Data, data of the world, who is the fairest one of all? Can the existing data processing paradigm ever catch up with the characteristics of today’s data, and sustain? We believe the ongoing wave of AI ambitions will create excessive growth of copious data for additional storages to keep, servers to compute and networks to transmit, worldwide. While the world advances intelligently, the by-product of power consumption and GHG involved in hardware manufacturing cannot be ignored. It's time for a software induced paradigm shift to facilitate the upside of data economy, and secure the environmental friendliness at the same time. Stay tuned…Helping customers to design Taiwan's ESG data collection, integration and analytic tools, an all-in-one data service offering, with multi-dimensional views of data, thus a fuller understanding of Taiwan's GHG emission distribution by industry, location as well as companies identified in up or down stream within the industry that they operate.

SMEs suddenly found new competitors eating their lunch from afar, not just those up the streets that they used to compete for business. Digital transformation (DX) is the enabler and disruptor at the same time for "all" businesses. Survive, or better yet, thrive with it. Enterprise data remains unrecognized corporate assets, until true DX is adopted. Why? because data can tell you not only where you are, from all aspects, but also where you are vis-a-vis your competitions/industry. Most of all, it may just lead you to the next winning secret sauce, only if you make the first move ahead of competitions.

Campuscruiser was a pioneer of SaaS (Software as a Service) that introduced the first cloud portal service to more than 130 universities in North America in 2000. The service was the education market’s first “single-instance, multi-tenants” student portal solution that enabled colleges and universities to facilitate student communication along with learning management solutions directly from the cloud.• Formed strategic partnerships and customers to grow revenue for the company’s latest native mobile app-delivered Strata services.• Lined up beta customers for StrataPASS, the company’s Identity/Access Management solution for schools, as the company moved to micro services and adopted container based deployment paradigm (K8S) that reduced its release cycle by 80%.

Established the company's China market expansion strategy and build the core competence to penetrate the Chinese education and training services market with local logistics/operations.• Implemented a 3-step O2O training practice, from online learning/assessments, F2F hands-on training at regional centers, to real-life projects completion before certificate issuance.

• Established corporate training POCs with Malaysia car manufacturer Perodua, Malaysia Automotive Institute, Brunei Telecomm Brunei.• Devised synergistic product strategy that enabled B2B collaboration between enterprise training and vocational/technical schools, along with a B2C MOOCs to maximize return on course production and talent placement opportunities.

• On behalf of Campuscruiser, formed joint venture Wiedu with Wistron, Taiwan-based Global Fortune 500 ICT OEM/ODM.• Assisted CEO to establish operations and POCs in Taiwan, Malaysia and Shanghai.• Formed product and service product differentiation strategy against local market B2C and B2B employment and corporate training players.

• Led efforts to form strategic partnerships to secure rapid market penetration strategy, including capital partners such as Pearson Education, and distribution partners such as Ellucian, Sun Microsystem (acquired by Oracle) and Neusoft of China. • Received SIIA CODiE “best postsecondary enterprise solution” Award (2008, 2009).• Teamed with Accenture led consortium (Verizon, IBM, Microsoft, Pearson) as the top portal solution contender for New York’s citywide K12 1.2 million students in 2001.• Won contract for Xiamen Education Bureau’s citywide education portal initiative for 240 K12 and higher education institutions in 2003, via a partnership with Neusoft.

Led the Global High Yield/Latin American Sovereign Debt Trading and Analytics system development

Fixed Income Research Analyst covering treasury, corporate and MBS security trading strategies under different future scenarios in yield curve, currency exchange rate, volatility and investment horizons.

Designed and developed Bear's repo collateral tracking system and automated correspondence with third party banks.

Global Trading, developed market maker's proprietary trading system, and passing the book across financial centers in London, New York and Tokyo, facilitating round the clock trading window for the firm.