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SF34 — The Science of Talent Prediction | R7 Framework™
SF34 — The Science of Talent Prediction

Not who they are.
Who they'll become.

34 skill families. A prediction engine that gets more accurate with every hire. The taxonomy that powers R7's ability to identify A-Players before they start.

34
Skill families
T / NT
Teachable split
4
Split pairs
8
Benchmarked frameworks
6
Novel differentiators
Scroll
The Critical Distinction

SF34 doesn't evaluate candidates. It predicts who will excel.

Most frameworks measure people in absolute terms. SF34 gives organizations the architecture to design better evaluations — then takes those results as input to predict A, B, or C Player classification for a specific role.

This distinction is everything. SF34 is a design tool and a prediction engine, not an assessment instrument.

What SF34 is NOT
Not an assessment tool

SF34 doesn't administer tests or psychometrics to candidates directly.

Not a replacement for interviews

SF34 doesn't replace structured interviews, reference checks, or domain testing.

Not a universal ranking

SF34 predicts A, B, or C classification — not a ranked list of candidates.

Not applied identically across roles

Weightings and gates are role-specific and criticality-adjusted.

What SF34 IS
A design framework

Gives organizations the architecture to build better JDs, competencies, and assessments.

A prediction engine

Takes assessment results as input and predicts A, B, or C Player classification for a specific role.

A reconciliation system

At 12 months, compares predicted vs. actual — continuously improving accuracy over every cycle.

A self-healing loop

Every Recruit→Rate cycle tightens the model. The data tells you what works — not theory.

"SF34 is not about measuring people. It is about giving organizations the precision to put people in roles where they can be A-Players."

Benchmarked vs.O*NETESCOSHL UCFKorn FerryHoganDDIBig Five / HEXACOWEF 20256 novel differentiators identified
The Core Architecture

Teachable or Not-Teachable. This changes everything.

Every skill family in SF34 is classified as Teachable (T) or Not-Teachable (NT). A NT gap in a critical role is a fundamentally different signal than a T gap. One closes with time and investment. The other must be selected for — it cannot be trained into someone.

This single distinction drives assessment strategy, development investment, and the entire B→A conversion pathway.

20
Teachable skill families
10
Not-Teachable skill families
4
Split pair families
34
Total — exhaustive & mutually exclusive
Teachable (T)Can be developed
SF03
Technical Domain KnowledgeIndustry expertise — learnable through training and experience
SF23
Process & Quality ManagementFrameworks, methodology — teachable with structured programs
SF11
Communication SkillsPresentation, written — developable with practice and coaching
SF01
Analytical ReasoningFinancial modelling, data interpretation — teachable with investment
SF32
Digital & Technology FluencySoftware, platform proficiency — learnable with training
SF18
Planning & OrganisationTime management, resource planning — improvable with systems
Not-Teachable (NT)Must be selected for
SF17
Drive & AchievementIntrinsic motivation to exceed — cannot be instilled through programs
SF02
Intellectual CuriosityGenuine appetite for learning — a dispositional trait, not a skill
SF16
Integrity & EthicsFundamental values alignment — can only be screened for
SF19
Resilience & Stress ToleranceCapacity under pressure — deeply dispositional, resists training
SF10
Collaborative InstinctNatural orientation toward shared success — select for it, don't train it
SF21
AdaptabilityGenuine comfort with ambiguity — a stable individual trait

"A candidate who fails on a Teachable gap can be a strong hire with a development plan. A candidate who fails on a Not-Teachable dimension in a critical role is a C-Player hire — regardless of domain expertise."

— R7 Framework™ · SF34 Assessment Protocol
Split Pair
Emotional Intelligence
Self-awareness (NT) can be deepened; empathy skills (T) can be coached
Split Pair
Creativity
Creative instinct (NT) is dispositional; creative tools and methods (T) are learnable
Split Pair
Leadership
Leadership presence (NT) is innate; leadership techniques and frameworks (T) are teachable
Split Pair
Strategic Thinking
Strategic instinct (NT) is dispositional; strategic frameworks and tools (T) are learnable
The 34 Skill Families

Every role. Every level. One taxonomy.

The SF34 taxonomy is exhaustive and mutually exclusive — every human capability relevant to workplace performance maps to exactly one skill family. Filter by teachability or cluster below.

Teachable (T)
Not-Teachable (NT)
Split Pair
Showing 34 of 34 skill families
Cognitive
SF01
Analytical Reasoning
THigh validity
SF02
Intellectual Curiosity
NT
SF03
Numerical Proficiency
T
SF04
Verbal Reasoning
T
SF05
Strategic Thinking
SplitHigh validity
SF06
Creativity & Innovation
Split
SF07
Systems Thinking
NT
SF08
Data Interpretation
T
Interpersonal
SF09
Emotional Intelligence
SplitHigh validity
SF10
Collaborative Instinct
NT
SF11
Communication — Verbal
T
SF12
Communication — Written
T
SF13
Stakeholder Empathy
NT
SF14
Conflict Navigation
T
SF15
Influence & Persuasion
T
SF16
Trust & Integrity
NTGate 1
Execution
SF17
Drive & Achievement
NTHigh validity
SF18
Planning & Organisation
T
SF19
Resilience & Stress Tolerance
NT
SF20
Attention to Detail
T
SF21
Adaptability
NT
SF22
Commercial Acumen
T
SF23
Process & Quality Management
T
SF24
Decision Quality
NT
Leadership & Strategy
SF25
Leadership Presence
SplitHigh validity
SF26
Talent Development
T
SF27
Change Management
T
SF28
Visionary Thinking
NT
SF29
Stakeholder Management
T
SF30
Risk Appetite & Judgment
NT
SF31
Financial Acumen
T
SF32
Digital & Technology Fluency
T
SF33
Cultural Intelligence
NT
SF34
Sustainability Orientation
NT
Four-Tier Deployment

Assessment depth that matches the cost of a wrong hire.

