication": "canbuyornot.com",
          "tier": "expert",
          "value": 80,
          "isOutlier": false
        },
        {
          "publication": "digitaltrends.com",
          "tier": "expert",
          "value": 80,
          "isOutlier": false
        },
        {
          "publication": "ign.com",
          "tier": "expert",
          "value": 80,
          "isOutlier": false
        },
        {
          "publication": "pcworld.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
          "publication": "techspot.com",
          "tier": "expert",
          "value": 90,
          "isOutlier": false
        },
        {
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