Here are key aspects of data interpretation
Understanding the Data
Cleaning and Preprocessing
Exploratory Data Analysis (EDA)
Statistical Analysis
Data Visualization
Pattern Recognition
Comparisons and Benchmark
Contextualizing Result
Drawing Conclusion
Communicating Result