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https://github.com/willie-conway/meta-data-analyst-portfolio

A comprehensive πŸ“športfolio showcasing projects and skills developed during the Meta Data Analyst Professional Certificate πŸŽ“course, featuring πŸ“ˆdata analysis, πŸ“Švisualization, and πŸ‘¨πŸΏβ€πŸ’»management using various βš™οΈtools.
https://github.com/willie-conway/meta-data-analyst-portfolio

big-data business-intelligence data-analysis data-cleaning data-driven-decisions data-management data-mining data-visualization exploratory-data-analysis jupyter-notebook machine-learning pandas porfolio predictive-modeling python spreadsheet-analysis sql statistics tableau visualization-tools

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A comprehensive πŸ“športfolio showcasing projects and skills developed during the Meta Data Analyst Professional Certificate πŸŽ“course, featuring πŸ“ˆdata analysis, πŸ“Švisualization, and πŸ‘¨πŸΏβ€πŸ’»management using various βš™οΈtools.

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# πŸ“Š Meta Data Analyst Professional Certificate Portfolio

![Meta Data Analyst](https://images.credly.com/size/680x680/images/4dd82f2c-e7eb-4b64-bb24-f4351f596220/image.png)

![Meta Data Analyst](https://img.shields.io/badge/Meta-Data_Analyst-0066E3?style=for-the-badge&logo=meta&logoColor=white)
![Python](https://img.shields.io/badge/Python-3776AB?style=for-the-badge&logo=python&logoColor=white)
![SQL](https://img.shields.io/badge/SQL-4479A1?style=for-the-badge&logo=postgresql&logoColor=white)
![Tableau](https://img.shields.io/badge/Tableau-E97627?style=for-the-badge&logo=tableau&logoColor=white)
![Statistics](https://img.shields.io/badge/Statistics-FF6B6B?style=for-the-badge&logo=gnu&logoColor=white)

## 🎯 Overview

This repository showcases my journey through the **Meta Data Analyst Professional Certificate** program. It contains comprehensive projects, assignments, and labs across 8 courses, demonstrating proficiency in data analysis, statistical modeling, data visualization, and business intelligence using Meta's industry-relevant curriculum.

























## πŸ“š Course Portfolio Structure

### 1. πŸ“Š **Introduction to Data Analytics**
- **Skills**: Data Analytics Foundations, OSEMN Framework, Business Intelligence
- **Tools**: Spreadsheets, Data Analysis Frameworks
- **Key Projects**:
- πŸ” **OSEMN Framework Application**: Complete data analysis workflow
- πŸ“ˆ **Data Analytics vs Data Science**: Comparative analysis
- πŸ€– **Generative AI Overview**: AI applications in analytics
- **Notable Files**:
- `OSEMN_Framework.py` - Structured data analysis methodology
- `Data_Analysis_vs_Data_Science.py` - Career path analysis
- `Generative_AI_Response.py` - AI-powered analytics techniques

### 2. πŸ“ˆ **Data Analysis with Spreadsheets and SQL**
- **Skills**: Advanced Spreadsheets, SQL Queries, Dashboard Creation
- **Tools**: Google Sheets, SQL, Tableau
- **Key Projects**:
- πŸͺ **Most Profitable Stores Analysis** - Retail performance optimization
- πŸ“Š **Advanced Chart Types Implementation** - Professional visualizations
- πŸ” **Data Exploration Techniques** - Pattern discovery methods
- **Tableau Dashboards**:
- `Most_Profitable_Stores.twb` - Business performance tracking
- `Global_Orders.twb` - International sales analysis
- Interactive dashboards with drill-down capabilities

### 3. 🐍 **Python Data Analytics**
- **Skills**: Python Programming, Data Wrangling, Statistical Analysis
- **Tools**: Pandas, NumPy, Matplotlib, Jupyter Notebooks
- **Key Projects**:
- πŸ“Š **Full OSEMN Implementation** - End-to-end Python analysis pipeline
- πŸ“ˆ **Explanatory Visualizations** - Professional chart creation
- πŸ€– **Modeling with Python** - Predictive analytics
- **Jupyter Notebooks**:
- `Full_OSEMN.ipynb` - Complete analysis workflow
- `Creating_Explanatory_Visualizations.ipynb` - Advanced plotting
- `Modeling_with_Python.ipynb` - Machine learning basics
- `Exploration_-_Filtering_Data.ipynb` - Data manipulation techniques

