Report Overview
- Purpose: Summary of what the automated report covers (e.g., sales trend analysis, model performance monitoring).
- Frequency: Daily, weekly, monthly, or on-demand.
- Data Source: Databases, APIs, spreadsheets, or other integrated sources.
Data Summary
- Last Updated:
YYYY-MM-DD HH:MM
- Total Records Processed:
XXXX
- Data Quality Checks:
- Missing Values:
X%
- Duplicate Records:
X entries
- Outliers Detected:
X cases
Descriptive Statistics
Categorical Variables
- Frequency Tables
- Top Categories by Volume
Numerical Variables
- Mean, Median, Mode
- Range, Variance, Standard Deviation
- Skewness, Kurtosis
Visualizations
- Time Series Plot: Trends over time
- Bar Charts: Category comparison
- Boxplots: Distribution and outliers
- Heatmaps: Correlation matrix
Alerts & Thresholds
- Any metric exceeding predefined limits
- Notification status: Sent / Not Sent
Recommendations
- Suggestions based on data trends or model results
- Actions to take (e.g., retrain model, investigate outliers)