Risk-Based Quality Management

Higher Quality and
Faster Timelines

Our risk-based quality management (RBQM) services proactively adapt at the speed of science to safeguard data integrity, inspection readiness, and patient safety at every step.

Manage Risk Smarter, Not Harder

Why struggle through reactive oversight when you can have proactive intelligence? Our RBQM approach identifies, prioritizes, and addresses risks before they impact your patients, data, or timelines.

Strengthen Oversight

Our Central Risk Management model assigns a dedicated risk leader to govern critical to quality (CtQ) monitoring, adapt to emerging risks, deliver TMF-ready risk reports, and guide decisions from protocol to database lock.

Define What Matters Most

We define CtQ factors and acceptable ranges, distinguishing study-level quality tolerance limits (QTL) from site-level key risk indicators (KRI) with calibrated thresholds and proactive, agile action.

Uncover Risks Earlier

By combining centralized monitoring with advanced clinical trial data analysis, we can detect missing or inconsistent data, outliers, trends, and potential manipulation signals before they become problems.

Go Hybrid

Why waste time with 100% source data validation and review? Save money and maintain vigilance with our risk-based, ICH E6 (R3)-aligned model that uses holistic cross-functional data scrutiny, including centralized and targeted on-site monitoring, is verified with risk assessment, and documented for inspection readiness.

Meet Your Risk-Based Quality Management Expert

With over 20 years of experience in clinical research, Sarah Gill leads strategic initiatives to optimize trial quality, efficiency, and oversight at Caidya. Drawing on a deep background in monitoring, Sarah brings a rare combination of operational insight and strategic foresight to modernize RBQM implementation across global programs. Sarah has mentored professionals across functions, fostering a culture of collaboration, innovation, and continuous improvement, and is a committed advocate for risk-based and data-driven approaches that empower teams and drive smarter, safer, and more efficient clinical trials.

Sarah Gill photo

Sarah Gill

Executive Director, Clinical Monitoring

LinkedIn icon

Quality You Can Count On

Our end-to-end RBQM model delivers TMF-ready documentation, traceable decisions, and efficient risk-based monitoring — every time.

From pre-award CtQ risk review and protocol design to ongoing monitoring and database lock close-out, you get:

Inspection Readiness Across Regions

We align with FDA, EMA, and NMPA expectations and bridge regional differences to deliver consistent, defensible risk management and audit-readiness worldwide.

Data-Driven Decisions

We identify CtQ factors and implement balanced ranges to clearly distinguish trial-level and site-level signals, so you can make the right decisions faster.

Stronger Trial Visibility

We identify CtQ factors and implement balanced ranges to clearly distinguish trial-level and site-level signals, so you can make the right decisions faster.

Better Vendor Governance

We provide clear role definition, escalation pathways, and centralized coordination, so you get complete accountability and reduced fragmentation across vendors.

RBQM is most effective when it’s practical, transparent, and truly collaborative. We partner closely with our clients to embed risk thinking from the start, so teams can act earlier, stay inspection-ready, and deliver trials with greater confidence and control

Sarah Gill - Executive Director, Clinical Monitoring

Our RBQM Services

  • Design and planning: Protocol review, CtQ factor identification, initial risk assessment, acceptable ranges threshold implementation and action plan, and RBQM plan development
  • Conduct: Centralized monitoring (exploratory and statistical review), remote monitoring and targeted on-site strategy, threshold breach triage and action management
  • Analysis and reporting: Ongoing risk review cadence, close-out risk review and inspection-ready documentation
  • Tools and enablement: Analytics- and AI/ML-enabled review approach

What Do You Get With Caidya’s RBQM?

With experience helping nearly 280 trials stay ahead of potential issues and unmatched expertise in preventing CtQ errors and integrating risk management, we deliver:

  • Faster, safer trials: Early detection of risks means faster resolution, fewer delays, and improved patient safety
  • Efficiency gains: Reduce costly site visits and source data verification (SDV) without compromising quality
  • Regulatory alignment: Become fully compliant with ICH E6 (R3) and global authority guidance (FDA, EMA, MHRA, NMPA)
  • Data you can trust: We protect data integrity and deliver actionable insights in real time

Frequently Asked Questions
About RBQM

How do you create a single inspection-ready RBQM model that spans multiple regions and regulators?

We create a unified RBQM framework built on consistent principles, documentation standards, and governance, then map regional expectations (e.g., FDA, EMA, NMPA) into a single traceable approach. The goal is to create a defensible model with documented rationale that can be interpreted consistently across inspections.

How do you define critical-to-quality factors without over-engineering the RBQM program?

CtQs should be derived directly from protocol objectives, patient safety risks, and data integrity needs. The key is prioritization: focus on what could materially impact trial outcomes and avoid expanding into excessive metrics that create noise rather than clarity.

What’s the difference between QTLs and KRIs, and how are thresholds set?

QTLs are study-level indicators tied to trial endpoints, while KRIs are typically site- or process-level signals used for monitoring performance and risk trends. Thresholds are set using historical data, protocol context, and risk tolerance, then refined as the study progresses.

How do you reduce reliance on 100% SDV/SDR while staying compliant and confident in data?

By shifting to a risk-based approach that combines targeted SDV/SDR, centralized monitoring, and analytics. This enables verification to focus on high-impact data while maintaining compliance through documented rationale and traceable risk decisions. Regulators do not expect 100% SDV/SDR, they require that SDV and SDR are targeted to the most critical areas only.

What does centralized monitoring look like in early phase trials vs. late-phase trials?

In early phase, centralized monitoring emphasizes close safety vigilance, rapid signal detection, and intensive data review. In later phases, it becomes more trend-focused, scaling across sites and geographies to detect systemic issues and performance variability.

How do you manage RBQM when data comes from many systems (ePRO, wearables, labs, imaging, and EHR)?

You standardize data flows into a unified review environment, apply analytics to harmonize disparate sources, and use cross-dataset signal detection to identify inconsistencies, trends, and anomalies across the full data ecosystem.

How do you provide vendor/CRO oversight while sponsors remain accountable?

Through clear governance structures, defined roles and escalation pathways, and centralized tracking of risk and performance. Sponsors retain accountability, while CROs provide structured reporting, transparency, and coordinated execution across vendors.

What documentation is expected to demonstrate a defensible RBQM approach during inspection?

Inspectors expect a clear RBQM plan, documented CtQ rationale, defined QTL/KRI thresholds, risk review logs, action tracking, and evidence of ongoing decision-making, ideally all traceable in TMF-ready formats.

When should the RBQM plan be updated during a trial?

The RBQM plan should be a living document updated at key milestones such as study start, enrollment shifts, emerging risk identification, protocol amendments, and during periodic risk review cycles.

How do you triage threshold breaches (QTL/KRI signals) into action and escalation?

Breaches are assessed for clinical and operational impact, then categorized by severity. This approach drives defined actions, ranging from monitoring adjustments to formal escalation, supported by documented rationale and governance review.