### 4. πŸ“Š **Statistics Foundations**
- **Skills**: Statistical Analysis, Hypothesis Testing, Data Modeling
- **Tools**: Python, Excel, Statistical Libraries
- **Key Projects**:
- 🎯 **Getting to Know the Data** - Descriptive statistics and EDA
- πŸ“ˆ **Understanding Data Samples** - Sampling techniques and distributions
- πŸ”¬ **Testing Your Hypothesis** - A/B testing and statistical significance
- πŸ—οΈ **Data Modeling** - Regression and predictive modeling
- **Capstone Modules**:
- Complete statistical analysis workflow
- Real-world dataset applications
- Professional reporting and visualization

### 5. πŸ’Ύ **Data Management**
- **Skills**: Data Governance, Security, Storage Solutions
- **Tools**: Database Systems, Data Security Frameworks
- **Key Topics**:
- πŸ”’ **Data Security Fundamentals** - Protection and compliance
- πŸ“¦ **Data Storage Formats** - Optimization and selection
- πŸ—οΈ **Big Data Management Systems** - Scalable solutions
- πŸ“Š **Data Collection Tools** - Best practices and implementation
- **Comprehensive Guides**:
- `Compliance_Best_Practices.py` - Regulatory compliance
- `Data_Storage_Formats.py` - File format comparisons
- `Machine_Learning_Tools_Roundup.py` - ML infrastructure

### 6. 🎨 **Data Visualization with Tableau**
- **Skills**: Dashboard Design, Interactive Visualizations, Business Intelligence
- **Tools**: Tableau, Advanced Charting Techniques
- **Key Projects**:
- πŸ“ˆ **Time Series Analysis** - Trend identification and forecasting
- πŸ‘₯ **Cluster Analysis** - Customer segmentation techniques
- πŸ“Š **Advanced Dashboard Creation** - Professional reporting
- **Tableau Workbooks**:
- `Time_Series.twb` - Temporal data analysis
- `Age_and_Income_-_Cluster_Analysis.twb` - Demographic segmentation
- Interactive filters and calculated fields

### 7. πŸ“Š **Excel for Data Analysis**
- **Skills**: Advanced Excel, PivotTables, Business Analytics
- **Tools**: Microsoft Excel, Statistical Functions
- **Key Projects**:
- πŸ”¬ **A/B Testing Analysis** - Experimental design and evaluation
- πŸ“ˆ **Data Modeling Capstone** - Comprehensive analytics project
- πŸ“Š **Business Performance Analysis** - KPI tracking and optimization
- **Advanced Features**:
- Advanced formulas and functions
- PivotTables with dynamic ranges
- Data validation and conditional formatting

### 8. πŸ“ˆ **Data Analytics Capstone Project**
- **Skills**: End-to-End Analysis, Business Insights, Presentation
- **Tools**: Full Analytics Toolkit Integration
- **Project Components**:
1. πŸ“₯ **Data Acquisition** - Multiple source integration
2. 🧹 **Data Preparation** - Cleaning and transformation
3. πŸ” **Exploratory Analysis** - Pattern discovery and insight generation
4. πŸ“Š **Visualization Development** - Dashboard and report creation
5. 🎀 **Business Presentation** - Stakeholder communication

## πŸ› οΈ **Technical Skills Demonstrated**

### **Programming & Data Analysis**
![Python](https://img.shields.io/badge/Python-3776AB?style=for-the-badge&logo=python&logoColor=white)
![SQL](https://img.shields.io/badge/SQL-4479A1?style=for-the-badge&logo=postgresql&logoColor=white)
![Jupyter](https://img.shields.io/badge/Jupyter-F37626?style=for-the-badge&logo=jupyter&logoColor=white)
![Pandas](https://img.shields.io/badge/Pandas-150458?style=for-the-badge&logo=pandas&logoColor=white)
![NumPy](https://img.shields.io/badge/NumPy-013243?style=for-the-badge&logo=numpy&logoColor=white)

### **Statistical Analysis & Modeling**
![Statistics](https://img.shields.io/badge/Statistics-FF6B6B?style=for-the-badge&logo=gnu&logoColor=white)
![Hypothesis Testing](https://img.shields.io/badge/Hypothesis%20Testing-3498DB?style=for-the-badge)
![Regression Analysis](https://img.shields.io/badge/Regression%20Analysis-27AE60?style=for-the-badge)
![A/B Testing](https://img.shields.io/badge/A/B%20Testing-9B59B6?style=for-the-badge)
![Data Modeling](https://img.shields.io/badge/Data%20Modeling-00B050?style=for-the-badge)

