Achievements: 1. developing and maintaining card holder prediction/ tagging/ segmentation, KPI design/ data visualization/ related ETL of co-branded card of Costco Wholesale in TW 2. Dev-ops of offer recommendation system (TFRS) with 73% accuracy for top-5 recommended items Dev-ops of potential SME owner identification model with roc auc = 0.93 and f1-micro = 0.63 1. Demand diagnosis: offering customer insights and consultancy via (non-)structural data analysis 2. Precision marketing: discover potential customer needs and product cross-selling opportunities via ML models, persona analysis, and tagging 3. Test & Learn: problem defining and slicing, and test & Learn process design, i.e. experiment design, marketing list offering, performance monitoring, and so forth 4. Project management: plan and exercise data projects, along with communication within and cross-department to complete missions

Achievements: developing and maintaining 100+ data visualizations, delivered 30+ data reports, and held 3 external/ internal data workshops/seminars Communicate with business/engineering teams or clients to gather requirements, and solve business problems. Design data visualizations for clearly delivering analytic results to both business and technical audiences. Write well-organized reports, prepare impressive slides for presentations, and contribute to communities including publishing papers.

Achievements: acquired 1st OEM porting business from JP gaming customer Responsibilities: 1. domestic and overseas business development, including new customer development, CRM, marketing strategy and so forth 2. Public relation: awarded 3rd place in 2018 meet Taipei startup competition 3. Lead the marketing & sales team for 2 members

Achievements: I assisted Business Unit of Automotive to achieve new business opportunities of transaxle motors (heavy-duty) with construction equipment supplier from India Responsibilities: 1.Perform strategy analysis, integration, and exercise 2.Provides investment consultancy for the management 3. Take charge of BU performance analysis and suggestions 4. Aid management to exercise corporate policy and projects 5.Support the superior to undertake negotiation and meeting internally and externally 6.Offer suggestions to BU of Automotive for negotiation with automotive manufacturers

Achievements: I devoted to driving the sales revenues & achieved historical high in 2016 summer promotions, which results in YoY growth of 85% in revenues and 66% in volume Responsibilities: 1. Automotive OEM infotainment product planning and marketing strategy planning and implementation for TW and GCC regions 2. business development and relationship management with the largest global automotive manufacturer and its car dealers

Achievements: I managed a cost-saving project, reduced 1/3 of the original cost for glass tubes by purchasing from new suppliers with higher cost-efficiency, and also decreased 1/3 of total manufacturing costs by outsourcing PTFE vacuum pump from a local OEM supplier Responsibilities: 1. Offer financial analysis reports for enterprise health examination and equipment purchases 2. I am responsible for internet marketing by managing the firm's website, Facebook fan page, and Blogger 3.Collect market feedback on products and provide improvement proposals in order to stimulate product updates and revenues 4. I took charge of the lead-in of a new ERP system 5.Inventory control and purchase of raw materials and parts 6.5 months working experience (incl. expo booth) in the parent company, Shibata Scientific Technology Ltd., located in Tokyo, Japan for all-around business training