Sample interview questions: How do you approach analyzing and interpreting physiological data to identify potential therapeutic targets in animals?
Sample answer:
1. Data Exploration and Preprocessing:
- Examine raw data for outliers, missing values, and patterns.
- Perform data cleaning and normalization to ensure accuracy and consistency.
- Visualize data using graphs, plots, and statistical summaries to identify trends and anomalies.
2. Hypothesis Formulation:
- Formulate hypotheses based on observed patterns and previous research.
- Identify specific physiological parameters that may be involved in the disease process.
- Consider potential molecular or cellular mechanisms underlying the physiological changes.
3. Statistical Analysis:
- Use statistical methods (e.g., t-tests, ANOVAs, regression analysis) to test hypotheses and determine the significance of observed differences.
- Examine correlations between physiological parameters to identify potential relationships.
- Explore multivariate statistical techniques (e.g., principal component analysis, clustering) to identify underlying patterns in complex datasets.
4. Target Identification:
- Identify physiol… Read full answer