### **Data Visualization & BI**
![Tableau](https://img.shields.io/badge/Tableau-E97627?style=for-the-badge&logo=tableau&logoColor=white)
![Excel](https://img.shields.io/badge/Excel-217346?style=for-the-badge&logo=microsoft-excel&logoColor=white)
![Data Visualization](https://img.shields.io/badge/Data%20Visualization-FF6384?style=for-the-badge)
![Business Intelligence](https://img.shields.io/badge/Business%20Intelligence-FF9E0F?style=for-the-badge)
![Dashboard Design](https://img.shields.io/badge/Dashboard%20Design-8E44AD?style=for-the-badge)

### **Data Management & Tools**
![Git](https://img.shields.io/badge/Git-F05032?style=for-the-badge&logo=git&logoColor=white)
![GitHub](https://img.shields.io/badge/GitHub-100000?style=for-the-badge&logo=github&logoColor=white)
![Database Management](https://img.shields.io/badge/Database%20Management-336791?style=for-the-badge)
![Data Governance](https://img.shields.io/badge/Data%20Governance-2C3E50?style=for-the-badge)
![PostgreSQL](https://img.shields.io/badge/PostgreSQL-4169E1?style=for-the-badge&logo=postgresql&logoColor=white)

### **Python Data Science Stack**
![Matplotlib](https://img.shields.io/badge/Matplotlib-11557C?style=for-the-badge&logo=python&logoColor=white)
![Seaborn](https://img.shields.io/badge/Seaborn-5A9BD5?style=for-the-badge&logo=python&logoColor=white)
![Machine Learning](https://img.shields.io/badge/Machine%20Learning-01D277?style=for-the-badge)
![Data Wrangling](https://img.shields.io/badge/Data%20Wrangling-FF6B35?style=for-the-badge)
![ETL Processes](https://img.shields.io/badge/ETL%20Processes-4A90E2?style=for-the-badge)

### **Database & Storage Technologies**
![MySQL](https://img.shields.io/badge/MySQL-4479A1?style=for-the-badge&logo=mysql&logoColor=white)
![SQLite](https://img.shields.io/badge/SQLite-003B57?style=for-the-badge&logo=sqlite&logoColor=white)
![Google Sheets](https://img.shields.io/badge/Google%20Sheets-34A853?style=for-the-badge&logo=google-sheets&logoColor=white)
![Data Storage](https://img.shields.io/badge/Data%20Storage-FF9900?style=for-the-badge)
![Big Data](https://img.shields.io/badge/Big%20Data-F39C12?style=for-the-badge)

## πŸ“ Repository Structure

```
πŸ“‚ Meta-Data-Analyst-Portfolio/
β”‚
β”œβ”€β”€ πŸ“‚ Data_Analysis_with_Spreadsheets_and_SQL/
β”‚ β”œβ”€β”€ πŸ“Š Tableau_Dashboards/ # Interactive business dashboards
β”‚ β”œβ”€β”€ πŸ“ˆ Sales_Analysis/ # Profitability and performance
β”‚ β”œβ”€β”€ πŸ” Data_Exploration/ # Pattern discovery
β”‚ └── πŸ“‹ SQL_Queries/ # Database analysis scripts
β”‚
β”œβ”€β”€ πŸ“‚ Python_Data_Analytics/
β”‚ β”œβ”€β”€ πŸ““ Jupyter_Notebooks/ # Complete analysis workflows
β”‚ β”‚ β”œβ”€β”€ πŸ“Š Exploratory_Data_Analysis/
β”‚ β”‚ β”œβ”€β”€ πŸ“ˆ Data_Visualization/
β”‚ β”‚ β”œοΈ πŸ€– Machine_Learning/
β”‚ β”‚ └️ πŸ” Statistical_Analysis/
β”‚ └️ 🐍 Python_Scripts/ # Modular analysis scripts
β”‚
β”œβ”€β”€ πŸ“‚ Statistics_Foundations/
β”‚ β”œοΈ πŸ“Š Capstone_Modules/
β”‚ β”‚ β”œοΈ 🎯 1_Getting_to_Know_the_Data/
β”‚ β”‚ β”œοΈ πŸ“ˆ 2_Understanding_Data_Samples/
β”‚ β”‚ β”œοΈ πŸ”¬ 3_Testing_Your_Hypothesis/
β”‚ β”‚ └️ πŸ—οΈ 4_Data_Modeling/
β”‚ └️ πŸ“‹ Statistical_Analysis/ # Hypothesis testing and modeling
β”‚
β”œβ”€β”€ πŸ“‚ Data_Management/
β”‚ β”œοΈ πŸ”’ Security_Compliance/ # Data governance frameworks
β”‚ β”œοΈ πŸ“¦ Storage_Solutions/ # Database and file management
β”‚ └️ πŸ—οΈ Infrastructure/ # System architecture
β”‚
β”œβ”€β”€ πŸ“‚ Tableau_Visualizations/
β”‚ β”œοΈ πŸ“ˆ Business_Dashboards/ # Interactive reports
β”‚ β”œοΈ πŸ“Š Time_Series_Analysis/ # Trend visualization
β”‚ └️ πŸ‘₯ Cluster_Analysis/ # Segmentation dashboards
β”‚
β”œοΈ πŸ“‚ Excel_Analytics/
β”‚ β”œοΈ πŸ“Š Advanced_Models/ # Complex data analysis
β”‚ β”œοΈ πŸ”¬ A_B_Testing/ # Experimental analysis
β”‚ └️ πŸ“ˆ Business_Intelligence/ # KPI tracking
β”‚
β”œβ”€β”€ πŸ“‚ Sample_Data/
β”‚ β”œοΈ πŸ“Š Cleaned_Datasets/ # Analysis-ready data
β”‚ └️ πŸ“ˆ Raw_Data/ # Original data sources
β”‚
β”œβ”€β”€ πŸ“œ LICENSE
β”œοΈ πŸ“œ requirements.txt
└️ πŸ“œ README.md
```

