Springfield, Massachusetts Metropolitan Area
I specialize in connecting business operations, financial strategy, and data analytics to drive scalable growth. With 10+ years of experience spanning investment banking, corporate finance, marketing analytics, and operational execution, I bring a cross-functional perspective bridging commercial strategy with back-end performance. Having driven end-to-end IPO preparations for two major corporations and led PMI for a high-growth startup. Rather than acting as a passive processor, I approach organizations with an owner’s perspective—combining strategic thinking with the hands-on agility required to understand operations and safeguard the financial bottom line. My background includes financial analysis, risk management, cost optimization, supply chain, procurement, inventory planning, and strategic production coordination within operational environments where data-driven efficiency and visibility are critical. *What Differentiates Me: I translate operational data into concrete financial outcomes, connecting granular business metrics—from demand forecasts and inventory turns to procurement cycles and production yields—with their downstream impact on profitability, cash flow, and enterprise risk. I naturally look for hidden gaps behind numbers. During my onboarding training phase at an organization, having efficiently completed my routine tasks, I proactively analyzed our data and uncovered a critical 90-day A/R bottleneck. Although entirely outside my job scope, I voluntarily took on the extra workload to design and implement an automated operational monitoring framework. Within three months, this system successfully compressed the average cash collection cycle by over 3x—driving the turnaround time from 90 days down to 32 days, significantly reducing operational risk. I thrive in high-growth, complex environments where analytical rigor and cross-functional execution are essential. I am passionate about keeping an organization’s operational engine running smoothly, maximizing cash flow, and empowering leadership with actionable visibility. * Core Expertise & Technical Stack: • Strategic Operations & Supply Chain • Financial Analysis & Cost Optimization • Business Intelligence & KPI Reporting • Demand Forecasting & Inventory Planning • Risk Management & Process Improvement • ERP Systems: Dynamics 365 Business Central & NetSuite • Advanced Excel Analytics & Financial Modeling
Operational Analytics & Strategic Forecasting: Formulated long-term production and supply plans aligned with corporate budget frameworks; utilized capacity modeling to balance demand forecasts with resource allocation, boosting overall efficiency. Data Workflows & Financial Support: Streamlined end-to-end procurement and operational workflows via Dynamics 365 Business Central and advanced Excel; analyzed key production/financial metrics to deliver actionable, data-driven insights to executive leadership. Inventory Optimization & Dashboards: Re-engineered the full-cycle inventory management system (Raw Materials, WIP, Finished Goods) within Dynamics 365 BC; built real-time, cross-functional KPI dashboards to ensure instant data visibility. Cross-Functional Integration & Risk Control: Orchestrated 7+ departments (Sales, Finance, Supply Chain, Quality, etc.) during company acquisitions to secure order fulfillment and business continuity; enforced strict audit compliance and strengthened risk mitigation.
Financial Tracking & AR Operations: Managed and analyzed Accounts Receivable (AR) datasets via NetSuite; developed an automated aging-invoice tracking workflow that tripled the AR turnover rate (3x velocity), significantly accelerating corporate cash flow and mitigating bad debt risks. Customer Data Analytics: Maintained and analyzed complex customer databases using advanced Excel (VLOOKUPs, Pivot Tables), generating behavioral insights to optimize client retention and satisfaction. Supply Chain & Logistics Management: Monitored supply chain work streams and inventory metrics; coordinated directly with vendors to track operational plans, successfully maintaining an on-time delivery rate and customer satisfaction score of 98%, which significantly enhanced client retention. Customer Services & Plan Execution: Served as the core liaison for client relations, translating customer feedback into actionable operational adjustments while closely tracking day-to-day business milestones.
•Equipment Procurement Analysis: Conducted comprehensive market research to identify potential vendors and evaluate their offerings. Collaborated with the procurement team, analyzed vendor quotations to ensure cost-effective purchases and provided insights on market pricing trends during negotiations. •Management Data Analysis: Utilized data analysis tools to interpret large amounts of data related to office operations and produced monthly reports highlighting key performance indicators. •Marketing Resource Effectiveness: Evaluated the effectiveness of marketing campaigns, analyzed metrics such as ROI and customer engagement, and provided feedback to optimize marketing resource allocation for maximum impact based on data.
Data-Driven Strategic Budgeting: Managed an annual capital expenditure (CapEx) budget of 700M RMB; built sophisticated financial data models to project long-term institutional resource needs and capital efficiency. Cost Optimization Analysis: Directed complex, data-driven cost-benefit analyses and variance tracking, discovering hidden trend insights that yielded a 4.3% cost reduction and saved 30M RMB annually. Regulatory Analytics & Audit Prep: Spearheaded data cleaning, reconciliation, and risk modeling for high-stakes projects, ensuring 100% data integrity for the corporate IPO audit and external regulatory financial surveys.