Sweden: Academic Misconduct Index Country Profile

TL;DR

Sweden: P=37.24, R=45.0, Q4 (Probably not looking). Moderate Prevalence partly reflects Nordic search-signal interpretation issues (similar to Norway, less severe). Strong R-Score anchored by NPOF — the statutory national misconduct board established by the 2019 Act.

AMI scores at a glance

• Prevalence Score (P): 37.24 — 26th of 39 countries
• Response Quality (R): 45.0 — highest R-Score in Q4
• Quadrant: Q4 — Probably not looking (with Nordic caveat)
• Data quality: A (4/6 dimensions from live data)
• Region: Europe (Nordic)

Dimension breakdown

What drives Sweden's score

Low dimension scores across the board

Sweden's dimension scores are consistently moderate-low:

• D1=50 vs. Latin American 100
• D2=31 vs. Polish 100
• D4=38 vs. Pakistani 72
• D6=15 vs. Chinese 100

This pattern — consistently low scores rather than peaks driven by specific demand signals — is characteristic of countries with mature integrity infrastructure. The Swedish profile is structurally similar to the Netherlands' but with slightly weaker dimension scores.

The Nordic caveat (partial)

Norway is the principal AMI dataset case where Google Trends signal interpretation inflates the Prevalence score. Sweden shows a milder version of the same pattern — academic and policy discussion of AI and integrity topics contributes to the search-volume signal. The effect is less severe than in Norway because the absolute volume is lower and the D2 signal (31) is in the moderate band.

What Sweden does well (R = 45.0)

Sweden's R-Score of 45.0 is the highest in Q4 — meaningfully above the average for the quadrant. The breakdown:

• Legislation: 20 — research integrity law via the 2019 Act
• Detection tools: 60 — broad Turnitin/Urkund deployment
• Disclosure: 50 — NPOF publishes findings
• Penalties: 50 — clear, applied frameworks

NPOF and the 2019 Act

The Swedish Act on Responsibility for Good Research Practice and the Examination of Research Misconduct (2019) established Nämnden för Prövning av Oredlighet i Forskning (NPOF) as the national adjudicator for research misconduct cases. Universities refer suspected cases to NPOF, which conducts independent investigations and publishes findings.

NPOF is one of the few statutory national misconduct boards in Europe — the Netherlands' LOWI is a similar model. The transparency from published findings contributes significantly to the Disclosure sub-component.

Why Sweden is in Q4 not Q1

Sweden's R-Score of 45.0 is below Q1 thresholds, even though it is the highest in Q4. The gap to Q1 European peers (Netherlands: R=51.2) reflects:

• Sweden has no specific contract cheating ban (Netherlands does not either)
• Sweden's detection deployment is broad but slightly below Dutch levels
• Disclosure infrastructure exists but is research-focused via NPOF, with less coverage of student misconduct

Sweden's combination of relatively low Prevalence and relatively strong Response makes it one of the strongest Q4 placements in the dataset. A small Prevalence decrease (partly resolvable via methodology improvements) would shift Sweden toward Q1.

Implications

For Swedish policymakers, the Q4 placement understates Sweden's actual integrity position. The 2019 Act and NPOF framework are exemplary; extending similar systematic adjudication to student misconduct would close the remaining gap to Q1.

For employers and admissions offices, Swedish credentials carry strong integrity infrastructure signals. The Karolinska Institute case (involving Macchiarini, 2014–2016) [verify specifics] demonstrated both serious misconduct exposure and serious institutional and national response — the latter contributing to NPOF's creation.

Sources

• Swedish Act on Responsibility for Good Research Practice (2019)
• NPOF (Nämnden för Prövning av Oredlighet i Forskning) published findings
• Google Trends (2022–2026), Sweden country-level
• Retraction Watch Database, Crossref/GitLab (2026)
• Academic Misconduct Index v1.5 methodology

View full methodology | Download dataset

Related data

• View Sweden on the AMI scatter plot
• Read the full methodology
• See the full country rankings