Data Analytics

Turning Data Into Meaningful Decisions

Data is more than numbers on a spreadsheet; it’s a story waiting to be understood.

I use data analytics to uncover trends, identify opportunities, and provide actionable insights that help organizations make informed decisions. By combining analytical thinking with business strategy, I transform complex datasets into clear, meaningful information that drives growth, improves performance, and supports operational excellence.

My experience spans website analytics, user behavior analysis, executive reporting, KPI development, conversion tracking, business intelligence, and performance measurement. Whether evaluating customer behavior, marketing effectiveness, operational efficiency, or business trends, I focus on turning information into action.

What I Do

Data Analysis

Collect, clean, organize, and analyze data to uncover patterns, trends, opportunities, and areas for improvement.

Data Visualization & Reporting

Create dashboards, reports, and executive summaries that transform complex information into clear, actionable insights.

KPI Development & Performance Measurement

Develop reporting systems and performance metrics that provide visibility into business performance and support strategic decision-making.

User Behavior & Conversion Analysis

Leverage behavioral analytics, heatmaps, session recordings, and engagement data to understand how users interact with digital experiences.

Business Intelligence

Analyze operational, marketing, financial, and customer data to support planning, forecasting, and business strategy.

Trend & Performance Analysis

Evaluate historical and real-time data to identify opportunities, risks, inefficiencies, and growth potential.

Featured Analytics Projects

Cyclistic Bike Share Analysis

Analyzed more than 4 million ride records using R to identify behavioral differences between casual riders and annual members.

Tools Used

  • R
  • Excel
  • Statistical Analysis
  • Data Visualization

Key Insight

Casual riders averaged significantly longer ride durations than annual members, revealing opportunities for targeted membership conversion strategies.

Website Analytics & Performance Optimization

Developed reporting frameworks and performance tracking systems to monitor website engagement, user behavior, and marketing effectiveness.

Key Results

  • Total users increased by 19%
  • Returning users increased by 35%
  • Average engagement time increased by 53%
  • Engaged sessions increased by 84%
  • Engagement rate improved from 55.49% to 89.45%
  • Event volume increased by 89%

These improvements reflected stronger user engagement, higher-quality traffic, and improved customer interaction across digital properties.

User Behavior & Conversion Analysis

Implemented Microsoft Clarity to gain deeper visibility into customer behavior through:

  • Session recordings
  • Heatmaps
  • Scroll tracking
  • Navigation analysis
  • Rage click reporting
  • Dead click analysis

Used behavioral insights to identify friction points, improve user experience, and support conversion-focused recommendations.

Business Performance Analysis

Utilized financial and operational data to improve reporting accuracy and support business decision-making.

Results

  • Identified and corrected more than $250,000 in billing discrepancies
  • Improved reporting visibility and accountability
  • Supported leadership decision-making through data interpretation and performance reporting

Analytics Process

1. Collect

Gather reliable data from multiple sources and systems.

2. Clean

Validate, organize, and prepare data for analysis.

3. Analyze

Identify trends, patterns, relationships, and opportunities.

4. Visualize

Transform findings into dashboards, reports, and meaningful visualizations.

5. Recommend

Translate insights into actionable business strategies and measurable improvements.

Tools & Technologies

Data Analysis

  • SQL
  • Excel
  • R
  • Google Sheets

Analytics Platforms

  • Google Analytics 4
  • Google Tag Manager
  • Microsoft Clarity
  • Google Search Console
  • SEMrush
  • Ahrefs

Visualization & Reporting

  • Tableau
  • Google Looker Studio
  • KPI Dashboards
  • Executive Reporting

Data Management

  • BigQuery
  • MySQL
  • PostgreSQL

Education & Certifications

Google Data Analytics Professional Certificate

Comprehensive training in data cleaning, data analysis, visualization, SQL, spreadsheets, and R programming.

Bachelor of Science in Data Analytics

Focused on statistical analysis, business intelligence, data management, and data-driven decision-making.

My Approach to Analytics

Curious

I ask questions, challenge assumptions, and dig deeper to understand what the data is truly saying.

Strategic

I focus on insights that align with business objectives and create measurable impact.

Results-Driven

Data should lead to action. Every analysis should solve a problem, improve a process, reduce risk, or uncover an opportunity.

Data With Purpose

The goal of analytics isn’t simply collecting information; it’s helping organizations make smarter decisions.

Whether analyzing customer behavior, website performance, operational efficiency, financial trends, or business growth opportunities, I use data to uncover insights that drive meaningful results.

I believe the most valuable analytics don’t just explain the past; they help shape the future.