Big Data & Distributed Computing
Bioinformatics / Health Data Science
Business Intelligence & Reporting
Cloud-based Data Solutions
Computer Vision
Data Engineering & ETL Pipelines
Data Governance & Data Quality
Data Science Education / Training
Data Visualization & Dashboarding
Deep Learning & Neural Networks
Experimental Design & A/B Testing
Financial / Economic Modeling
Generalist / Full-Stack Data Science
Geospatial Data Science
Machine Learning & Predictive Modeling
Natural Language Processing (NLP)
Operations Research & Optimization
Other (details at the bottom of the form)
Statistical Analysis & Inference
Time Series Analysis & Forecasting

Bash / Shell Scripting
C#
C++
Go (Golang)
Java
JavaScript (e.g., D3.js, Node.js)
Julia
MATLAB
No primary language – primarily use GUI-based tools (e.g., Tableau, Alteryx, Excel)
Other (details at the bottom of the form)
Perl
Python
R
Ruby
Rust
SAS
SQL
Scala
Stata
TypeScript
Visual Basic / VBA

Anonymized / Privacy-sensitive Data
Audio Data
Financial / Transaction Data
Geospatial Data
Graph / Network Data
High-dimensional Data
Image Data
Imbalanced / Rare Event Data
Log / System Data
Medical / Health Data
Missing / Incomplete Data
Multimodal Data
Other (details at the bottom of the form)
Simulation / Synthetic Data
Streaming / Real-time Data
Survey / Behavioral Data
Tabular / Structured Data
Text Data / Natural Language
Time Series Data
Unstructured / Semi-structured Data
Video Data

MySQL
None
Other (details at the bottom of the form)
PostgreSQL
SQLite

Cassandra
MongoDB
None
Other (details at the bottom of the form)
Redis

BigQuery
None
Other (details at the bottom of the form)
Redshift
Snowflake

AWS
Google Cloud Platform
Microsoft Azure
None
On-premise servers / Custom infrastructure
Open-source tools (e.g., MLflow, Docker, Kubernetes)

Bioinformatics Software Development
Biostatistics for Biomedical Data
Cancer Genomics / Oncogenomics
Clinical Bioinformatics
Computational Drug Discovery
Epigenomics
Evolutionary Bioinformatics
Genomics
Immunoinformatics
Metabolomics
Microbiome Analysis
Neuroinformatics
Other (details at the bottom of the form)
Population Genetics
Precision Medicine
Proteomics
Single-cell Omics
Structural Bioinformatics
Synthetic Biology / Systems Engineering
Systems Biology
Transcriptomics

Academic / Research institution
Corporate / Enterprise
Freelance / Consulting
Other (details at the bottom of the form)
Startup / Small business

Agile / Scrum
CRISP-DM
Kanban
Lean Data Science
None
OSEM
Other (details at the bottom of the form)
Team Data Science Process (TDSP – Microsoft)

0-2
3-5
6-10
>10

020
050
100
>150

0500
2000
4000