---
theme: gaia
_class: lead
paginate: true
backgroundColor: #fff
header: '![w:150](/home/harrelfe/doc/images/dept.png)'
_paginate: false # no page number on title slide
marp: true
---
A Template for marp
Frank Harrell
Department of Biostatistics Vanderbilt University School of Medicine
2023-11-10
Slide 1
Biostatistics/Bioinformatics/Data Science needs to be integrated early into
Study design
Experimental design
Measurement selection / outcome variable construction
Data quality assurance and completeness
Pre-processing
Analysis strategy
Slide 2
Developed with close collaboration of biostatisticians, bioinformaticists, APS subject matter experts
Analysis strategies should maximize the extraction of information from the data
SAPs fully developed and adhered to
Specific enough to reproduce analyses with minor help
Expect SAPs to need updating as many envisioned analyses are complex and not everything can be foreseen