Internal research interface

Data Room

Dataset health and research management. This build has no authentication by design — the README documents how auth could be added if the tool ever leaves the internal network.

Dataset overview

Franchises

Research sources

109

Evidence metrics

Product categories

Catalysts

2026-07-10

Research as-of

76/109

Modeled metrics

Low-confidence franchises

Stale-data alerts

SOCOMverified 2025-05-15Stale
Resistanceverified 2025-05-15Stale
Jak and Daxterverified 2025-11-20Review soon
Sly Cooperverified 2025-11-20Review soon
Ape Escapeverified 2025-11-20Review soon
inFAMOUSverified 2025-11-20Review soon
PaRappa the Rapperverified 2025-11-20Review soon
Pataponverified 2025-11-20Review soon
Killzoneverified 2025-11-20Review soon
MotorStormverified 2025-11-20Review soon
MediEvilverified 2025-11-20Review soon
Gravity Rushverified 2025-11-20Review soon
Shadow of the Colossus / Ico / The Last Guardianverified 2025-11-20Review soon
Everybody's Golfverified 2025-11-20Review soon

Sources missing publication dates (20)

Sony FY25 Q4 consolidated results supplementT1accessed 2026-07-08
Sony Interactive Entertainment expanded company timelineT1accessed 2026-07-08
PlayStation official licensing programT1accessed 2026-07-08
PlayStation copyright and trademark noticeT1accessed 2026-07-08
The Last of Us 10th anniversary kickoffT1accessed 2026-07-08
Horizon official merchandise pageT1accessed 2026-07-09
God of War official merchandise pageT1accessed 2026-07-09
Fangamer Helldivers 2 collectionT3accessed 2026-07-09
Fangamer Astro Bot collectionT3accessed 2026-07-09
Fangamer Bloodborne collectionT3accessed 2026-07-09
Fangamer Ghost of Tsushima collectionT3accessed 2026-07-09
Kojima Productions store — Death StrandingT1accessed 2026-07-09
Capcom platinum titles sales dataT1accessed 2026-07-09
Resident Evil 30th anniversary portalT1accessed 2026-07-09
Square Enix North America press centerT1accessed 2026-07-09
Elden Ring games surpass sales milestonesT1accessed 2026-07-09
Persona 25th anniversary portalT1accessed 2026-07-09
Konami digital entertainment business overviewT1accessed 2026-07-09
SteamDB — Helldivers 2 chartsT2accessed 2026-07-10
SteamDB — Ghost of Tsushima Director's Cut chartsT2accessed 2026-07-10

Freshness for undated sources falls back to the access date.

Low-confidence franchises (23)

#18 WipEoutLow · 45
#22 Monster HunterLow · 59
#24 Like a Dragon / YakuzaLow · 59
#25 Kingdom HeartsLow · 59
#27 Silent HillLow · 59
#30 Street FighterLow · 59
#31 Crash BandicootLow · 59
#32 TekkenLow · 59
#33 Jak and DaxterLow · 45
#34 Sly CooperLow · 45
#35 Ape EscapeLow · 45
#37 inFAMOUSLow · 45
#38 SpyroLow · 59
#41 PaRappa the RapperLow · 45
#42 SOCOMLow · 45
#43 PataponLow · 45
#44 KillzoneLow · 45
#45 ResistanceLow · 45
#46 MotorStormLow · 45
#47 MediEvilLow · 45
#48 Gravity RushLow · 45
#49 Shadow of the Colossus / Ico / The Last GuardianLow · 45
#50 Everybody's GolfLow · 45

Forecast intervals for these franchises widen automatically; treat their criterion detail as directional.

Metrics relying on modeled values (76)

76 of 109 evidence metrics are internal model outputs (including “not publicly reported” placeholders). Every one is flagged with the Modeled badge wherever it appears.

