Fortified · Rioja · España
Vivanco 4 Varietales Colección Dulce de Invierno Colección Rioja
Scored from 191 calibrated Vivino reviewers, each re-centered on their own rating baseline before the bottle is ranked. Cohort: Fortified · España (41 wines).
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Summary
From Rioja in Spain, Vivanco 4 Varietales Colección Dulce de Invierno Colección Rioja is a fortified wine.
The cohort it is ranked inside holds 41 Spanish fortified wines. The calibrated figure is built from 191 reviewers whose rating history varies enough to place their own average. A broader pool of 193 reviewers with two or more ratings feeds the raw-average track instead.
How the score was built
We compare the reviewers of this bottle against every other wine those same people reviewed. Each review is scored relative to the reviewer's own baseline — four stars from someone who hands out fives means something very different from four stars from someone who rarely goes above three. Every reviewer then counts the same, so the result is a calibrated consensus rather than a star average.
- Global percentile
- Where Vivanco 4 Varietales Colección Dulce de Invierno Colección Rioja lands against every wine we rank.
- In-cohort percentile
- The same comparison narrowed to its cohort — wines of the same type from the same country. A Chilean red is judged against Chilean reds, not against Champagne. Ranked against Fortified · España (41 wines).
- AI-adjusted percentile
- The same reviewer-normalized score, corrected for how much confidence the sample supports: thin samples are pulled toward the corpus average. Each wine keeps the share n / (n + 53) of its measured distance from the average, where n is its calibrated-reviewer count, and the result is ranked on the same scale as the global percentile.53 is the median sample size across everything we rank. Here n is 191.
Cohort: Fortified · España
