Zixian He
Data Analyst @ SpeedX
About
Recent graduate with a Master’s degree in Applied Data Science from the University of Southern California, with practical experience in predictive modeling, financial analysis, and building scalable, data-driven systems to support business decision-making. As a full-time Financial Data Analyst at Real See, I supported large-scale clean energy and infrastructure initiatives through financial modeling and operational systems design. I built ARIMA-based models to forecast photovoltaic (PV) energy output and simulate Bitcoin mining profitability for hybrid renewable–crypto systems. I also designed and implemented workflow automation solutions using Google Workspace and Apps Script, incorporating structured data validation, dynamic document routing, and real-time project tracking—enhancing efficiency across finance and project operations. Additionally, I built a Spark RDD–based hybrid recommendation system that combines XGBoost and collaborative filtering, optimized for both accuracy and performance at scale. My work bridges the gap between analytical modeling and real-world implementation, with a focus on reliability, automation, and measurable business impact. I am currently seeking full-time opportunities in data analytics, machine learning, or financial technology, where I can apply my technical skill set, cross-functional collaboration abilities, and problem-solving mindset to deliver value. Focus Area: - Predictive modeling: regression, ARIMA, classification - Financial modeling: ROI analysis, ITC optimization, cash flow simulation - Machine learning frameworks: Spark RDD, XGBoost, collaborative filtering - Programming: Python (pandas, NumPy, scikit-learn, statsmodels), SQL - Workflow automation: Google Apps Script, Google Workspace systems - Domain expertise: clean energy analytics, fintech operations, process optimization
United States
Los Angeles Metropolitan Area
Computer Software
Pandas, NumPy, Scikit-Learn, Database Design, Budgeting, Statistical Data Analysis, Microsoft Excel, Reporting & Analysis, Financial Product Development, Financial Modeling, Risk Management Tools, Service Improvement, Traffic Simulation, Risk Models, Change Impact Analysis, Event Management, User Experience (UX), Catastrophe Modeling, Pricing Analysis, Interactive Learning
Experience

Data Analyst
* Analyzed daily operational data to uncover trends, anomalies, and performance gaps, enabling data-driven decisions and process improvements. * Developed volume forecasts based on historical patterns to optimize workload planning and resource allocation. * Improved data quality through systematic validation and correction, ensuring accurate reporting and supporting reliable business insights.

Data Analyst
Los Angeles, California, United States
• Unified HR, finance, and operations data into a single reporting pipeline to improve cross-department consistency. • Automated ETL and variance checks to flag misclassified expenses and unusual spend spikes, reducing manual review work. • Built Tableau/Excel dashboards showing spend and variance to help leadership spot cost issues and plan resource allocation.

Financial Data Analyst
Los Angeles, California, United States
• Developed predictive models in Python using ARIMA and scenario simulation to forecast photovoltaic (PV) energy output and BTC mining profitability, enabling long-term ROI analysis for hybrid renewable–crypto projects under varying load and market conditions. • Led financial due diligence across C&I solar and EV infrastructure projects, improving investment accuracy and ITC eligibility. • Built dynamic financial and cash flow models to evaluate ROI, tax incentives, and capital structures across multi-phase clean energy projects, directly supporting over one billion in investment decisions while ensuring compliance and forecast integrity. • Designed and implemented an end-to-end CRM workflow system using Google Workspace and Apps Script, enabling automatic intake of client-submitted forms, document categorization, phase tracking, and notification triggers. • Engineered a role-based compensation database with standardized inputs and built-in validation logic, improving payroll data integrity and reducing manual review cycles. • Created a real-time billing audit platform using AppSheet and Google Sheets, featuring automated ID generation, credit tracking, status updates, and date-based filters—enhancing billing traceability and reporting efficiency.

Data Analyst
Shanghai, China
• Analyzed and consolidated information from 26 regulatory documents to classify and standardize personal security data, ensuring compliance with data privacy laws and internal policies. • Designed and implemented an Entity-Relationship Diagram (ERD) in MySQL to standardize data structure, reducing data inconsistencies and improving data collection accuracy by approximately 15%. • Automated workflows using Python and MySQL, streamlining data validation processes, reducing manual efforts by 30%, and minimizing errors. • Conducted extensive data cleaning and validation to address inconsistencies in personal security information, enhancing data reliability, improving compliance reporting, and enabling faster, more accurate decision-making.

Data Scientist
China Comfort Suzhou International Travel Service Co., Ltd
• Analyzed sales and booking data to assess post-COVID recovery trends in domestic and outbound travel. • Built time-series forecasting models (ARIMA and regression-based baselines) to project monthly revenue under different recovery scenarios. • Engineered features capturing seasonality, holidays, and policy-related demand shifts to improve forecast stability. • Conducted scenario analysis to estimate revenue impact under conservative and optimistic recovery assumptions. • Evaluated model performance using back-testing and error metrics (e.g., MAE, RMSE) to ensure reliable projections. • Delivered data-driven insights and visual summaries to support pricing and operational planning.
Education
Zixian He's Contact Information
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