In my data analytics bootcamp, I was part of a project that analyzed Bitcoin's historical price movements to provide insights into market trends and volatility. Through visualizations, it aims to help readers understand Bitcoin's price behavior over time.
To achieve this, we used several technologies, including:
Data sources include CoinMarketCap for historical Bitcoin prices and Fidelity for ETF data.
The dashboard features several key visualizations:
The first two charts are controlled by two sets of buttons, allowing over 14 visualization combinations based on selections.
I generated a GIF using Python that fills the Bitcoin logo.
Chart plotting Bitcoin and Bitcoin ETF price changes
I led the design, build, and launch of the OPRTR case for the Samsung Galaxy Tab Active 5. This case is designed for operators requiring a rugged and adaptable mounting solution in various environments, including vehicle dashboards, chest molle mounts, and kneeboard mounts.
Key highlights of the project include:
This chart shows the financial performance of my projects at Juggernaut.Case. The TA5 OPRTR was the highest-earning SKU among my project SKUs during my tenure, showcasing its market impact.
Juggernaut.Case designed ruggedized cases, mounts, and cables for military operators. During my time at Juggernaut, I was in charge of the design and launch of 10+ SKUs. Many of the skills I developed in design engineering translate seamlessly to data analysis and business intelligence, including proficiency in various technological tools, strong project management capabilities, and effective collaboration within cross-functional teams.
Upon joining Juggernaut, I found that the company lacked sophistication in product data and lifecycle management. Processes were often dependent on Google Sheets, leading to inefficiencies. As part of our ECN process, data was entered in multiple locations manually. To streamline this workflow, I developed a VBA-based script that extracted data from an ECN spreadsheet and converted it into an importable CSV file for Fishbowl Inventory Management. This significantly reduced data entry time and improved process efficiency.
The automated process provided several key benefits:
Custom userform to select a specific ECN.
SQL code to query the Fishbowl management system on existing part numbers.
The Quality Tracking Spreadsheet utilizes the 8D (Eight Disciplines) Methodology for structured problem-solving and quality improvement. This system tracks, analyzes, and resolves issues to enhance product quality and prevent recurrence.
Initial view of the quality log
Chart detailing open vs. closed issues
Final 8D Form
This bootcamp project analyzes New York's Citi Bike program data over a three-month period, uncovering key insights into ride distribution, peak usage, and station popularity. Using Tableau, interactive visualizations highlight rider behavior and trends to inform city officials on optimizing the bike-sharing system.
Screenshot of Citi Bike analysis story
This bootcamp project was developed to provide an interactive visualization of earthquake data collected by the United States Geological Survey (USGS). Using Leaflet.js, earthquake events are mapped based on real-time data, with visual indicators such as marker size and color representing earthquake magnitude and depth.
Screenshot of the interactive earthquake map
This bootcamp project analyzes natural disasters datasets, providing insights into the locations, frequency, and costs of such events. The analysis explores whether the frequency of natural disasters has increased over time using data visualization techniques.
Rising Disaster Counts: The frequency of natural disasters, especially floods and storms, has increased over time.
High-Impact Regions: Brady, Texas, experienced the highest frequency of disasters from 1960–2018.
Cost vs. Duration: There is no significant correlation between disaster duration and economic impact.
Major Events: Hurricane Katrina incurred the highest economic cost ($200 billion), while Hurricane Maria had the highest death toll (2,981).
This research paper analyzes the impact of concussions in the NFL, the evolution of rules aimed at player safety, and the broader societal consequences of traumatic brain injuries. Despite advancements in equipment and rule changes, concussions remain a prevalent issue in professional football.
Data for the number of concussions in the NFL was limited when I wrote this thesis.
Updated chart to reflect latest concussion data.
Deterioration of brain cells due to concussions
History of football helmets, including the Guardian Cap. The NFL first mandated the use of Guardian Caps during the early portion of training camp in 2022. The NFL began allowing Guardian Caps in games during the 2024 season. The Guardian Cap is a soft-shell pad that attaches to the outside of a football helmet to reduce the impact of blows to the head.
High Impact Speeds: Concussed players experience head impacts at an average of 20.8 mph, with head acceleration forces reaching 98 g’s.
Frequent Head Collisions: Approximately 60% of NFL collisions are head-to-head, contributing to high concussion rates.
Helmet Effectiveness: Virginia Tech research suggests modern helmets reduce concussion risks by 45-96%, though concussions remain common.
Player Health Concerns: Over the past decade, multiple former NFL players with a history of concussions have committed suicide, highlighting mental health risks.
This bootcamp project is an interactive dashboard that explores the Belly Button Biodiversity dataset, cataloging microbial species found in human navels. Using D3.js and Plotly.js, the dashboard provides insights into microbial diversity, showing the most prevalent and rare species across individuals.
The interactive biodiversity dashboard in action
This macro-based spreadsheet automates key processes in managing Creo Parametric files and inventory data imports, improving efficiency and accuracy. Below is a list of included macros and their functions.
Throughout my career, I have contributed to various mechanical design projects that involved concept development, prototyping, and product launch. Many of these experiences align with data analysis and business intelligence, as they required a systematic approach to problem-solving, leveraging data for decision-making, and optimizing processes for efficiency.
The Two-Gang Extender with Swing Arms improves ease of device installation. Patent Link
Weatherproof products concepts designed at Hubbell
I designed injection molded parts and sheet metal cabinets/enclosures during my time at Fluidic.
