Skills data accuracy FAQ

How does MuchSkills know a skill claim is true?

MuchSkills does not verify every skill. It collects the evidence behind each claim so you can weigh it: the level the person gives themselves, a manager's own evaluation or validation of the skill, certificates with proof files, issue and expiry dates or a Credly sync, and the work history, project history and education on the profile that show where the skill was learned and used. Taken together, that collection is what makes a claim credible. A self-assessment on its own is a search signal, a skill a manager has evaluated or validated is a working assumption, a validated certificate with proof is evidence you can hand an auditor, and project history is what a client asks to see.

Is AI-inferred skills data accurate?

AI-inferred skills data is good at role patterns and weak on individuals. A model reading job titles, HR records and project assignments can tell you what someone in that seat usually knows. It cannot tell you that this person stopped doing Kubernetes work two years ago, or speaks Portuguese at home. Few vendors publish per-person accuracy figures, so ask for that number, measured on people like yours, before you rely on inferred profiles.

What is the difference between a verified skill and an inferred skill?

A verified skill has a named confirmation behind it: someone other than the claimant confirmed it, on a date, and the record shows who. An inferred skill carries a probability instead, produced by a model reading proxies such as job title, tenure or course completions. Both have uses, but only a verified skill answers "who says so?", which is the question an auditor, a client or an employment tribunal will ask. In MuchSkills, validation and certificate proof are recorded on the profile.

Does MuchSkills test people?

No. MuchSkills has no graded assessment engine, adaptive testing or proctoring. It records evidence instead: the levels people give themselves, the assessments managers add, certificates with proof files, and project and work history showing where a skill was used. Results from tests you run elsewhere can be uploaded as proof on the profile, so a scored technical exam from an assessment vendor and MuchSkills work well together.

How current is MuchSkills data six months in?

Skills data goes stale in any system unless something prompts an update, and MuchSkills builds the prompts in. Each profile shows when it was last updated and sends automated reminders, certificates carry expiry dates with alerts to the employee and manager (typically 90, 60 and 30 days ahead and on the day), and reports show skills gained and lost over a period. Organisations that tie a profile check to an existing routine, such as a quarterly one-to-one, tend to keep their data most current.

Why does MuchSkills use a 1 to 9 proficiency scale?

MuchSkills uses a 1 to 9 scale so people can say how good they are with useful precision: 1 to 3 is beginner, 4 to 6 intermediate and 7 to 9 expert. Three points inside each band separate "intermediate" from "intermediate and nearly ready to lead this". On a five-point scale that distinction disappears and ratings drift to the middle. The shared bands also let you compare levels across teams without arguing about what "advanced" means in each department.

Can MuchSkills tell us what people are actually doing at work?

Only what is recorded in it. Employees and managers record project history, and project assignments, hours and allocation can come from tools such as Jira or Tempo if you connect them. MuchSkills does not scan documents, read communications or watch screens, so it shows the work people have recorded and nothing beyond it.

How should I rate myself on the MuchSkills 1 to 9 scale?

Rate what you do in daily work today. For technical and functional skills, MuchSkills levels 1 to 3 are Starting (initial exposure), Learning (routine tasks with guidance) and Assisting (helping experienced colleagues). Levels 4 to 6 are Applying (working independently and reliably), Understanding (handling complex variations) and Collaborating (the go-to person who guides peers). Levels 7 to 9 are Leading (setting standards and direction), Educating (mentoring others systematically) and Mastering (a recognised expert who advances the field, which few roles require). Soft skills use a parallel scale, from Awareness to Transforming.

Does MuchSkills extract skills from CVs automatically?

No. MuchSkills does not automatically extract skills from CVs, job descriptions or other documents into people's profiles. Skills come from the MuchSkills skills database and from what employees, managers and administrators add or import, so every entry has a known source. CV Inventory works the other way round: it builds CVs from people's MuchSkills profiles.

Can MuchSkills track soft skills?

Yes. MuchSkills rates soft skills, which it calls Essential Human Skills, on their own nine-level scale, from Awareness through Applying and Facilitating to Transforming, because behaviour-based skills are described differently from technical mastery. Both scales share the same beginner, intermediate and expert bands, so soft and technical skills sit in one role profile and one gap analysis. MuchSkills is not a personality or psychometric test: it records skills people apply, at levels people and managers assess.

How do we keep skill ratings consistent across managers?

Give everyone the same definitions and compare the views. MuchSkills names each of its nine levels, from Starting to Mastering, so a 6 means the same in every team, and role profiles state the level each role needs. Self-assessments and manager assessments sit side by side, so large differences show up. Run a short calibration session where managers compare a few ratings for the same skill and agree what each level looks like in your organisation; onboarding can run it with you.

Does completing a course prove competence?

No. A course completion shows someone took the training; competence shows in what they can do afterwards. ISO 9001 Clause 7.2 asks organisations to check that training actions worked for that reason. In MuchSkills, courses are linked to the skills they build, and the evidence of competence is the assessed level, a validated certificate or project history.

How often should employees update their skills profile?

Whenever something changes, and at least once a quarter. A new project, a finished course or a new certificate is the natural moment, and MuchSkills sends reminders when a profile has not been updated for a while and before a certificate expires. Organisations that tie a quick profile check to an existing routine, such as the quarterly one-to-one, tend to keep data current without a separate annual skills survey.

Accuracy and verification