Research areas
![Graph depicting bayesian statistics](https://engineering.ucsc.edu/files/2024/12/1-1024x1024.png)
Bayesian Methods
The majority of our faculty place emphasis on Bayesian methods in their research. Bayesian statistical methods start with a preset distributional idea about quantities (the prior distribution). Data is then collected and used to update prior information in a statistically rigorous manner – the resulting updated distribution is called the posterior. Bayesian methods are very flexible and have immense utility in the sciences. The Bayesian specialization has permitted the department to attract quality faculty and quickly develop an international reputation. This focus is partly responsible for our renowned reputation. Course offerings span the entire statistical gamut and are not limited to Bayesian pursuits. Our Bayesian expertise positions us as a leader in the now expanding era of data science.
Faculty: Athanasios Kottas, Ju Hee Lee, Richard Li, Paul Parker, Raquel Prado, Bruno Sanso
![Biostatistics digital graph](https://engineering.ucsc.edu/files/2024/12/2-2-1024x1024.png)
Biostatistics
Faculty: Athanasios Kottas, Ju Hee Lee, Richard Li
![Digitized graph of correlated data](https://engineering.ucsc.edu/files/2024/12/3-1024x1024.png)
Correlated Data
Faculty: Athanasios Kottas, Robert Lund, Paul Parker, Raquel Prado, Bruno Sanso
![Digitized design and sampling image](https://engineering.ucsc.edu/files/2024/12/4-1024x1024.png)
Design and Sampling
Faculty: Marcela Cordoba
![Digital colors depicting mathematical statistics](https://engineering.ucsc.edu/files/2024/12/5-1024x1024.png)
Mathematical Statistics
Faculty: Marcela Cordoba, Athanasios Kottas, Robert Lund, Ju Hee Lee, Richard Li, Paul Parker, Raquel Prado, Bruno Sanso
![Digital graph depicting probabilty](https://engineering.ucsc.edu/files/2024/12/6-1024x1024.png)
Probability
Faculty: Marcela Cordoba, Athanasios Kottas, Robert Lund, Bruno Sanso
![Digitized image of regression methods](https://engineering.ucsc.edu/files/2024/12/7-1024x1024.png)
Regression Methods
Faculty: Marcela Cordoba, Athanasios Kottas, Robert Lund, Ju Hee Lee, Richard Li, Paul Parker, Raquel Prado, Bruno Sanso
![Digitized image of stochastic processes](https://engineering.ucsc.edu/files/2024/12/8-1024x1024.png)
Stochastic Processes
Faculty: Robert Lund, Raquel Prado, Bruno Sanso