## πŸš€ How to Use This Portfolio

### For Recruiters & Hiring Managers:
1. **Review Capstone Projects**: Start with Statistics Foundations modules for complete workflow examples
2. **Examine Technical Implementation**: Check Python notebooks and SQL scripts for coding proficiency
3. **View Dashboard Outputs**: Explore Tableau workbooks and Excel models for visualization skills
4. **Assess Analytical Thinking**: Review hypothesis testing and statistical analysis projects

### For Fellow Data Analysts:
1. **Follow Learning Path**: Study modules in sequence from foundations to advanced topics
2. **Replicate Analyses**: Use provided datasets and scripts for hands-on practice
3. **Reference Implementations**: Use code as templates for similar analysis projects

### For Technical Review:
```bash
# Clone the repository
git clone https://github.com/Willie-Conway/Meta-Data-Analyst.git

# Navigate to specific analysis projects
cd "Meta-Data-Analyst/Statistics Foundations/Capstones/Modules/4 - Data Modeling"

# Open Jupyter notebooks
jupyter notebook "Data Modeling Analysis.ipynb"

# Explore Tableau dashboards
# Open .twb files in Tableau Desktop or Tableau Reader
```

## πŸ“ˆ Key Achievements

βœ… **Complete 8-Course Certificate** from Meta
βœ… **50+ Hands-on Projects** covering real business scenarios
βœ… **Advanced Statistical Analysis** including hypothesis testing and modeling
βœ… **Interactive Tableau Dashboards** with professional design
βœ… **End-to-End Python Analytics** from data ingestion to visualization
βœ… **Comprehensive Data Management** including security and governance

## πŸ† Certifications

This portfolio demonstrates mastery in:
- Meta Data Analyst Professional Certificate
- Advanced Statistical Analysis and Modeling
- Business Intelligence with Tableau
- Python for Data Analytics
- Data Management and Governance

## πŸ“ž Contact & Professional Links

[![LinkedIn](https://img.shields.io/badge/LinkedIn-0077B5?style=for-the-badge&logo=linkedin&logoColor=white)](https://www.linkedin.com/in/willieconway/)
[![GitHub](https://img.shields.io/badge/GitHub-100000?style=for-the-badge&logo=github&logoColor=white)](https://github.com/Willie-Conway)
[![Email](https://img.shields.io/badge/Email-D14836?style=for-the-badge&logo=gmail&logoColor=white)](mailto:hire.willie.conway@gmail.com)

**Email**: [hire.willie.conway@gmail.com](mailto:hire.willie.conway@gmail.com)
**LinkedIn**: [Willie Conway](https://www.linkedin.com/in/willieconway/)
**GitHub**: [Willie-Conway](https://github.com/Willie-Conway)

## πŸ“„ License

This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.

## πŸ™πŸΏ Acknowledgments

- Meta for the comprehensive data analytics curriculum
- Coursera for providing the learning platform
- All instructors and mentors throughout the program

---

⭐ **If you find this portfolio valuable, please consider giving it a star!** ⭐

*Last updated: December 2024 | Portfolio Version: 2.0 | Certificate Completion: November 2024*