Skills
Computational Skills
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Programming
Programming Languages
Python
90%
R
90%
Julia
50%
Java
50%
Kotlin
60%
Web Development
HTML
95%
CSS
90%
JavaScript
85%
React
70%
Django
90%
Next.js
70%
Version Control
Gitlab
80%
GitHub
80%
Database Management
PostgreSQL
80%
Software Development
Full Stack Development
85%
Data Science and Artificial Intelligence
Data Analysis
Pandas
90%
NumPy
90%
Xarray
90%
Tidyverse
80%
Geopandas
70%
Machine Learning
Scikit-learn
90%
Deep Learning
PyTorch
90%
TensorFlow-Keras
90%
Pytorch-geometric
90%
Deep Learning Models
CNN
90%
RNN
95%
LSTM
95%
Transformer
100%
BERT
100%
GNN
90%
MPNN
90%
GAT
90%
Data Visualization
Matplotlib
90%
Seaborn
90%
Plotly
90%
ggplot2
90%
Bokeh
70%
Cartopy
70%
Folium
65%
Big Data
Pyspark
60%
Natural Language Processing
NLTK
85%
Transformers (Hugging Face)
90%
Cloud Computing
IBM Watson Studio
80%
Google Cloud Platform
70%
Microsoft Azure
70%
Development Environments
Windows
90%
Linux (Ubuntu, RHEL, Debian)
85%
Programming Tools
Visual Studio Code
100%
Pycharm
100%
Webstorm
100%
IntelliJ IDEA
80%
Jupyter Lab
100%
Computational Biology and Bioinformatics
Bioinformatics Tools
BLAST
85%
ClustalW
80%
Biopython
85%
Bioconductor
75%
Data Processing
SAMtools
50%
BEDtools
50%
BCFtools
50%
Bowtie
50%
BWA
50%
Cufflinks
50%
Tophat
50%
RNA-seq Analysis
DESeq2
75%
Proteomic Data Analysis
Differential Expression Analysis
90%
Heatmap
90%
Hierarchical Clustering
90%
Statistical Methods
Hypothesis testing
90%
Regression analysis
100%
Correlation analysis
90%
Time series analysis
100%
Multivariate analysis
80%
Non-parametric methods
90%
Machine-learning related statistics
90%
fMRI Processing and Analysis
Nipype
70%
Nilearn
70%
Experimental Skills
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Microbiology
Bacteria
Culture
90%
Growth characterization
90%
MIC assay
95%
Molecular Biology
Molecular cloning
90%
Strain construction
90%
Phage transduction
90%
Click-iT - AHA
80%
PCR
95%
Single-cell microscopy
Single-molecule FISH
70%
Single-cell fluorescent microscopy
90%
Single-cell time-lapse
imaging
imaging
90%
Single-cell image analysis with Fiji, MicrobeJ
90%
Developmental Biology
Animal Handling
Animal husbandry
80%
Genotyping
95%
Surgical procedures
85%
Protein Assays
Protein purification
70%
Immunoblotting
85%
Histology
Cryosection
80%
Histological analysis
85%
Immunofluorescence
Confocal microscopy
80%
Immunohistochemistry
90%
Immunocytochemistry
90%
Immunolabeling of RPE explant cultures
90%
Animal Cell Culture
Mouse fibroblast isolation
95%
Mouse fibroblast immortalization
80%
Isolation of mesenchymal stem cells from human umbilical cords
90%
Commercial cell line culture
100%
Aseptic techniques
95%
Interdisciplinary Skills
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Critical Thinking and Problem Solving
Core Analytical Skills
Problem Solving
90%
Critical Thinking
90%
Logical Reasoning
85%
Analytical Thinking
85%
Project Management and Organization
Planning and Execution
Project Management
80%
Task Prioritization
85%
Time Management
90%
Collaboration and Communication
Teamwork and Leadership
Teamwork
85%
Leadership
80%
Negotiation
70%
Communication Skills
Verbal Communication
70%
Written Communication
90%
Presentation Skills
80%
Public Speaking
70%
Personal Effectiveness
Self-Management
Conscientiousness
90%
Self-Discipline
95%
Multi-Tasking
90%
Professional Skills
Adaptability
90%
Lifelong Learning
85%
Flexibility
90%
Innovation and Creativity
85%
Ethical and Professional Responsibility
Ethical Practice
Ethical Decision Making
80%
Integrity
90%
Professionalism
95%
Accountability
90%
Data Analysis and Interpretation
Quantitative Skills
Statistical Analysis
85%
Data Interpretation
95%
Research Methods
90%
Data Visualization
85%