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Scoring Methodology

"The 3D lens makes impact measurable: Sound × Space × Time"

The 6D Impact scoring system quantifies problem severity using three dimensions borrowed from the Cormorant Foraging Framework: Sound (urgency), Space (scope), and Time (trajectory).

The 3D Lens

Every problem is scored across three independent factors:

LensWhat It MeasuresCormorant IntegrationRange
Sound (ChirpIQX)Urgency — How immediate is the signal?Aggressive tone, trigger keywords, immediate hooks1-10
Space (PerchIQX)Scope — How widespread is the impact?Positioning, strategic framing, affected population1-10
Time (WakeIQX)Trajectory — Is it improving or degrading?Past patterns, memory, trend direction1-10

Formula

Dimension Score = (Sound × Space × Time) ÷ 10

Why divide by 10? To normalize the score to a more interpretable range (1-100 instead of 1-1000).

Sound (ChirpIQX): Urgency

Question: How immediate is the problem?

ScoreUrgency LevelCharacteristicsExample
1-3Future RiskNo immediate impact, theoretical concern"For future planning...", "Best practice suggests..."
4-6Current IssueActive but not critical, manageable"This is concerning", "We need to address"
7-10Active CrisisImmediate action required, severe consequences"System down", "Legal threat", "Customer canceling"

Trigger Keyword Mapping

High Urgency (Sound = 8-10):

Customer: "canceling", "lawsuit", "unacceptable"
Employee: "I'm done", "burned out", "hostile"
Revenue: "penalty clause", "termination", "write-off"
Regulatory: "violation", "investigation", "subpoena"
Quality: "recall", "safety incident", "injury"
Operational: "system down", "outage", "data loss"

Medium Urgency (Sound = 4-7):

Customer: "disappointed", "reconsidering", "frustrated"
Employee: "overwhelmed", "understaffed", "thankless"
Revenue: "renegotiate", "discount", "delayed payment"
Regulatory: "audit finding", "non-compliance", "remediation required"
Quality: "defect", "rework", "failed inspection"
Operational: "workaround", "bottleneck", "blocked by"

Low Urgency (Sound = 1-3):

Customer: "just wondering", "any updates", "is this normal"
Employee: "just curious", "hypothetically", "work from home policy"
Revenue: "next fiscal year", "budget planning", "exploring options"
Regulatory: "new regulation", "best practice", "voluntary disclosure"
Quality: "workaround", "minor issue", "edge case"
Operational: "inefficient", "nice to have", "process improvement"

Space (PerchIQX): Scope

Question: How widespread is the impact?

ScoreScope LevelAffected PopulationExample
1-3IsolatedOne person, one customer, one processSingle user bug, individual complaint
4-6Department/SegmentOne team, customer segment, product lineAll enterprise customers, entire support team
7-10Enterprise-WideCross-functional, market-wide, systemicAll customers, entire company, industry impact

Measurement Guide

Customer:

  • 1-3: One customer
  • 4-6: Customer segment (e.g., all mid-market)
  • 7-10: Market-wide (competitors know, public)

Employee:

  • 1-3: One person
  • 4-6: One team or department
  • 7-10: Cross-functional, company-wide

Revenue:

  • 1-3: One deal
  • 4-6: Product line or region
  • 7-10: Company-wide revenue impact

Regulatory:

  • 1-3: One process or location
  • 4-6: One department or business unit
  • 7-10: Enterprise-wide compliance failure

Quality:

  • 1-3: One unit or batch
  • 4-6: One product or release
  • 7-10: All production, systemic design flaw

Operational:

  • 1-3: One process or system
  • 4-6: One department's workflows
  • 7-10: Cross-functional, business-critical systems

Time (WakeIQX): Trajectory

Question: Is it getting better or worse?

ScoreTrajectoryPatternExample
1-3One-TimeFirst occurrence, isolated incidentNew issue, no history
4-6RecurringPattern emerging, repeated occurrencesHappens weekly, multiple reports
7-10AcceleratingTrend worsening, spreading, compoundingExponential growth, viral spread

Trend Analysis

Improving Trajectory (Lower Scores):

  • Issue occurred once, root cause understood
  • Problem contained, not spreading
  • Fix in progress, resolution visible

Neutral Trajectory (Middle Scores):

  • Recurring at steady rate
  • Pattern established but stable
  • No acceleration or deceleration

Degrading Trajectory (Higher Scores):

  • Frequency increasing
  • Severity escalating
  • Spreading to new areas/customers

Dimension Score Calculation

Step 1: Score Each Factor (1-10)

Example: Billing Error Discovery

Sound (Urgency):
- System workarounds happening NOW
- Multiple customer complaints
- Score: 8 (active crisis)

Space (Scope):
- 12 customers affected
- Multiple teams involved (billing, support, ops)
- Score: 7 (segment-wide)

Time (Trajectory):
- Started 3 weeks ago
- Frequency increasing
- More customers discovering it each week
- Score: 7 (accelerating)

Step 2: Calculate Dimension Score

Operational Dimension Score = (Sound × Space × Time) ÷ 10
                             = (8 × 7 × 7) ÷ 10
                             = 392 ÷ 10
                             = 39.2

Step 3: Interpret the Score

Score RangeSeverityAction Required
1-10LowMonitor, track over time
11-25MediumPlan remediation within 2 weeks
26-50HighImmediate action, escalate to leadership
51-100CriticalAll-hands, executive involvement, crisis mode

Example Interpretation:

  • Score 39.2 = High severity
  • Requires immediate action
  • Expect significant cascade effects
  • Leadership visibility essential

From Dimension Scores to a Verdict: DRIFT, FETCH, and THRESHOLD

Dimension scores tell you how severe each affected dimension is. They don't by themselves tell you what to do. That's a separate, second calculation — FETCH — and it needs two more inputs beyond the dimension scores: DRIFT and CONFIDENCE.

