Evidence
Fix the scenes, actions, friction, and response coordinates that can be reviewed again.
01 · EXPERT PLAY × DATA ANALYSIS
How direct-play evidence becomes a core bottleneck and an executable direction.
EMSQT is NOVASMC's five-stage decision protocol for converting direct-play evidence gathered through six player perspectives into perceived value, system structure, a core bottleneck, and structural directions.
PROTOCOL IDENTITY
Not a bundle of reports, but a traceable distribution of decision authority.
Each stage confirms only what its evidence can support, then passes a reviewable decision object to the next stage.
Meaning
Judge where player investment and perceived value reinforce or diverge.
System
Locate the system position and propagation path behind the observed signal.
Core bottleneck
Compress many symptoms into the first structural decision that matters.
Structural direction
Design alternatives, protection conditions, validation measures, and rollback boundaries.
COMPLETE STAGE VIEW
Each stage owns one question, one authority, and explicit outputs.
The order prevents impressions from becoming diagnoses and ideas from becoming decisions before the evidence is ready.
E
STAGE 1 · 0–100h
Evidence
Fix the scenes, actions, friction, and response coordinates that can be reviewed again.
What actually happened?
M
STAGE 2 · VALUE
Meaning
Judge where player investment and perceived value reinforce or diverge.
What value does the player perceive?
S
STAGE 3 · SYSTEM
System
Locate the system position and propagation path behind the observed signal.
Which system position produces the signal?
Q
STAGE 4 · PRIORITY
Core bottleneck
Compress many symptoms into the first structural decision that matters.
What is the first bottleneck to resolve?
T
STAGE 5 · DIRECTION
Structural direction
Design alternatives, protection conditions, validation measures, and rollback boundaries.
Which alternatives and validation conditions are required?
SIX VALUE-CONTRACT LENSES
Six distinct value contracts replace the average user.
The same system creates different benefits and damage across motivations. These perspectives guide observation, evaluation, impact, and guardrails.
Fair competition
Is the comparison fair?
Efficiency optimizer
Is this the most efficient path?
Growth mastery
Does investment create visible mastery?
Collection attachment
Does ownership remain emotionally active?
Social belonging
Does participation deepen belonging?
Expression and identity
Can the player make the experience their own?
QUALITY GATES
Eight quality questions every conclusion must pass.
Evidence, perspectives, authority, continuity, real system names, client language, verification coordinates, and design accountability are reviewed together.
Evidence trace
Is there evidence and a verification coordinate for this judgment?
Perspective fidelity
Is there evidence and a verification coordinate for this judgment?
Stage authority
Is there evidence and a verification coordinate for this judgment?
Decision continuity
Is there evidence and a verification coordinate for this judgment?
Named system
Is there evidence and a verification coordinate for this judgment?
Client language
Is there evidence and a verification coordinate for this judgment?
Verification coordinate
Is there evidence and a verification coordinate for this judgment?
Design accountability
Is there evidence and a verification coordinate for this judgment?
NEXT VIEW · BUILD DELIVERY
After the decision, translate it into assets the development team can use.
See how a chosen direction becomes planning, specifications, formulas, data, required integration code, validation, and acceptance criteria.