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Showing posts with the label Resource Planning

CRA Workload Behind the Last Unresolved Query

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Quality by Design (QbD) and Risk-Based Monitoring (RBM) are frequently discussed in modern clinical research. Rather than attempting to eliminate every minor error, the emphasis has shifted toward protecting participant safety and ensuring the reliability of critical data through a risk-based approach. A recent discussion published by RAPS following the DIA Global Annual Meeting explored these principles in the context of FDA inspections and Form 483 observations. One example used during the discussion was particularly memorable. A clinical trial was compared to a field of corn. Each patient represented a stalk, each data point a kernel, and the CRA was expected to inspect every kernel on every cob in every row of the field. The message was that expecting a CRA to examine everything is unrealistic, and criticizing them for missing only a few "kernels" among billions is equally unreasonable. ( https://www.raps.org/resource/fda-investigator-experts-seek-to-dispel-misperceptio...

Clinical Trial Budgeting Software Prototype Using AI

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(Please drop a comment or reach out if you would like to discuss the development of this concept, exchange ideas, validate assumptions, or explore potential collaboration opportunities.) Over the last weeks, I have been experimenting with AI-assisted development platforms such as Codex and Base44 to explore whether integrated clinical trial budgeting and operational planning concepts can now be prototyped much faster than traditionally possible with multiple disconnected systems. As an educational proof-of-concept, I used publicly available clinical trial protocol examples to generate prototype Clinical Trial Budgeting and Project Management environments (links below). The broader goal is not to create a validated production system at this stage, but rather to explore whether a lightweight educational platform could eventually help research groups, startups, CROs, and biotech teams: estimate study budgets, evaluate operational feasibility, understand budget drivers, model resource requ...

Making Unaccounted Costs Accountable in Clinical Research

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Clinical trials operate under strict timelines, regulatory requirements, and complex coordination between sponsors, CROs, sites, and vendors. When delays occur or issues arise, project teams often resolve problems by working longer hours rather than by adjusting timelines, budgets, or processes. In many organizations, a standard working day is approximately eight hours. However, Clinical Research Associates, Project Managers, and other clinical operations staff may regularly work ten or more hours per day, especially during critical study phases. If only eight hours are recorded in time sheets while ten hours are actually worked, two hours per day become unaccounted operational effort . Individually, this may appear minor. Over the duration of a clinical trial, the financial impact can be substantial. Financial Example: Unaccounted Hours Over a Project Duration