Specifically, the design component of the core will assist in refining study objectives, response variables, and measurement techniques. It will assist in developing research protocols and will provide experimental design, study design, and an initial statistical analysis plan. It will ensure that rigorous standards of scientific inquiry and inference are applied to all projects consulting the core. The core will maximize the yield of human and animal studies, making sure that sample sizes are appropriate, so that investment in time and effort and exposure to risks by subjects is worthwhile. Factorial experimental designs and flexible sequential Bayesian and frequentist designs will be incorporated when feasible to reduce the total sample size for a series of related studies and to, in some cases, shorten the time needed to obtain the needed statistical evidence.
As stated by Hahn, p. 349 1, "proper experimental design is more important than sophisticated statistical analysis ... The main reason for designing an experiment statistically is to obtain unambiguous results at minimum cost." According to Cochran 2 (Vol. 1, p. 286),The core will ensure that studies and experiments done in the projects meet the standards of good statistical design. Before selecting a final design, alternative designs will be evaluated with respect to feasibility, sensitivity, and validity. Investigators will be trained concerning the execution of the final chosen design as discussed in the Training section. Nowhere are the needs of sound design more pressing than in the context of small patient studies. Employing optimal designs will help small studies to be more informative. Sequential designs will also play key roles, for example, by allowing small equivocal studies to be extended.
These principles include the following:
Statisticians are full of stories of experimenters who came to the statisticians only after the wrong data were collected and experimenters are likely full of stories that surely document missteps that they would like to make sure that their colleagues avoid.
[The following was delete because it was redundant.]twiki
web server available to all other CTSA Biostatistics Cores and will develop template pages for sharing of information, teaching materials, and ideas for fostering biomedical research and making it more efficient. A staff biostatistician will coordinate the use of this site by all interested CTSA grantees.