B2B narrative for university and employer partner conversations.
This is the deeper version of the Setlwork story, the one we walk through with university employability teams, careers leadership, sector skills bodies, and serious B2B prospects who need to understand the methodology before they will commit. It says enough to demonstrate credibility and depth, and stops short of exposing the parts of the system that are commercially defensible.
Specifically, this document does not include scoring weightings, score caps, the per-piece evidence multipliers, the prompt internals, or the data-architecture decisions that make the system fast and cheap at scale. Those remain internal. This document covers the conceptual model, the academic foundations, the tri-layer mapping that makes the platform credible to skills bodies, and the design decisions that distinguish Setlwork from self-report, quiz-based competitors.
Most readiness tools score self-reports against weighted rubrics. Setlwork builds a structured evidence library for each student from real artefacts (their CV, their reflective answers about what they have done, the contexts in which they have done it) and scores readiness against that evidence. The student does not grade themselves. Setlwork reads what they have actually done, names it in a shared vocabulary, and compares it to the requirements of real roles.
What sits underneath that engine is a developmental model. Setlwork measures readiness across three layers: a foundation layer of essential human capabilities, a second job-specific layer of practical core skills mapped to specific roles, and a third layer, using the UK Standard Skills Classification. The triangulation of these layers yields two scores, providing a powerful indicator of when and where students should be investing their time.
At the foundation layer, Setlwork measures development across five capabilities that the employability and AI-and-work literatures both identify as the foundations of durable performance. We call them the Setlwork 5.
These are not five "soft skills" to be taught in a workshop. They are developmental constructs with established theoretical foundations and decades of operationalisation in higher-education employability research.
The metacognitive capability to notice and learn from one's own performance.
Anchoring research lineage
Schön on reflection-in-action and reflection-on-action; Kolb on experiential learning; Knight & Yorke on the metacognitive component of employability. Kumar on understanding self.
Why it sits at the developmental layer
You cannot improve what you cannot see in your own performance. RP is the noticing capability that the others rest on.
The relational capability to read and respond to oneself and others.
Anchoring research lineage
Mayer & Salovey on EI as an ability; Goleman on the work application; widely operationalised in employability literature, including Dacre Pool & Sewell's CareerEDGE.
Why it sits at the developmental layer
Reading and responding to others, and to one's own emotional state, is the substrate beneath teamwork, persuasion, leadership and care.
The adaptive capability to persist through challenges and recover.
Anchoring research lineage
Masten on ordinary resilience as an adaptive process; employability extension via Fugate, Kinicki & Ashforth on dispositional adaptability; Tomlinson on graduate identity capital.
Why it sits at the developmental layer
No capability survives reality without the capacity to persist through challenges. Resilience is what keeps the others functioning under pressure.
The agentic capability to act with confidence under uncertainty.
Anchoring research lineage
Bandura on self-efficacy as belief-in-action; Cole & Hallett on its operationalisation in higher-education employability practice.
Why it sits at the developmental layer
The capability to act under uncertainty. Without it, reflection stays academic and resilience never gets tested.
The performative capability to make meaning legible to others. This is more than the act of speaking, writing or presenting. It is the supporting wrap-around capabilities that are essential in combination, not just knowing what to say but how to say it, for example.
Anchoring research lineage
Habermas on communicative competence. Personal capability and disciplinary articulation; consistently the No.1 in-demand capability across major labour-market datasets.
Why it sits at the developmental layer
The output capability through which the other four become legible to others. Distinct from EI in that it is performative as well as relational, and includes judgment of when, how, and in what medium.
The lineage is intentional. Setlwork's methodology lead has spent two decades developing this terrain in higher education, and the Setlwork 5 is the synthesis of that work, grounded in his PhD and brought into a commercial product (Cole & Tibby, 2013; Cole, 2020). Full references available on request to academic partners.
Alongside the Setlwork 5, Setlwork uses the canonical Skills England SSC framework as-is. The SSC has 13 universal core-skill categories and a comprehensive knowledge dictionary. We do not extend it, relabel it, or add to it; we use exactly what Skills England defines. The SSC is the practical, role-anchored language: the vocabulary that aligns with how UK jobs can be described, how Skills England can talk about employer demand, and how partner universities can track curriculum mapping. Setlwork's contribution is not to redefine the SSC, but to put alongside it the developmental, behavioural and attitudinal capabilities (the Setlwork 5) that the SSC has intentionally stripped out.
