Pharmacy Analytics Dashboard

Interactive analysis of FDA recalls for inventory optimization and compliance. Explore trends, products, correlations, raw data, and severity levels to identify risks and inform strategies.

Live Interactive Dashboard

Access the full interactive dashboard with tabs, filters, and charts:

Open Streamlit Dashboard

Analyze recall trends over time to identify patterns and predict future risks.

Combo chart showing recall amounts and inventory proxy over time

This chart highlights seasonal patterns in recalls, aiding inventory planning.

Products

Identify high-risk products for targeted audits and inventory management.

Horizontal bar chart of top products by quantity, color-coded by severity

This visualization helps prioritize audits for high-severity products to mitigate risks.

Pie chart showing distribution of top 10 products by recall count

The pie chart illustrates the distribution of recalls across top products.

Correlations

Compare high vs. low severity to uncover operational insights.

Heatmap of correlations between numeric variables

This heatmap reveals relationships between variables, such as quantity and total amount, to inform risk assessment.

Scatter plot matrix for key variables

The scatter plot matrix visualizes distributions and relationships for deeper analysis.

Raw Data

View and filter raw data for detailed exploration.

This table allows for custom filtering and export of data for further analysis. (Interactive in live dashboard)

Severity

Examine recall severity levels to prioritize high-impact events. Break down common reasons for recalls by severity to inform prevention strategies.

Bar chart of top reasons for high-severity recalls

This chart shows the most frequent reasons for high-severity recalls, helping to focus prevention efforts.

Bar chart of top reasons for low/medium-severity recalls

Comparing reasons across severity levels reveals patterns for operational improvements.

High-severity recalls often involve critical issues like CGMP deviations, enabling prioritization of compliance measures.

Guided by Portfolio Guide (structure and hooks), Telling Stories (concise visualizations and narratives), and Dashboard Demo (clean layout and flow).