Financial Simulation Modeling - Applied Clinical Trials

ADVERTISEMENT

  • Search
  • Suppliers
  • Careers

Enter a company or product name

KeywordLocation
About Search
See our 2009 Buyers Guide Digital Edition.
Find Pharma Search Engine
Financial Simulation Modeling
With a PC and some software you can generate realistic projections that save time and money.


Applied Clinical Trials



PHOTOGRAPHY: COMSTOCK IMAGES, GETTY IMAGES ILLUSTRATION: PAUL A. BELCI
Clinical trials represent an opportunity for sponsors and investigators to further medical knowledge and bring new interventions and discoveries to market. Regulatory standards and shorter trial deadlines present challenges for trials, but equally as important is the financial risk to the organizations involved. In today's market where a contract between sponsors and service providers is either based on a fixed fee or per enrollment, it is critical to get the study budget right.

It is well known that research organizations operate with paper-thin margins, and many studies operate with operating losses "because of unexpected expenses."1 These unexpected expenses can result from recruiting additional patients later by opening new sites late in the process, only after required enrollment fails to meet project requirements. This can result in time delays, which will add expenses and extend the trial longer than originally anticipated.

Delays are quite common, with well over half of all clinical trials in the United States missing completion deadlines.2 Variability between budget projections and study realities can make or break the financial outcome of a project in the participating organization.

Development managers and investigators often overestimate the amount of subjects in any given time period, and underestimate costs. This difference between a projected value and an actual one represents the variability, or change. For project managers, variability and risk represent a roadblock to hitting the trial's budgeted financial performance in the long-run, which also complicates contract negotiations.




So, how do project budgets include a reasonable allowance for variability in the accrual and retention of study subjects and the unexpected costs that can come along in the normal course of a study while not discouraging funding sources? One way is to build simulation models that can cope with uncertainty by generating thousands of scenarios, which helps give a more realistic picture of expected trial outcomes.

Risky business

The variety of costs involved in a clinical trial must be closely considered to ensure that adequate allowances are made for the usual costs of clinical research and to scrutinize the deviations in those things that drive research project costs (e.g., regulatory, quality, protocol development). Since clinical trials are a dynamic endeavor with multiple moving parts that directly impact payments and prices, managers have a lot of variables to consider when establishing a budget.


Table 1. The key assumptions of the simulation model should be clearly articulated.
It is the dynamic nature of so many expense components that creates the risk of understating project budget expenses and overstating potential margins from a contract proposal. Perhaps the most critical assumption underpinning the trial budget is that of the accrual and retention of trial subjects. Missed patient enrollment assumptions can cascade into missed projections for recruitment, additional supplies, and testing associated with replacing subjects in a study, or support of additional periods of overhead as a project goes beyond expected time frames.

One of the most common ways to build a clinical trial budget is to take a historical average of expenses from cost accounting systems, or to develop a "rule of thumb." Historical averages are just that, averages, which vary above or below some value. Variability in the numbers making up an average can be risky. The average of 45 and 55 is 50, just as it is for 30 and 70. However, if a budget projection using an average value of 50 uses a historical basis of 30 and 70, the organization may be in for an unpleasant surprise if the actual result nears either of those two extremes. Knowing the spread and historical frequency should be taken into account in a comprehensive budget projection.


Table 2. Project managers must closely monitor key assumptions, such as subject recruiting, and modify budgets accordingly.
Additionally, there are a number of different factors that can influence the amounts expended on a trial that can render even the best estimate arrived at in this deterministic fashion inaccurate. Clinical project managers need to understand the variety of costs in a proposed study, and the factors or drivers that influence study costs.


ADVERTISEMENT

ADVERTISEMENT

Enrollment Planning for Critical Path Studies
Preparing for Postmarket
REMs: Battling the Unknowns
Financial Simulation Modeling
Emerging Pharmas and CROs Need Each Other
FindPharma
Survey
Would you ever consider working as a freelance clinical research professional?
Yes, I'd love to
Yes, but would never do it
No, but may have to
Absolutely not, no stability
Yes, I'd love to
77%
Yes, but would never do it
8%
No, but may have to
15%
Absolutely not, no stability
0%
View Results
Source: Applied Clinical Trials,
Click here