Quick verdict
Yes
IVE opens with a <0.1-point lead in the all-time score.
IVE
78.35
Mamamoo
78.30
IVE
#554 all-time · Classification under review
IVE appears in the provisional Music GOAT Index. Ranking scores remain visible while biographical and classification details are under review.
Opening verdict
IVE
Leads by <0.1 points
Mamamoo
#558 all-time · Classification under review
Mamamoo 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: IVE leads by <0.1 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
Current
Mamamoo
owns a 25.0-point edge here
The current leader at a Current weight of 15.0% is IVE. Changing Current from 15.0% to 15.2% flips the lead to Mamamoo; all other unlocked weights are rebalanced proportionally to keep the total at 100%.
IVE leads Mamamoo by <0.1 points in All-Time Ranking.
IVE
Classification under review
Wins 4 of 6 active categories
Current margin
<0.1
IVE leads this version.
Unrounded model edge · extra score precision shown
Mamamoo
Classification under review
Wins 2 of 6 active categories
The verdict
IVE wins this scorecard.
The edge is <0.1 points in All-Time Ranking. Mamamoo still has category wins worth arguing below.
The strongest weighted drivers for IVE are Catalog (11.0 raw gap at 15% weight) and Longevity (8.0 raw gap at 15% weight). 2 zero-weight context lenses are outside this verdict.
Commercial, Live are outside this verdict. Unavailable values stay N/A and are never treated as zero.
The current leader at a Current weight of 15.0% is IVE. Changing Current from 15.0% to 15.2% flips the lead to Mamamoo; all other unlocked weights are rebalanced proportionally to keep the total at 100%.
Verdict logicWhy this verdict: IVEAll-time list: Public attention, Influence, Peak · <0.1 pts from Mamamoo
IVE 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.
IVE sits <0.1 points from Mamamoo in this scorecard; the next move would most likely come through Current and Longevity. Commercial and Live remain unavailable until reviewed evidence exists; this verdict is not recalculated with hidden replacement values.
What helps
Provisional score retained from the published edition. Supporting narrative is withheld while classification and source context are reviewed.
Provisional score retained from the published edition. Supporting narrative is withheld while classification and source context are reviewed.
Provisional score retained from the published edition. Supporting narrative is withheld while classification and source context are reviewed.
What could move it
Current and Longevity are the softest scoring factors; movement there matters most near Mamamoo.
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
25.0 raw gap × 15% weight · edge to Mamamoo
11.0 raw gap × 15% weight · edge to IVE
8.0 raw gap × 15% weight · edge to IVE
Active score parts
What decides this verdict
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.
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Best next moves
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Broader context
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How it works
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Data policy
Data Sources & Guardrails
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Artist profile
IVE
Open the ranking score and evidence status for this artist.
Artist profile
Mamamoo
Open the ranking score and evidence status for this artist.
FAQ
IVE vs Mamamoo questions
IVE or Mamamoo: who leads the All-Time score?
Yes: IVE leads by <0.1 points. The published score is 78.35 vs 78.30; unavailable values remain N/A and are never scored as zero.
What is the biggest active category edge in IVE vs Mamamoo?
Current is the biggest available active edge, with a 25.0-point gap for Mamamoo.
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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