In the current academic landscape, institutional prestige is no longer the only currency of value; the focus has shifted toward the very foundation of scientific progress: research integrity. As the global research ecosystem grows in complexity, integrity has emerged as a critical performance asset that requires more than just ethical statements, it demands evidence-based management. To meet this need, we are pleased to announce the launch of SCImago IRIS, an advanced benchmarking platform designed to help Institutions assess, visualize, and compare their research integrity risk within national and global contexts.

At the heart of SCImago IRIS lies a fundamental distinction that defines our approach: the difference between detecting risk and diagnosing misconduct. The platform functions as a diagnostic alarm system for structural vulnerabilities rather than a punitive tool. By identifying specific patterns, such as authorship anomalies or unusual publication dynamics, the system signals where an institution might be more exposed to integrity challenges.

IRIS is the reference platform that standardizes the measurement of integrity risks in research, promoting responsible and honest practices to enhance the impact of academic outputs across the social, institutional, and policymaking fields.

SCImago IRIS: Key framework at a glance

  • Diagnostic vs. Punitive: It identifies structural vulnerabilities and exposure to risk, not individual misconduct.
  • Z-Score Normalization: Unlike rankings that “flatten” data, we use Z-scores to preserve the magnitude of deviations. On our scale, “0” represents the worldwide mean.
  • Dual-Level Analysis: From a Structural Risk Evaluation (overall profile) to an Indicator-Level Assessment (specific areas like hyper productivity or self-citation).
  • Peer-Group Benchmarking: Fair comparison within national and global contexts, filtering out ordinary fluctuations to focus on statistical outliers.
  • Actionable Evidence: Supports University Leadership, funding agencies, and research integrity officers (RIOs) in moving from reactive to proactive governance.

To ensure these comparisons are fair and statistically meaningful, the platform’s methodology is built on the most recent data from the SCImago Institutions Rankings (SIR). By highlighting the statistical intensity of outliers, SCImago IRIS filters out noise to focus on the deviations that truly suggest meaningful structural risks. This allows governance teams to identify exactly which dimensions may benefit from focused attention, providing a versatile foundation for stakeholders to monitor systemic vulnerabilities with confidence.

Ultimately, SCImago IRIS is designed to transform the way institutions interact with their own data. While the platform offers a comprehensive global overview, we also provide specialized, document-level reports for compliance departments, turning general risk signals into actionable improvement plans.

By making integrity measurable and comparable, we are not just launching a tool; we are supporting a new era of proactive, transparent, honest and resilient research governance.

Encouraging responsible research