Not every role warrants the same assessment investment. SF34 deploys across four tiers calibrated to role criticality and seniority — precision where it counts most, efficiency everywhere else.

Tier 1 — Full
Full Protocol
Critical · Senior Level
3 assessment gates
20+ SF families
Dual assessors
NT threshold: 7+ / 10
Wrong hire cost justifies maximum investment. No shortcuts at this level.
Tier 2 — Standard
Standard Protocol
Critical · Mid Level
2 assessment gates
12–16 SF families
Single assessor
NT threshold: 6+ / 10
High coverage with efficiency constraints for volume hiring at critical level.
Tier 3 — Express
Express Protocol
Standard · All Levels
1 assessment gate
8–10 SF families
Structured interview
Highest-validity SFs only
Focused on the SF families with highest predictive validity for this role type.
Tier 4 — Screen
Screen Protocol
Support · Entry Level
Structured screening
4–6 SF families
NT essentials only
Efficient pass/fail
Right investment for the risk level. Non-negotiable NT dimensions only.
The Recruit→Rate Reconciliation

The model that gets smarter with every hire.

At month 12, SF34 compares the predicted A/B/C classification at hire against measured role performance. Over successive cycles, this tightens the model — building an evidence base unique to your organization's roles and context.

RECRUIT — Month 0
Predicted classification
01
SF34 assessment

Candidate assessed across role-relevant SF families via structured interview, psychometric, and reference inputs

02
A/B/C prediction generated

SF34 inputs produce a predicted classification for this specific role and criticality tier

03
All gate scores stored

SF family ratings and assessor notes archived against the candidate record for later reconciliation

04
Hire decision made

Organisation proceeds based on predicted classification and role criticality tolerance threshold

RATE — Month 12
Actual classification
01
LTM performance measured

Actual role performance measured against the same role's KPIs over the last 12 months

02
Actual A/B/C confirmed

Role-relative classification confirmed — did this hire perform at A, B, or C level?

03
Delta calculated

Which SF families predicted accurately? Which missed? Pattern identified across the cohort.

04
Model recalibrated

Weightings and thresholds updated for this role type — prediction improves for the next cycle

Same-Role Reconciliation

When the candidate stays in the role they were hired for

SF34 compares original assessment results against LTM performance on the same role's JD — revealing exactly where assessment predicted accurately and where it missed, enabling targeted recalibration.

Role-Change Reconciliation

When the candidate has moved to a different role

SF34 reconciles on competencies only — isolating which underlying human capabilities predicted performance regardless of role context, strengthening the universal skill family model.

Quality of Hire — The Measurable Output

The percentage of new hires who achieve their predicted A-Player classification at 12 months.

Organizations using SF34 can state this number to candidates as an auditable EVP claim — not a brand promise, but verifiable evidence of hiring precision. This is what makes R7 EVP differentiation real.

70%
Target at launch
80%+
After recalibration
Six Novel Differentiators

What no other framework has solved.

After benchmarking against eight major frameworks, six elements of SF34 have no equivalent in any existing taxonomy. These are architectural differences — not incremental improvements.

6
Novel elements vs. 8 benchmarks
8
Major frameworks benchmarked
0
Equivalent frameworks with self-healing loop
01

Role-relative prediction, not absolute ranking

Every other framework evaluates people in absolute terms. SF34 predicts performance relative to a specific role's KPIs — a warehouse supervisor is assessed against warehouse supervisor standards, not a universal excellence baseline.

vs. O*NETvs. SHL UCFvs. Korn Ferry
02

Teachable / Not-Teachable classification at the taxonomy level

No existing major framework systematically classifies skills as teachable vs. not-teachable. SF34 does this for all 34 families — with direct implications for assessment strategy and development investment decisions.

vs. ESCOvs. DDIvs. Big Five
03

The self-healing reconciliation loop

SF34 is the only framework with a built-in feedback mechanism that continuously improves its own prediction accuracy. The Recruit→Rate reconciliation is not an audit — it is a model recalibration engine that gets smarter with every hire.

vs. All existing frameworks
04

Four split pairs — within-family T/NT separation

For EQ, Creativity, Leadership, and Strategic Thinking, SF34 explicitly models the teachable and not-teachable components separately. No existing framework acknowledges or operationalises this within-family split in assessment design.

vs. Hoganvs. HEXACOvs. Korn Ferry
05

Role criticality multipliers on assessment thresholds

SF34 applies different NT thresholds based on role criticality (Critical 1.5×, Standard 1.0×, Support 0.7×). Assessment standards are not uniform — calibrated to the actual cost of a wrong hire at each level.

vs. O*NETvs. WEF 2025vs. DDI
06

Sustainability Orientation as a standalone NT skill family

The only major taxonomy to classify Sustainability Orientation as a distinct, Not-Teachable SF (SF34) — aligned with WEF 2025 findings but operationalised as a selection criterion, not a training objective.

vs. All pre-2024 frameworks

"The question is no longer which skill framework is most comprehensive. It is which framework connects skills to A-Player prediction, and improves that prediction over time."

— R7 Framework™ · SF34 Design Principles

What Happens Next

Prediction that gets better with every hire.

SF34 is not a static framework. It is a prediction engine that improves every time you run the Recruit→Rate reconciliation. The longer you use it, the more precisely it knows your organization.

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