The primary outcome was the relative KRI risk score, defined as the relative risk in the selected region in comparison to the expected risk computed using data across all regions globally. Ten KRIs used across numerous clinical development organizations and trials were selected for comparison. They covered a variety of risk categories including safety, compliance, data quality and enrollment and retention. The detection of abnormal data patterns used mixed effects statistical models that allowed centers or countries to differ from each other, so only deviations that exceeded the expected variability in the data were flagged.
The analysis, published in October 2025, found region was the primary source of diversity. In contrast, study phase, therapeutic area and study size did not contribute meaningfully to between-study variation. The four risks with the largest distribution across regions were: off-schedule visit rate, protocol deviation rate, screen failure rate and serious AE rate. However, other risks, including visit-to-entry cycle time and missed assessment rate, had a very narrow distribution.
These results highlight the need to take corrective actions to ensure specific risks remain controlled given the circumstances of each region.
Perceptions and countries in crisis
As well as looking at predefined regions, the 2025 research also includes two illustrative use cases to test common perceptions of data quality and the impact of an ongoing crisis, such as a war or pandemic, on trial conduct.
In 2021 Ukraine had a lower relative KRI risk score than the average across all countries. However, after the beginning of the war, in 2022 the relative KRI risk score increased to 32% higher than the average risk across all countries. It became even worse in 2023 with a KRI risk score 121% higher than the average across all countries. The most significantly impacted KRIs unsurprisingly focused on data issues with missed assessments and delays in data reporting. This is clear evidence of a significant disruption to clinical trial operations since the start of the war.
Japan, which has a reputation for excellent data quality, had a strikingly low relative KRI risk score for four different KRIs without any overlap with other regions. These were missed assessment rate, off-schedule visit rate, protocol deviation rate and early-termination rate. These may be explained by cultural traits that are particular to Japan, including a greater emphasis on procedural compliance and precision. For example, previous analysis has observed that clinical trials conducted in Japan experience a lower patient drop-out rate and compliance with protocol and GCP is relatively high in Japan.10 This is in line with the 2025 analysis which found Japan had a statistically better performance overall across four compliance-related risks, including fewer issues with missed assessments, protocol deviations, early patient terminations and off-schedule site visits.
Overcoming regional variations in risk
The results of the study above highlight that, even when sites receive the same protocol and other study documentation, there are relative differences in commonly monitored risks. Acknowledging this may help study teams to better understand what to expect and how to interpret the KRI results in each region.
Providing KRI risk oversight at region or country level should not exclude countries from participating in clinical research. Instead, it should help sponsors take the corrective action needed to ensure risks remain controlled given the circumstances specific to each region or country.
For instance, if a trial is planned in North America, there is a 29% higher risk related to the rate of screen failures.9 Sponsors should consider control strategies to take this risk into account. For example, it may be appropriate to recruit additional sites to ensure patient enrollment targets in the region are achieved or to pro-actively monitor and assess the reasons for screen failures.
As another example, if an investigational product is new with a lack of prior safety knowledge, it will be key to balance sites to ensure that diversity of the patient population and the quality of the reporting are both well controlled. Additionally, before and during the conduct of the study, other actions should be implemented like site staff training and enhanced safety monitoring.
Clinical development organizations must also develop strategies to deal with the impact on quality when a country is in crisis. For example, if there is missing data because of missed assessments, enrollment or study discontinuation, the sponsor may need to consider modifications of the study protocols in some cases. Continuously assessing trends of KRI risks in a country or a region impacted by a severe crisis would help sponsors to take corrective actions to control trial risks in real time.
For example, in Ukraine, most of the risk metrics except safety reporting deteriorated after the start of the war so sponsors and CROs should consider how to overcome this. Crucially, we must not abandon trials in countries experiencing crisis situations. Clinical research is a necessity, and we have an ethical imperative to protect patients.
Conclusion
Successful conduct of clinical research is essential regardless of regional differences—or indeed the presence of crises such as pandemic or war.
To ensure consistency in risk management, clinical trial sponsors must implement risk planning and risk control strategies. These include continuous risk assessment, to ensure regional variations are quickly identified and mitigated, and the ability to modify protocols to consider cultural differences and extreme changes in a region or country’s circumstances.
By understanding regional differences in risk, and putting in place effective measures to mitigate them, we can protect data integrity, increase the likelihood of study success and ensure patients get the care they need.
Sylviane de Viron, data and knowledge manager at CluePoints
References
- https://www.ema.europa.eu/en/documents/scientific-guideline/reflection-paper-risk-based-quality-management-clinical-trials_en.pdf
- https://www.fda.gov/media/116754/download
- https://link.springer.com/article/10.1007/s43441-024-00613-w
- https://link.springer.com/article/10.1007/s43441-021-00341-5
- https://link.springer.com/article/10.1007/s43441-022-00470-5
- https://www.appliedclinicaltrialsonline.com/view/language-culture-global-clinical-trials
- https://journals.lww.com/cancernursingonline/abstract/2008/05000/asian_american_cancer_patients__pain_experience.16.aspx
- https://link.springer.com/article/10.1177/2168479014529573
- https://bmjopen.bmj.com/content/15/10/e094950.full
- https://link.springer.com/article/10.1177/2168479014529573