đ˘ Open to work
I'm on a journey to enhance my skills and explore new career paths in technology and marketing, ready to make an impact.
Dive into my hands-on projects and externships, where I analyze data and develop strategies to enhance business performance.
Breaking Games ¡ Jun 2026 ¡ â Verified by Extern
Why do some people click âBuy Nowâ while others leave their cart behind? In this externship, youâll team up with Breaking Games to explore how online businesses turn clicks into customers. Youâll use real marketing data from tools like Google Analytics, Meta Ads, and Shopify to uncover whatâs workin
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Hydroficient ¡ ¡ â Verified by Extern
Build, hack, and defend real IoT infrastructure, then hand your security playbook to an actual company. Youâll launch realistic cyberattacks, from spoofing and replay attacks to unauthorized shutoffs, and implement defenses like TLS and mTLS.
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Engineered a multi-agent AI system using Claude to automate the end-to-end job application workflow. Developed specialized agents for job matching, resume tailoring, ATS scoring, and recruiter review. Integrated public ATS scoring APIs and iterative AI feedback loops to optimize resume quality. Auto
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Developed the foundational cybersecurity knowledge including OSI layer, Brute Force detector , exploitation frameworks, web application security, digital forensics.
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Developed a responsive e-commerce site with dynamic search, cart, and checkout features. Collaborated in an Agile workflow to plan, debug, and deploy updates efficiently.
I'm on a journey to enhance my skills and explore new career paths in technology and marketing, ready to make an impact.
Cybersecurity fellow with a Bachelor's degree in Economics, eager to strengthen my resume and enhance my job competitiveness. Currently, I'm exploring opportunities in the cybersecurity, marketing analyst sectors to build a solid foundation for my career.
Externships
Hydroficient IoT Cyber Defense Externship
Hydroficient
Experience
Cantonese Instructor
Hills Learning - Remote ¡ Feb 2023 â Present
E-Commerce Data Analysis & Strategy Externship
Breaking Games ¡ Mar 2026 â Jun 2026
Relationship Banker
East West Bank | Cathay Bank â Brooklyn, NY ¡ Apr 2022 â Oct 2023
Accounting Teacher
Chan Sui Ki Perpetual Help College ¡ Sep 2019 - Aug 2020
Education
The Knowledge House
Innovation fellowship: Cybersecurity track
UDACITY
AWS AI Practitioner Challenge Certificate ¡ Class of 2026
NPower
Application Development Program ¡ Class of 2025
Syracuse University
Certificate of Advanced Study in Data Science ¡ Class of 2024
Hunter College (CUNY)
Bachelor degree in Economics, Minor in Mathematics ¡ Class of 2013
Skills
Breaking Games ¡ Jun 2026
Why do some people click âBuy Nowâ while others leave their cart behind? In this externship, youâll team up with Breaking Games to explore how online businesses turn clicks into customers. Youâll use real marketing data from tools like Google Analytics, Meta Ads, and Shopify to uncover whatâs workin
During my externship with Breaking Games, I delved into the intricacies of e-commerce, analyzing how businesses convert online interactions into sales. I worked with real marketing data from various platforms to understand consumer behavior, assess the effectiveness of advertising campaigns, and identify areas for improvement in sales strategies.
Throughout the project, I engaged in a series of analyses that informed my understanding of online sales dynamics. Below are the key tasks I completed, each contributing to a comprehensive strategy for enhancing e-commerce performance.
Project 1: Explore How Businesses Drive Online Sales
I explored various strategies businesses employ to drive online sales, identifying key factors that influence consumer purchasing decisions.
Project 3: Analyze Traffic & Engagement from Google Analytics Data
I analyzed traffic and engagement metrics sourced from Google Analytics, gaining insights into user behavior and site performance.
Project 5: Break Down Shopify Data to Understand Sales & Conversion Gaps
I broke down Shopify data to uncover sales and conversion gaps, identifying opportunities for optimizing the online shopping experience.
Project 7: Turn Your Findings into a Growth Strategy & Presentation
I transformed my findings into a growth strategy and presentation, outlining actionable recommendations for enhancing e-commerce effectiveness.
Project 2: Get Hands-On with Online Sales Data
I engaged hands-on with online sales data, analyzing trends and patterns that reveal how different variables impact sales performance.
Project 4: Measure Paid Ad Campaign Effectiveness
I measured the effectiveness of paid advertising campaigns, evaluating their impact on sales and customer acquisition.
Project 6: Consolidate & Visualize the E-Commerce Funnel With Claude
I consolidated and visualized the e-commerce funnel using Claude, creating an accessible representation of customer journeys and conversion points.
Hydroficient
Build, hack, and defend real IoT infrastructure, then hand your security playbook to an actual company. Youâll launch realistic cyberattacks, from spoofing and replay attacks to unauthorized shutoffs, and implement defenses like TLS and mTLS.
During my externship with Hydroficient, I engaged in building, hacking, and defending IoT infrastructure. I executed realistic cyberattacks and implemented robust defenses, ultimately delivering a comprehensive security playbook to the company. This hands-on experience deepened my understanding of IoT systems and the critical threats they face.
Throughout this project, I developed essential skills in IoT security, Python programming, and data analysis. Below are the key tasks I completed during my time at Hydroficient.
Project 1: Understanding IoT Systems & Threat Modeling
I analyzed IoT systems, focusing on real-time data from The Grand Marina Hotel. By mastering the CIA Triad, I identified six attack types using the STRIDE methodology and delivered a professional threat model that highlighted vulnerabilities and established a foundation for effective security
Project 2: Learning Python for IoT Security
I learned Python to enhance IoT security by analyzing data and building monitoring tools. I began with Google Colab to grasp Python fundamentals, then applied data preparation techniques using JSON and Pandas. I wrote scripts to analyze HYDROLOGIC sensor data, equipping myself with vital skills for
Engineered a multi-agent AI system using Claude to automate the end-to-end job application workflow. Developed specialized agents for job matching, resume tailoring, ATS scoring, and recruiter review. Integrated public ATS scoring APIs and iterative AI feedback loops to optimize resume quality. Auto
Engineered a multi-agent AI system using Claude to automate the end-to-end job application workflow. Developed specialized agents for job matching, resume tailoring, ATS scoring, and recruiter review. Integrated public ATS scoring APIs and iterative AI feedback loops to optimize resume quality. Auto
Developed the foundational cybersecurity knowledge including OSI layer, Brute Force detector , exploitation frameworks, web application security, digital forensics.
Developed the foundational cybersecurity knowledge including OSI layer, Brute Force detector , exploitation frameworks, web application security, digital forensics.
Developed a responsive e-commerce site with dynamic search, cart, and checkout features. Collaborated in an Agile workflow to plan, debug, and deploy updates efficiently.
Developed a responsive e-commerce site with dynamic search, cart, and checkout features. Collaborated in an Agile workflow to plan, debug, and deploy updates efficiently.