Technical

Skill Familiarity (years) Examples
R 8+ Method Development, Inference, Bioninformatics, Visual Design
Python 8+ Keras, TensorFlow, SKLearn, PyTorch
High-Performance Computing 8+ Institutional, Google Cloud, AWS
Non-commercial Development (pipelines) 8+ (ba)sh, Perl, VPL
(non-)Relational Databases 4+ (t/P/My)-SQL, MongoDB
MATLAB 4+ Object-oriented systems modeling, Method Development
Front-end Development 2+ HTML/CSS, JavaScript, Ruby
C/C++ 2+ High-performance design (blaze, sleef, diskmat)
SAS 2+ Inference, study design and validation

Translational / Miscellaneous

Skill Familiarity (years) Examples
Technical Writing 10+ 20+ publications, 500+ citations
Presentation 10+ Beamer, Powerpoint, Let’s chat
Media Processing 10+ ffmpeg, ImageMagick, ImageJ/FIJI
Vector Graphic Design 10+ AdobePs, GIMP, Inkscape
Biology/Bioinformatics 8+ (single-cell)RNA-seq, Microarray, Mass Spectrometry, Immunology
Numerical Inference 8+ Machine Learning, Statistical Inference, Systems Modeling, Operations Research
Spatial Inference 6+ (Arc)GIS(L), Imputation
Time-series Inference 2+ Prediction, Risk Management, (G)ARCH
Environmental Science 4+ Agriculture, Industrial Hygiene
(Digital) Music Composition 15+ Ableton, FLStudio, Audacity