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MG01MusicGOAT Index

The short answer

Is Taylor Swift greater than Beyoncé?

Yes: Taylor Swift leads by 1.3 points.

Quick verdict

Yes

Taylor Swift opens with a 1.3-point lead in the all-time score.

Taylor Swift

92.8

Beyoncé

91.5

Leads

Taylor Swift

#21 all-time · Classification under review

All-time score92.8

Taylor Swift appears in the provisional Music GOAT Index. Ranking scores remain visible while biographical and classification details are under review.

Opening verdict

Taylor Swift

Leads by 1.3 points

Beyoncé

#27 all-time · Classification under review

All-time score91.5

Beyoncé appears in the provisional Music GOAT Index. Ranking scores remain visible while biographical and classification details are under review.

The plain case

Why the answer lands here

Yes: Taylor Swift leads by 1.3 points. The result is still open to argument: inspect the full breakdown, move the weights and see whether it survives your version of greatness.

Biggest category edge

Influence

Beyoncé

owns a 6.0-point edge here

6.0

The current leader at a Influence weight of 20.0% is Taylor Swift. Changing Influence from 20.0% to 33.9% flips the lead to Beyoncé; all other unlocked weights are rebalanced proportionally to keep the total at 100%.

Taylor Swift leads Beyoncé by 1.3 points in All-Time Ranking.

Current leader

Taylor Swift

Classification under review

Scoring result92.8

Wins 4 of 6 active categories

Current margin

1.3

Taylor Swift leads this version.

Beyoncé

Classification under review

Scoring result91.5

Wins 2 of 6 active categories

The verdict

Taylor Swift wins this scorecard.

The edge is 1.3 points in All-Time Ranking. Beyoncé still has category wins worth arguing below.

The strongest weighted drivers for Taylor Swift are Current (6.0 raw gap at 15% weight) and Public attention (4.0 raw gap at 20% weight). 2 zero-weight context lenses are outside this verdict.

All-time list
MGI model 3.3.0July 2026 · MGI v3.3 archive6 factors counted2 context lenses

Commercial, Live are outside this verdict. Unavailable values stay N/A and are never treated as zero.

The current leader at a Influence weight of 20.0% is Taylor Swift. Changing Influence from 20.0% to 33.9% flips the lead to Beyoncé; all other unlocked weights are rebalanced proportionally to keep the total at 100%.

Verdict logicWhy this verdict: Taylor SwiftAll-time list: Public attention, Influence, Peak · 1.3 pts from Beyoncé
All-time listNot counted here: Commercial + LiveUnavailable: Commercial + Live

Taylor Swift lands here because Public attention, Influence and Peak do most of the work in this view. Commercial and Live are unavailable until reviewed evidence exists and cannot change this verdict.

Taylor Swift sits 1.3 points from Beyoncé in this scorecard; the next move would most likely come through Longevity and Influence. Commercial and Live remain unavailable until reviewed evidence exists; this verdict is not recalculated with hidden replacement values.

What helps

Public attention20.3% of this score
Public attention score94.0
Provisional evidenceDerived evidence · 1/5 fieldsModel confidence highWeight 20

Provisional score retained from the published edition. Supporting narrative is withheld while classification and source context are reviewed.

Influence19.4% of this score
Influence score90.0
Provisional evidenceEditorial judgment · 1/5 fieldsModel confidence highWeight 20

Provisional score retained from the published edition. Supporting narrative is withheld while classification and source context are reviewed.

Peak16% of this score
Peak score99.0
Provisional evidenceEditorial judgment · 1/5 fieldsModel confidence highWeight 15

Provisional score retained from the published edition. Supporting narrative is withheld while classification and source context are reviewed.

What could move it

Longevity and Influence are the softest scoring factors; movement there matters most near Beyoncé.

More checking on Public attention, Influence and Peak would improve confidence before it changes the public score.

Commercial and Live remain unavailable until reviewed observation records pass; no alternate rank is published.

What decided it

The strongest weighted gaps

Influence+1.2 pts

6.0 raw gap × 20% weight · edge to Beyoncé

Current+0.9 pts

6.0 raw gap × 15% weight · edge to Taylor Swift

Public attention+0.8 pts

4.0 raw gap × 20% weight · edge to Taylor Swift

Active score parts

What decides this verdict

4-2
CurrentShort-window current-interest context derived from a dated Wikimedia Pageviews observation; it is not listening, sales or artistic quality.Open Taylor Swift profile
Taylor Swift94.0
Beyoncé88.0
InfluenceCurated cultural and peer influence tier.Open Beyoncé profile
Taylor Swift90.0
Beyoncé96.0
CatalogDepth, spread and durability of the catalog.Open Taylor Swift profile
Taylor Swift94.0
Beyoncé90.0
Public attentionLong-horizon editorial cultural-footprint judgment. The frozen v3.3 compatibility score historically used a retired short-window Wikimedia Pageviews proxy; it remains provisional until replaced in a reviewed edition.Open Taylor Swift profile
Taylor Swift94.0
Beyoncé90.0
PeakHow dominant the strongest era felt relative to peers.Open Taylor Swift profile
Taylor Swift99.0
Beyoncé96.0
LongevityActive years, persistence and legacy after the first peak.Open Beyoncé profile
Taylor Swift86.0
Beyoncé88.0

Context only · zero weight

Useful context, outside this verdict

These gaps are visible for the debate, but they do not count until you raise their sliders or choose another view.

CommercialCommercial tier, sales evidence, certifications and scale.Not comparable
Taylor SwiftN/A
BeyoncéN/A
LiveLive/touring reputation and durable concert draw.Not comparable
Taylor SwiftN/A
BeyoncéN/A

Keep arguing

Best next moves

FAQ

Taylor Swift vs Beyoncé questions

Taylor Swift or Beyoncé: who leads the All-Time score?

Yes: Taylor Swift leads by 1.3 points. The published score is 92.8 vs 91.5; unavailable values remain N/A and are never scored as zero.

What is the biggest active category edge in Taylor Swift vs Beyoncé?

Influence is the biggest available active edge, with a 6.0-point gap for Beyoncé.

Can the answer change?

Yes, when you change available score parts. A formula that gives positive weight to unavailable Commercial or Live evidence is rejected rather than silently rewritten.

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