Version 0.1.1 · Draft for public consultation
Scoring methodology
How a score is determined, what evidence it needs, how it is verified, and how it can be challenged. The versioned text below is written in the voice of Academic Safeguard Europe (ASE), the research programme of StudentSafe Europe.
At a glance
Not a score
- NR: Not yet researched Says nothing about safeguards
- Question mark: Unable to assess Sources insufficient
Rubric score, 0 to 3
- Score 0: Not identified Not proof of absence
- Score 1: Limited
- Score 2: Substantial
- Score 3: Strong
Hatched pips = provisional: same score, not yet verified by a human reviewer.
- Source found (done)
- Source recorded (done)
- Proposed interpretation and score (done)
- Methodology check (done)
- Published as provisional
- Human second review (not yet reached)
- Verified (not yet reached)
AI tools and automated cross-checks never make a finding verified. Only a human second reviewer can.
1. Unit of assessment
ASE assesses two kinds of record:
- National frameworks: for each of the 27 EU Member States.
- Institutions: individual higher-education institutions, starting with those where official documents can be verified.
Each record receives one result for each of the twelve safeguards in the Standard. ASE never aggregates results into an overall score or ranking in Phase 1.
2. Result values
| Value | Label | Use when |
|---|---|---|
NR | Not researched | No research has been carried out. |
? | Unable to assess | Research was done, but the sources were insufficient, inaccessible, contradictory or ambiguous. |
0 | Not identified | Research was done and no qualifying provision was identified in the sources reviewed. |
1 | Limited | See the rubric level for the safeguard. |
2 | Substantial | See the rubric level. |
3 | Strong | See the rubric level. |
These values are not interchangeable:
NRnever becomes0. A jurisdiction that has not been researched is not a poor performer.?is not0. It records the limits of the evidence.0is not proof of absence. It states that nothing qualifying was identified in the sources listed. Every0lists every source reviewed and stays provisional until a second reviewer has verified it. Until then it is shown with a provisional notice and is never stated as a finding that the safeguard is absent.
3. Sources
Formal scores rest on primary sources, in this order of priority:
- national legislation;
- official ministry or regulator sources;
- university statutes;
- university regulations;
- official complaint procedures;
- ethics codes;
- ombuds procedures;
- quality-assurance standards;
- official institutional guidance.
Secondary sources (research articles, news, NGO reports) may explain context but do not normally determine a score. Every source is recorded once, with a stable ID, the date it was accessed and, where possible, an archived copy.
4. Assigning a score
For each safeguard the researcher:
- Identifies the relevant provisions and records each source.
- Records the exact location (article, section or page).
- Summarises what the provision says, as a paraphrase.
- Compares the provision with the rubric levels, starting from the highest level and moving down until every listed element is met.
- Writes a rationale explaining why this level applies and not the next one up.
- Assigns confidence:
high,mediumorlow.
Rules applied to every safeguard:
- Choose the lower level when two levels are plausible, and explain the uncertainty.
- Count only provisions that apply to students (including doctoral candidates) as potential complainants. Staff-only procedures are noted, not scored.
- Elements may be combined across documents if each is cited.
- Binding and non-binding texts are distinguished. Non-binding guidance can support a finding but rarely justifies the highest level.
- Formal policy is not evidence of implementation.
5. Verification
| Status | Meaning | Shown on the site as |
|---|---|---|
needs_review | Proposed, not yet independently checked | Provisional, with a warning |
verified | A second reviewer re-opened the source, checked the locator and interpretation, and confirmed the level | Completed finding |
disputed | A correction request or reviewer objection is open | Finding and dispute, side by side |
Only verified findings count as completed research. A verifier may not verify their own finding.
Research assisted by AI tools
ASE may use AI tools to locate documents and draft proposed findings. Such findings are always needs_review until a human reviewer has checked the source, the locator and the level. Automated cross-checks, including an independent AI verification pass, are recorded in the research dossier, but they do not make a finding verified.
6. Research status
Countries:
- Not researched: no findings.
- Research underway: work has started; findings may be incomplete or entirely provisional.
- Partially researched: some safeguards have findings; others remain
NR. - National framework reviewed: all twelve safeguards have a national-level result other than
NR, whether verified or not. - Institution-level research available: the national framework has been reviewed and at least one institution profile exists.
Institutions: research underway, partially researched, researched.
7. Confidence
- High: the source is primary, current and official, the provision is directly on point, and the interpretation is straightforward.
- Medium: the source is primary, but the interpretation requires some inference, or its currency is unconfirmed.
- Low: the finding relies on secondary sources or uncertain translation, or involves significant interpretive judgement.
8. Reproducibility
The rubric, every source, every locator and every rationale are public. A university, a student representative body or an independent researcher should be able to reproduce any score from the published material, or explain precisely where they disagree.
9. Corrections and changes
- Factual corrections: a missing policy, a newer regulation, a broken link or a misread provision. These are assessed against the rubric and, if accepted, change the finding.
- Methodological disagreements: these are recorded publicly and considered in the next methodology version. They do not change findings under the current version.
Earlier findings remain in the git history. See the correction policy.
10. Language
ASE writes “No qualifying provision was identified in the sources reviewed”, not “this university has no protection”. It writes “ASE could not verify…”, not “the institution refuses…”. It describes “published institutional safeguards”, never “how safe a university is”.
11. Known limitations of v0.1
- National variation. Legal systems differ. A safeguard may sit in general administrative law, labour law or anti-discrimination law rather than in higher-education law. Researchers should look for functional equivalents and explain them.
- National and institutional layers interact. National results do not describe individual institutions.
- Faculty-level rules are not yet assessed systematically.
- Language access. Translation affects confidence.
- Documents change. Every finding carries a review date, and findings older than twelve months are flagged.
General rules from the rubric
- Score only what is documented in published sources. Formal policy is not evidence of implementation.
- At national level, score what the national framework itself provides or requires of institutions. At institution level, score what the institution's own published rules provide, including national rules the institution's rules expressly apply.
- A provision counts only if it applies to students (or doctoral candidates) as potential complainants. Staff-only procedures are recorded in notes but do not raise the score.
- Where elements are split across several documents, they may be combined if each document is cited.
- Where two levels are plausible, assign the lower level and explain the uncertainty in the rationale.
- Every score other than NR must cite at least one source ID and a locator (article, section or page).
- A 0 must list every source reviewed. It stays provisional until a second reviewer has verified it, and until then must be shown with a provisional notice and never stated as a finding that the safeguard is absent.