Methodology and data
How Insynode works, what data we use, how scores are calculated, and how your data is handled.
ESCO data source
Insynode uses occupation and skills data from ESCO (European Skills, Competences, Qualifications and Occupations), a publicly maintained database. Roles and their essential or desired skills are derived from this source so that assessments align with a common skills language.
What Insynode does
Insynode helps you self-assess your capability for a role using skills linked to occupations. You rate skills from 0 to 5 using whole numbers only, then you can export a PDF profile.
What we store on your device (local storage)
Saved data is stored locally in your browser (for example, localStorage). This can include:
- Your selected role
- Your skill ratings (0 to 5, whole numbers only)
- Any optional profile details you type in (for example, name), if the UI includes them
- Any custom skills you add
- Your recent searches
This local data does not need an account, and you can delete it at any time.
How profile sharing works
If you generate a shareable profile link, the profile data is carried in the link itself (encoded in the URL). Anyone with the link can view that profile.
Important points:
- Share links can be forwarded. Only share with people you trust.
- If you change your data, old links do not automatically update.
- If you want to stop sharing, generate a new link, and use only that one going forward.
How to delete your data
You can clear saved Insynode data in seconds.
- Open your browser settings.
- Find privacy, cookies, or site data.
- Search for insynode.com.
- Remove site data (cookies and storage).
- Refresh Insynode.
You will know it worked when your recent searches, saved ratings, and saved profile fields reset.
Capability Percentage Calculation
The capability percentage represents your overall skill level for an occupation, calculated as a weighted average of your skill ratings.
Formal Definition:
Let Li ∈ {0, 1, 2, 3, 4, 5} be the capability level for skill i,
and wi be the weight for skill i (1.0 for essential, 0.75 for desired).
The overall capability score S is:
S = (Σ wi × (Li / 5)) / (Σ wi) × 100%
Composition: The overall percentage combines essential and desired skills. Essential skills contribute more to the final score (weight 1.0) than desired skills (weight 0.75). Unrated skills are excluded from the calculation.
Capability Framework
Insynode uses the Upleashed Limited research-backed capability framework (0 to 5):
Safe starting point for skills not required or not relevant to your role.
Basic vocabulary, needs guidance.
Can complete tasks with support.
Meets expected standards independently.
Strong judgement, can coach.
Leads change, shapes best practice.
Insynode uses the Upleashed research-backed capability framework (0 to 5). Use whole numbers only.
Pivot Percentage Calculation
Pivot Potential measures how similar another occupation is to your current role based on shared ESCO skills. This helps identify adjacent roles where your existing skills are transferable.
Formal Definition (Jaccard Similarity):
Let A = set of ESCO skills for your current occupation,
and B = set of ESCO skills for a pivot occupation.
The match percentage (Jaccard similarity) is:
Match% = |A ∩ B| / |A ∪ B| × 100%
where:
|A ∩ B| = number of shared skills (skills in both A and B)
|A ∪ B| = |A| + |B| - |A ∩ B| (total unique skills across both occupations)
Coverage: We also calculate coverage as |A ∩ B| / |A| × 100%, which shows what percentage of your current role's skills are present in the pivot role. Higher match percentages indicate greater skill overlap and transferability.
Data sources
Insynode uses structured occupation and skills data from ESCO to show role skill requirements. The Upleashed 0 to 5 capability framework (see above) keeps ratings consistent and comparable across roles and users.
Limitations and responsible use
Insynode is a self-assessment tool. Scores and reports reflect your own ratings and are not a formal certification or guarantee of competency. Role profiles and ESCO data may change over time. Use the outputs as evidence and guidance for career development and learning—not as the sole basis for hiring, promotion, or compliance decisions. If you spot an error in occupation or skill data, please contact us (see below).
How we use analytics
If Insynode includes basic analytics, it should be limited to improving performance and reliability. It should not collect names, email addresses, or share-link content.
Cookies and storage
Insynode aims to use minimal storage:
- Site preferences (for example, theme)
- Saved assessments and recent searches on your device
- No advertising cookies
- No third-party trackers, where possible
Contact and corrections
For questions about privacy, data handling, or to report an error in occupation or skill data, use the contact details in the Insynode footer (email and phone). We use this for corrections and transparency updates.