Automated Operations Productivity Report

Case Study: Automating Weekly Operations Reporting for Enhanced Performance Monitoring

  • Service: Business Intelligence & Analytics
  • Industry & Size: Healthcare &  13,167 employees
  • Key Challenge: Create an automated emailed snapshot of last week’s operational performance for leadership to review each morning.
  • BI Tools: python, SQL

Headline Result: Progressively achieved pre-COVID-19 operational goals as the emergency department continued its recovery.

automated operations report created with python and sql; business intelligence solution

Summary:

I developed an automated weekly operations report utilizing Python and SQL to extract data from a large data warehouse. This report tracks critical operational metrics, including customer arrivals, door-to-entry times, and door-to-leaving averages, offering a comprehensive view of throughput efficiency. Delivered via email, this self-service report empowers stakeholders to monitor performance trends without manual intervention. By facilitating timely insights, the report enables leadership to make necessary adjustments, optimizing processes and enhancing the overall customer experience.

Throughput Dashboard on Tableau

Created a custom heatmap using ED arrival and departure data that revealed patient census. This insight helped adjust staffing levels to improve patient throughput. The success of this data-driven approach led to its adoption by other institutions, dramatically enhancing operational efficiency and reducing wait times.

Standardized Quality Dashboard

Developed a comprehensive OB regulatory dashboard to track and standardize +50 KPIs across several institutions. This dashboard allowed for multi-level analysis and provided real-time data insights, leading to more consistent care delivery and improved performance tracking. The new system replaced siloed, spreadsheet-based reporting and established a benchmark for quality improvement.

Automated Operations Productivity Report

I developed an automated weekly operations report using Python and SQL, pulling data from a large data warehouse. This report tracks key operational metrics over time, such as customer arrival, door-to-entry, and door-to-leaving averages, providing a comprehensive view of throughput efficiency. Delivered via email, this self-service report allows stakeholders to monitor performance trends without manual intervention, enabling timely adjustments that optimize processes and improve customer experience.

Video Visit Integration with Automated SMS notifications

I implemented an automated SMS notification system, integrating EHR with sms system. This allowed patients to confirm or cancel appointments through text messages, with over 90% response rate. The automation also provided a URL for video visit preparation, reducing clinic traffic and improving patient readiness. By integrating systems, canceled appointments were immediately available for rebooking, maximizing scheduling efficiency and generating over $4 million monthly revenue without the need for a call center.

Training Employees on Self-Service Reporting

I trained hospital staff, including physicians, nurses, and leadership, on a self-service dashboard, despite initial reluctance. Over time, with mandated reporting training, staff grew more confident in using the tool, leading to positive feedback across teams. This increased their willingness to explore new tools as they’re introduced, fostering greater employee buy-in and engagement with new technologies.

Regulatory Data Capture & Monitoring Audit

The non-profit faced significant reporting inefficiencies and struggled to meet compliance deadlines due to reliance on manual spreadsheet processes. To address these challenges, I automated data entry and integrated various data systems, resulting in a remarkable KPI improvement of over 60%. Additionally, I implemented a notification system to capture data entry errors, ensuring consistent and reliable reporting. These data workflows not only minimized manual labor but also enhanced data accuracy, enabling the organization to meet regulatory guidelines effectively.

Integrated Geospatial voting Analysis

Integrated GIS data, including zip codes, political boundaries, past voting patterns, and community demographics, to conduct a geospatial analysis that identified key 'swing' assembly districts. By overlaying these diverse data sources, I pinpointed regions where legislative support could be gained. This analysis helped refine the proposal, ultimately contributing to the successful passage of the legislation. This project highlights how data integration and geospatial analysis can provide strategic insights that drive policy success, particularly in environmental advocacy.

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