Separate quality axis
Darwin
Darwin evaluates durable enterprise quality and does not replace LEADERS.
Methodology
How WitBacon Scores Work
WitBacon separates company management strength, durable enterprise quality, and individual leader assessment so each signal has a clear role.
Primary company score
LEADERS
Separate quality axis
Darwin
Individual assessment
Leadership Rating
Trust and audit layer
Evidence + ScoreSnapshot
Scoring architecture
WitBacon Scoring Architecture
Final company-level management score
LEADERS
The primary score for company management quality. Missing LEADERS means the company is Not Rated.
Individual leader assessment
Leadership Rating
Leadership Ratings evaluate executives and may support the LEADERS leadership signal.
Evidence + ScoreSnapshot
Evidence levels, uncertainty, and report snapshots preserve confidence and audit context.
LEADERS remains primary
Company score displays use the latest published LEADERS scorecard, or Not Rated when no published score exists.
Darwin remains separate
Darwin adds a quality axis and gap diagnostic. It never becomes the primary management score.
Leadership Rating is individual
Leadership Rating scores describe individual leaders. They may inform a leadership signal, but do not replace company-level LEADERS.
Snapshots preserve history
Published reports can bind to a ScoreSnapshot so later score updates do not silently rewrite the report basis.
Primary management score
LEADERS Management Scorecard
LEADERS is the primary company-level management scorecard. It organizes management quality into three pillars and seven calculated dimensions. Parent scores are calculated from subitems, not manually guessed top-level scores.
Leadership momentum
Founder / Upside
Leadership Presence
Decision-making
Execution Orientation
Organizational depth
Bench Strength / Floor
Executive Bench Strength
Formula hint: key role maturity x role weight, adjusted by complementarity.
System resilience
Governance Maturity
Alignment
Role Coverage & Depth
Structure of Governance
Subitems are the source of truth
Parent dimension scores are calculated outputs. They are not arbitrary manual score fields.
Executive Bench formula
Final bench score = Sum(key role maturity x role weight) x complementarity coefficient.
Stage weighting
The final LEADERS total can use company-stage weights so the same seven dimensions remain comparable while emphasis reflects company maturity.
Subitem model
LEADERS Subitem Hierarchy
This is the calculation source of truth. AI and admins score leaf-level inputs with evidence, rationale, and uncertainty. The calculation engine rolls those inputs into dimensions, pillars, and the final LEADERS total.
Pillar
Founder / Upside
Leadership Presence
Appeal / Trust Radius
Value and Behavior Consistency
Decision-making
Strategic Direction Choice
Key Hiring Decisions
Resource Allocation Rationality
Correction Ability
Execution Orientation
Output Delivery
Talent Orientation
Pillar
Bench Strength / Floor
Executive Bench Strength
Formula-based dimension
Sum(key role maturity x role weight) x complementarity coefficient
Pillar
Governance Maturity
Alignment
Baseline Values Consistency
Constructive Conflict Tolerance
Negative Constraint / Cap Rule
Role Coverage & Depth
Critical Function Coverage
Incumbent Competence / Depth
Structure of Governance
Authority and Responsibility Clarity
Effective Checks and Balances
Information Transparency
Scoring flow
01
Subitems scored first
02
Dimensions calculated
03
Pillars calculated
04
Final LEADERS total calculated
Subitems are scored first, dimensions are calculated from those inputs, pillar scores are calculated from dimensions, and the final LEADERS total is calculated from the seven dimensions.
Calculation principle
Calculated Scores, Not Manual Totals
LEADERS company score
Subitemsto
7 dimensionsto
3 pillarsto
LEADERS total
Subitems are scored first. Dimension scores are calculated from subitems. Pillar scores are calculated from dimensions. The final LEADERS score is calculated from the seven dimensions.
Leadership Rating
Subitemsto
3 Founder / Upside dimensionsto
Leadership Rating total
Leadership Rating uses the same Founder / Upside dimensions, but evaluates an individual leader rather than the company management system.
AI-assisted scoring guardrail
AI-assisted scoring, when used, must follow the same hierarchy. AI can draft subitem-level evidence and scores, but parent dimensions and final totals are calculated by the system and require review before publication.
Separate quality axis
Darwin Quality Score
Darwin evaluates company quality from a durable enterprise perspective. Where LEADERS asks whether the management system can deliver, Darwin asks whether the enterprise itself appears resilient, adaptive, and evidence-supported.
Darwin is not a replacement for LEADERS. When both exist, the Darwin - LEADERS Gap can identify aligned, tracking, or review-required cases.
Capital Return Resilience
Dynamic Moat
Honest Signal
NormalTrackingReview RequiredUnknown
Individual leader assessment
Leadership Ratings
Leadership Ratings evaluate individual executives through the Founder / Upside dimensions. They may support selected LEADERS evidence, but they do not replace the company-level LEADERS score.
Published Leadership Ratings can inform analyst review of Leadership Presence, Decision-making, and Execution Orientation. Admin review remains required before those signals affect a LEADERS scorecard.
Leadership Presence
Appeal / Trust RadiusValue and Behavior Consistency
Decision-making
Strategic Direction ChoiceKey Hiring DecisionsResource Allocation RationalityCorrection Ability
Execution Orientation
Output DeliveryTalent Orientation
Trust layer
Evidence, Weighting, And Uncertainty
A
Strong evidence
Direct, consistent, and relatively reliable evidence from durable sources, disclosures, or observable outcomes.
B
Useful evidence
Meaningful but incomplete evidence that may require interpretation, context, or additional confirmation.
C
Early evidence
Weak, early, lightly supported, or uncertain evidence that should carry lower confidence.
Example
8.3
Range 7.8-8.8 | Confidence HIGH
Evidence level affects confidence and evidence-weighted score. Weak evidence increases uncertainty and should not carry the same confidence as direct, consistent, verifiable evidence.
How calculated scores flow
Subitem scores produce calculated dimension scores. Dimension scores produce pillar scores. Pillars and stage-adjusted dimension weights produce the final LEADERS total. Evidence A/B/C adjusts confidence and evidence-weighted outputs at each layer.
Publication audit
Report Snapshot
ScoreSnapshot attached
Report published
A report can bind to the calculated LEADERS score basis available at publication time.
Audit trail preserved
Scores update later
Newer scorecards do not silently rewrite the published report basis.
Published reports can bind to a ScoreSnapshot so the score basis used at publication time remains auditable. The snapshot preserves scoreSource = LEADERS, total score, pillar scores, seven dimensions, subitem scores/evidence, bench role inputs, and the calculation basis available at publication time.
Limitations
Methodology Limitations
Not Rated
Companies without a published LEADERS scorecard are displayed as Not Rated for the primary company score.
No investment advice
WitBacon reports and scores are analytical tools, not investment, financial, legal, tax, accounting, or performance advice.
Scores are analytical judgments based on available evidence, structured methodology, and reviewer interpretation. Scores may change when new evidence is reviewed.