Most brands track reach, impressions, and conversion. The Human Factor Index measures what those metrics cannot: the quality of the relationship between your brand and the people it serves, scored from the behavioral and qualitative data your business already generates.
The HFI draws from five categories of data: behavioral, social, review, digital, and direct customer feedback including surveys and focus group research. Each source is weighted according to its predictive value within the dimension it informs, producing scores that reflect both what customers reveal through their actions and what they share when asked directly.
The four dimension scores combine into a single composite Human Factor Score between 0 and 100. That score is paired with a plain-language diagnosis that tells leadership not just where the brand stands, but what the gaps are costing and which levers move the number most efficiently.
Four weighted dimensions. One composite score. A diagnosis grounded in data, not assumptions.
Connection
Where loyalty is either being forged or quietly eroded. Connection maps the depth and durability of the relationship customers have with your brand — the relationship they reveal through their patterns, not the one your brand assumes it holds.
Perception
The distance between the identity your brand believes it holds and the one customers actually experience. It is precisely in this gap where differentiation either lands with force or disappears without a trace.
Engagement
Behavioral commitment rather than passive awareness. Engagement scores what customers actively choose to do — repeat visits, referrals, sustained digital interaction — measuring the choosing that signals a genuine and ongoing relationship.
Experience
The quality of what your customer actually lives through at every point of contact with your brand. Experience shares the highest composite weight because it most directly brackets the revenue moment — the interaction that earns the next visit or forfeits it.
Dimension weights reflect which signals most reliably predict the outcomes that matter to leadership. Perception and Experience carry the highest composite weight because they bracket the revenue moment. Connection and Engagement are downstream effects of how well those two dimensions perform.
The composite HFI score is paired with a five-band interpretation framework designed to give leadership an immediate, honest orientation — and to connect the score to financial risk or opportunity.
Critical
Brand connection is severely compromised and financial risk is immediate. Intervention is urgent.
Vulnerable
Significant gaps exist that are actively costing revenue. The brand is working against itself.
Developing
Genuine connection exists but is not being fully captured, communicated, or leveraged.
Connected
Strong human foundation in place. Clear and prioritized paths to optimization remain.
Exceptional
Deep human connection driving measurable competitive advantage. The brand is a benchmark.
The following illustrates an HFI baseline assessment for a multi-location regional brand. Brand identity is anonymized. Scores reflect actual data gathered across all four CPEX dimensions.
Regional Fast Casual Brand — Multi-Location
65.0
Composite HFI Score — Developing72.1
25% composite weight64.2
30% composite weight49.8
15% composite weight66.0
30% composite weightA score of 65 tells a specific and honest story. Connection is the brand's strongest dimension — customers are emotionally attached, behaviorally loyal, and actively advocating. The score is being suppressed by two fixable gaps: an absent loyalty infrastructure dragging Engagement to 49.8 (the single largest score suppressor in the model), and a Perception gap at 64.2 where customers feel the brand's differentiation but cannot articulate it. Fixing the Engagement gap alone would move the composite score to approximately 68–69. Experience operational friction at 66.0 represents the most direct financial risk — loyal customers are already changing visit behavior in response to service friction, and every adjusted visit pattern is a cover the brand already earned but is forfeiting.
The framework being used in client engagements today is being productized into a standing subscription platform — a dashboard that makes human connection scores as standard as revenue and margin in the leadership conversation.
Composite Score + Plain-Language Diagnosis
The primary view: your overall Human Factor Score with a written interpretation of what it means, what's driving it, and where the highest-leverage gaps are.
Dimension Scores Tied to Financial Metrics
Each CPEX dimension connected to the revenue, margin, and retention metrics it most directly influences — translating brand health into financial terms leadership already tracks.
Prioritized Interventions by Estimated Impact
Specific, ranked recommendations for closing identified gaps — ordered by estimated financial impact so leadership can sequence investment with confidence.
Longitudinal Score and Financial Movement
Score movement over time, correlated with financial metric movement — building the statistical foundation that validates HFI scores as leading indicators.
Category and Competitive Comparison
How your brand's Human Factor Score compares against category clusters and competitors — context that turns an internal score into a competitive intelligence tool.
Subscription Intelligence Platform
The full platform is in active development. Early access and pilot pricing will be available to select clients. Reach out to get on the list.