DRIFT: the gap between diagnosis and proof

DRIFT measures the distance between a claim's methodology (how sound is the reasoning?) and its performance (how proven is the outcome, in practice, so far?):

DRIFT = |METHODOLOGY − PERFORMANCE|

Both METHODOLOGY and PERFORMANCE are scored 0–100. A low DRIFT means the reasoning and the proof are close together — either both strong (a validated, working thesis) or both weak (an unfounded guess, honestly scored as such). A high DRIFT means a real gap between what's diagnosed and what's demonstrated — often the most interesting cases, because they're making a real bet, not just describing what already happened.

CHIRP: the single-number severity signal

CHIRP rolls the affected dimensions up into one number — commonly the average of the dimension scores you calculated above, though for the origin dimension specifically it may be scored directly via the 3D Lens formula.

FETCH: the decision

FETCH = CHIRP × DRIFT × CONFIDENCE

CONFIDENCE (0–1) reflects how well-sourced the whole analysis is — not how big the opportunity is, how good the evidence is. FETCH is then compared against a THRESHOLD (commonly 1,000) to reach a verdict: clear the threshold and the case reads EXECUTE; fall short and it reads MONITOR, WATCH, or lower, depending on the margin.

Worked Example: UC-246, "The Actual Intelligence Bet" (Starbucks)

This is a real, published case — every number below is exactly what that case computed, not an illustration.

Origin dimension: D3 — Employee, scored 88/100 (the $500M+ "coffeehouse coach" labor investment).

METHODOLOGY 85 — the diagnosis is well-evidenced: CEO Brian Niccol's own stated reasoning ("Starbucks ran like a manufacturing facility") plus a documented, verifiable $500M+ commitment. PERFORMANCE 45 — the outcome is still resolving: comparable sales are recovering (+7.1% North America), but the investment is compressing near-term margins and the ROI hasn't fully proven out yet.

DRIFT = |85 − 45| = 40

A real, meaningful gap — the reasoning is well ahead of the proof, which is exactly right for a bet that's still playing out.

CHIRP 76.5 (the case's overall severity signal, drawing on all six affected dimensions). CONFIDENCE 0.86 — high, because both halves of the story (the labor investment and the AI build happening alongside it) are independently, primary-sourced.

FETCH = 76.5 × 40 × 0.86 = 2,632

Against a THRESHOLD of 1,000, 2,632 clears it comfortably — the case reads EXECUTE, High Priority. That's not a subjective call layered on top of the dimension scores; it's what the same formula the case's own page displays actually computes, cited to eight sources, independently checkable.

Quick Reference Scoring Guide

Rapid Assessment (30 seconds)

  1. Is it urgent? (High urgency = +3 to Sound)
  2. Is it widespread? (More than one team/customer = +3 to Space)
  3. Is it getting worse? (Trend accelerating = +3 to Time)

Quick Score:

  • All "No": Score ~10-15 (Low priority)
  • One "Yes": Score ~20-30 (Medium priority)
  • Two "Yes": Score ~40-60 (High priority)
  • Three "Yes": Score ~70-100 (Critical priority)

Detailed Assessment (5 minutes)

Use the full 3D lens with trigger keyword analysis:

  1. Sound: Check for trigger keywords in communications
  2. Space: Count affected entities (customers, employees, systems)
  3. Time: Review historical data for trend direction

Calculate the dimension score and map cascades.

Common Scoring Mistakes

Mistake 1: Confusing Urgency with Importance

Wrong: "This is strategically important" → Sound = 9 ✅ Right: "Is it happening NOW?" → If no, Sound = 1-3

Mistake 2: Over-Scoping

Wrong: "Could eventually affect everyone" → Space = 10 ✅ Right: "Who is affected TODAY?" → Actual count

Mistake 3: Wishful Thinking on Trajectory

Wrong: "We're working on it, so it's improving" → Time = 2 ✅ Right: "Is the PROBLEM improving or degrading?" → Check data

Mistake 4: Ignoring Silent Signals

Wrong: "No complaints this week" → All scores low ✅ Right: Check leading indicators (usage drops, engagement declines)

Integration with Cascade Analysis

Dimension scores predict cascade probability:

Rule of Thumb:

  • Score > 30: Expect cascades to 3-4 other dimensions
  • Score 15-30: Expect cascades to 1-2 other dimensions
  • Score < 15: May remain isolated, monitor

Next Steps

🔄 Cascade Pathways — Map how problems multiply

📖 Observable Properties — Signals that drive scoring

🎯 Six Dimensions — Apply scoring to each dimension

📊 Case Studies — See scoring in action


Remember: High scores demand immediate attention. The 3D lens prevents surprises. 🪶