Imagine three parallel, independent layers. One layer is the Setlwork 5: five developmental capabilities that determine how a person grows over time, and 5 job specific reflective questions (combined, we call this the Work Ready Profile). The middle layer is the canonical 13 SSC core skills: practical, observable skill categories that determine what a person can do today. The third layer is the job description / person specification itself. The first and third layers are mapped independently against the SSC from the same evidence library. Essentially, we have developed a powerful skills-and-capabilities translation engine.
Layer 1: Developmental
Five capabilities that determine how a person grows over time.
Layer 2: Practical, role-anchored
Practical, observable skill categories that determine what a person can do today.
Layer 3: Role
The role itself, mapped independently against the SSC from the same evidence library.
Every piece of evidence Setlwork extracts from a student is mapped to each layer when a genuine link exists. Behavioural and attitudinal evidence (resilience under pressure, reflective awareness, emotional intelligence, self-belief in action, communicative judgement) lands on the Setlwork 5 and feeds Foundation Readiness. Practical skills evidence is recorded on the canonical SSC and used to compare the student's evidence library against the requirements of a specific role. Combined, each layer contributes to a single, integrated picture of readiness without forcing the two to mean the same thing.
A Setlwork student uploads their CV, completes a short profile, and answers 10 reflective questions (the Work Ready Profile), 5 at signup and 5 for each role they review and want to apply for. The questions are deliberately designed to elicit examples from all aspects of a student's life: study, paid work, internships, volunteering, sport, hobbies, family responsibilities, and community involvement. This lifewide framing is one of the system's key differentiators. International students, in particular, often bring substantial capability from contexts that traditional CVs under-represent.
Crucially, Setlwork does not ask the student to grade themselves. The questions ask what they did, where they did it, and what happened. The answers, together with the CV, become a body of work that the system reads as evidence, and from which it extracts structured, classified, capability-mapped data points. We call this distributed attribution: every piece of evidence carries its own provenance and classification, and no single answer determines a score.
Each piece of extracted evidence is classified along three dimensions.
Dimension 1
The kind of evidence the student has provided.
Dimension 2
Whether it represents something the student has actually done, been exposed to, or claimed without backing.
Dimension 3
Which Setlwork 5 capabilities it speaks to, and which canonical SSC core skills and job-related requirements it can be mapped to.
Mapped only where the link is obvious from the evidence; never forced.
This classification allows the system to compare apples to apples across very different student histories and job descriptions. It is what makes the analytics we provide to university partners genuinely meaningful.
Developmental
The Foundation Readiness Score reflects how developed a student is across the Setlwork 5. It answers the question, “Are you ready to start applying for graduate-level roles?”
It is computed once at onboarding and refined as more evidence comes in. Each capability has its own sub-score, so a student can see exactly which of the five is the strongest and which needs work. All 10 reflective questions continuously feed into this layer: each new role a student scores adds evidence from Q6–Q10 that sharpens the inference.
Practical
The Job Readiness Score is computed per role. It answers a different question: “Can you do this job, and what would you need to learn to be ready?”
It maps the entire student's evidence library against the requirements of the specific role and produces an honest score, gap analysis, and next-step coaching. The canonical 13 SSC core skills provide the shared vocabulary that lets the student's evidence and the role's requirements be compared on the same axis. They are not what we score against; the role itself is.
Both scores draw from the same evidence library. The multi-layered mapping means a single set of answers is delivered through a bespoke triangulation approach.
Design choice: Honest scoring
A trustworthy score, even when uncomfortable, is the only kind that yields useful next steps.
Setlwork is deliberately calibrated to be honest about what it tells students. If the essentials of a role are missing from the evidence library, the score reflects that, even if the student looks strong on desirable, nice-to-have items. We have made this design choice consciously.
Every student who scores a job builds a structured evidence record. Aggregated across a cohort, these records can produce insights that might be genuinely new for university employability teams: cohort-level capability gaps mapped to actual sector demand, sector-by-sector readiness distributions, identifiable archetypes of “at risk” students in time to intervene, and longitudinal data on what works.
The B2C product is the data engine for the B2B product. Every student who answers a reflective question produces the analytics that the university bought.
Setlwork measures readiness using three layers, against an evidence library built from a student's actual lived experience, and produces indicative scores that students, universities and employers can act on. The Setlwork 5 (Reflective Practice, Emotional Intelligence, Resilience, Self-Efficacy, Communication) provides the developmental foundation; the canonical 13 SSC core skills, combined with job-specific details, provide the practical, role-anchored layer. Together, they let us answer the question every student has when deciding whether to spend hours applying for roles: Am I ready, and if not, what should I do next?