List all modeled metrics

Death Stranding — Lifetime units sold
Ratchet & Clank — Lifetime units sold
Ratchet & Clank — Criterion score basis
Uncharted — Lifetime units sold
Uncharted — Criterion score basis
LittleBigPlanet / Sackboy — Lifetime units sold
LittleBigPlanet / Sackboy — Criterion score basis
Resident Evil — Criterion score basis
Final Fantasy VII — Criterion score basis
MLB The Show — Lifetime units sold
MLB The Show — Criterion score basis
Persona — Criterion score basis
WipEout — Lifetime units sold
WipEout — Criterion score basis
Twisted Metal — Lifetime units sold
Twisted Metal — Criterion score basis
Elden Ring — Criterion score basis
Metal Gear Solid — Criterion score basis
Monster Hunter — Lifetime units sold
Monster Hunter — Criterion score basis
Stellar Blade — Lifetime units sold
Stellar Blade — Criterion score basis
Like a Dragon / Yakuza — Lifetime units sold
Like a Dragon / Yakuza — Criterion score basis
Kingdom Hearts — Lifetime units sold
Kingdom Hearts — Criterion score basis
Demon's Souls — Lifetime units sold
Demon's Souls — Criterion score basis
Silent Hill — Lifetime units sold
Silent Hill — Criterion score basis
Nioh — Lifetime units sold
Nioh — Criterion score basis
Days Gone — Lifetime units sold
Days Gone — Criterion score basis
Street Fighter — Lifetime units sold
Street Fighter — Criterion score basis
Crash Bandicoot — Lifetime units sold
Crash Bandicoot — Criterion score basis
Tekken — Lifetime units sold
Tekken — Criterion score basis
Jak and Daxter — Lifetime units sold
Jak and Daxter — Criterion score basis
Sly Cooper — Lifetime units sold
Sly Cooper — Criterion score basis
Ape Escape — Lifetime units sold
Ape Escape — Criterion score basis
Returnal — Lifetime units sold
Returnal — Criterion score basis
inFAMOUS — Lifetime units sold
inFAMOUS — Criterion score basis
Spyro — Lifetime units sold
Spyro — Criterion score basis
Until Dawn — Lifetime units sold
Until Dawn — Criterion score basis
Journey — Lifetime units sold
Journey — Criterion score basis
PaRappa the Rapper — Lifetime units sold
PaRappa the Rapper — Criterion score basis
SOCOM — Lifetime units sold
SOCOM — Criterion score basis
Patapon — Lifetime units sold
Patapon — Criterion score basis
Killzone — Lifetime units sold
Killzone — Criterion score basis
Resistance — Lifetime units sold
Resistance — Criterion score basis
MotorStorm — Lifetime units sold
MotorStorm — Criterion score basis
MediEvil — Lifetime units sold
MediEvil — Criterion score basis
Gravity Rush — Lifetime units sold
Gravity Rush — Criterion score basis
Shadow of the Colossus / Ico / The Last Guardian — Lifetime units sold
Shadow of the Colossus / Ico / The Last Guardian — Criterion score basis
Everybody's Golf — Lifetime units sold
Everybody's Golf — Criterion score basis

Tools

Exports

Import validation (read-only)

Uploaded files are validated against the full Zod schema and never replace verified data automatically.

Sources approaching review threshold

Review threshold180 days

The Last of Us Part II official merchandise announcement2213 days old · 2033 days past reviewStale
Helldivers 2 official merchandise announcement848 days old · 668 days past reviewStale

Data validation report

Validation runs at module load — invalid seed data crashes the build rather than rendering unverified numbers. The unit-test suite re-verifies every check below.

Check	Result
Franchise records parsed against the strict Zod schema	50/50
Overall scores reproduced by the weighted formula (±0.1)	50/50
Rank order consistent with actionability scores	Pass
Forecast bands contain their base cases (4 horizons × 50)	Pass
Source registry entries validated	23/23
Product categories validated	14/14
Catalyst registry validated	7/7

Calculation formulas (read-only)

overallScore = (
  brandRecognition * 0.22 + momentum * 0.18 + fandomEngagement * 0.15 +
  visualSuitability * 0.15 + licensingFeasibility * 0.12 +
  demographicFit * 0.08 + priceElasticity * 0.05 + whitespace * 0.05
) * 10

rawDemandScore = (
  brandRecognition * 0.28 + momentum * 0.22 + fandomEngagement * 0.20 +
  visualSuitability * 0.15 + demographicFit * 0.10 + priceElasticity * 0.05
) * 10   // licensing feasibility and whitespace excluded (modeled view)

confidenceScore = officialSalesEvidence*0.25 + sourceRecency*0.20 +
  sourceDiversity*0.15 + engagementEvidence*0.15 +
  merchEvidence*0.15 + licensingEvidence*0.10

projectedOpportunity = currentOpportunity
  + releaseCatalystAdjustment + mediaCatalystAdjustment
  + engagementTrendAdjustment + merchWhitespaceAdjustment
  - licensingDelayAdjustment - saturationAdjustment - stalenessAdjustment