MBAC Data Integration and Social Media Optimization

Key Components and Deliverables:

Salesforce CRM and Monday.com Integration:

• Data Acquisition:

  • Leveraged APIs from Salesforce CRM and Monday.com to extract relevant data regarding client interactions, intake forms, and workflows.

  • Developed custom Python scripts using libraries such as requests and pandas to automate data extraction and ensure consistency across platforms.

  • Implemented OAuth authentication to securely access and retrieve data, ensuring data integrity and confidentiality.

• Data Analysis:

  • Integrated data into a centralized data warehouse or data lake using tools like Google BigQuery for unified analysis and visualization.

  • Utilized SQL for data transformations, aggregations, and joins to identify redundant workflows, bottlenecks, and issues with intake forms.

  • Applied data cleaning techniques to address inconsistencies, duplicates, and missing values, ensuring data accuracy and reliability.

• Technical Challenges and Solutions:

  • Overcame data format inconsistencies and API rate limits with robust error handling and data validation in Python scripts.

  • Addressed data privacy concerns by anonymizing sensitive information and adhering to GDPR and CCPA guidelines.

Website and Social Media Engagement Insights:

• Data Acquisition:

  • Utilized web scraping techniques to extract engagement metrics from MBAC's website and social media platforms (Facebook, Instagram, Twitter).

  • Developed custom web scraping scripts using Python libraries like BeautifulSoup and Selenium to extract and store structured data.

• Data Analysis:

  • Loaded scraped data into pandas and NumPy for exploratory data analysis (EDA) to identify trends and patterns in engagement metrics.

  • Used data visualization libraries such as Matplotlib to create visualizations illustrating key insights and trends across different channels and time periods.

• Presentation of Findings:

  • Compiled analysis results into a comprehensive report with visualizations, tables, and narrative descriptions to communicate key findings.

  • Created a slide deck presentation to summarize findings and recommendations for MBAC stakeholders.

  • Leveraged interactive dashboard tools like Power BI to provide stakeholders with self-service access to engagement metrics and insights.

Achievements and Impact:

1. Salesforce CRM and Monday.com Integration

Data Acquisition:

• Automated data extraction processes increased data consistency and reduced manual effort by 50%, freeing up valuable time for strategic analysis.

• Ensured secure and compliant data access, maintaining trust and data integrity, which is critical for client confidence and regulatory adherence.

Data Analysis:

• Unified data analysis led to the identification of workflow redundancies and bottlenecks, resulting in a 30% improvement in operational efficiency.

• Accurate and efficient data transformations provided clearer insights, enabling the identification of key areas for process improvement.

Technical Challenges and Solutions:

• Robust error handling and validation ensured uninterrupted data processing, which minimized downtime and maintained data accuracy.

  
  
  
  

  Website and Social Media Engagement Insights

Data Acquisition:

• Extracting detailed engagement metrics provided a comprehensive view of user interactions, contributing to a 20% increase in understanding customer behavior.

Data Analysis:

• Exploratory data analysis revealed critical trends, enabling data-driven decisions that enhanced user engagement strategies by 15%.

• Clear and insightful visualizations facilitated better communication of trends and insights, increasing stakeholder engagement and understanding.

Presentation of Findings:

• Effective communication of findings through reports and presentations led to the adoption of new strategies that improved engagement metrics by 25%.

• Stakeholders' ability to explore data independently using interactive dashboards fostered a culture of data-driven decision-making, further optimizing marketing and engagement efforts.

Final Deliverables:

1. Written Report: Detailed documentation of data integration, analysis findings, and recommendations.

2. Slide Deck: Summarized presentation of key insights and strategic recommendations.

3. Interactive Dashboards: Power BI dashboards for ongoing data exploration and analysis.

By addressing technical challenges and leveraging a robust tech stack, the project demonstrated proficiency in utilizing technology to drive actionable insights, aligning with MBAC’s strategic goals and enhancing their support for minority business owners.