Hsin hui Lin

ERP Procurement & Order Execution • Operated Oracle ERP system to manage end-to-end procurement processes and coordinate order execution across multiple EMS sites • Performed procurement data reconciliation between internal demands and factory capacity, validating production feasibility to ensure smooth material readiness and compliance • Resolved execution gaps and mitigated supply risks by closely collaborating with external partners and cross-functional teams Issue Resolution & Root Cause Analysis • Identified and resolved operational issues (e.g., supply delays, quantity mismatches) through structured root cause analysis • Partnered with factory teams to mitigate order delay risks, improving overall supply chain stability Production Planning & Demand–Supply Balancing • Developed feasible production plans under material and capacity constraints • Balanced regional demand priorities with factory capability to optimize allocation and maintain delivery performance • Adjusted plans proactively based on demand changes to minimize excess inventory Tracking, Reporting & Data Analytics • Built Power BI dashboards to track production status, material readiness, and delivery performance • Integrated data from multiple sources to support planning decisions and execution control • Developed Python automation tools to optimize complex supply chain workflows, improving data accuracy and increasing overall operational efficiency by 30% Stakeholder Management • Partnered with cross-functional stakeholders to redesign sales alignment meetings, reducing discussion time by 50% while improving decision efficiency • Communicated risks, constraints, and mitigation actions to support decision-making

Data Analysis & Insight Generation • Analyzed KPIs from a customer incentive project and integrated lifestyle preference insights, driving higher trading volume. • Designed an interactive questionnaire to capture investors’ attributes, enabling brokers to recommend tailored investment products. Business Tools Development & Process Enhancement • Built Tableau dashboards for sales teams to track customer trades, improving transparency and decision-making efficiency. • Created a featured promotion section to showcase brokerage-recommended products, enhancing customer engagement and visibility.

• Collected and analyzed Taiwanese Corporate Social Responsibility (CSR) report data.

• Accompanied senior staff on visits to high-value customers in China to assess their wealth management needs. Developed educational slides on financial commodities to enhance the training of sales personnel.

• Produced a global macroeconomic report and an individual stock analysis on PRIMAX (4915.TW). Conducted a top-down analysis based on earnings call data to estimate the release of stockpile inventory. • Applied Porter's Five Forces to assess PRIMAX's market position. Utilized a GP/EBITDA model and recommended a 'Buy' by Q2 2024, which matched the actual stock price.

• Achieved high grades in key finance courses: Behavioral Finance (A), Financial Management (A-). Excelled in Business Analytics with an emphasis on Financial Market Empirical Analysis using SAS (A). • Research Assistant: Collected and analyzed Taiwanese CSR report data. • Teaching Assistant: Prepared lecture notes and taught financial statement techniques in English

• Gained an understanding of financial services required by multinational corporations during the program.

• Modules include Macroeconomics, Microeconomics, International Finance.