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职场能力评价定义
I-Fan Chen
AVP at DBS Bank (GM-office)
Taipei, TW
Skill Set
Technical Skills
- Perl
- PHP
- Python
- SQL
- Git
- Machine Learning
Marketing Skills
- Google Ads
- Google Analytics
- Yahoo Gemini
- Bing Ads
- Facebook Ads
- SEO (Search Engine Optimization)
Data Visualization
- Tableau
- Kibana
Soft Skills
- Strong problem-solving ability
- Great presentation
- Self-learner
- Ability to multitask
- Self-starter with ability to drive projects to completion
Familiar Industry
- Game
- eCommerce
- Marketing
- FinTech
Experience
DBS Bank, Feb 2020 - Present: Assistant Vice President
Data Modeler and Big Data Platform Team Leader
Host internal big data platform, build data pipeline and machine learning pipeline for AI/ML automations.
Strategic Planning and Initiative for Customers and Employees (GM-office)
Conducted 10+ employees interview, identifying 10+ end to end process issue. Successfully improved business operations through defect prediction models and process automation.
Hold AWS self-driving car competitions, guiding 200+ employees to implement ML into the business through gamification event.
Leveraged and collected business partners' operational data and built models to predict value customers.
Garmin Corp., Feb 2018 - Feb 2019: Data Analyst
Data analysis and visualization.
Conduct sales analysis of repurchasing customers using Apriori Algorithm to develop new smart watch features for "Garmin vivolife" and recommended smart public transit cards function which resulted in highest sale volume of Garmin smart watch.
Built a bargaining model using scorecard to identify most probable supplier for cost-reduction, analyzing supplier price, competition, component provided etc, significantly lowering procurement division's materials cost.
UNICORN Ltd., May 2016 - Jan 2018: Business Intelligence and Data Analyst
Marketing Account Executive and Operational optimization for E-commerce.
Analyzed operational data (cohort analysis, retention analysis, RFM model)and successfully decreased over 40% CPA and increased 2 times retention rate.
Joined the 500 Startups accelerator program.
Gamesofa Inc., Oct 2013 - Apr 2016: Back-end Engineer and Business Analyst
Web-based 3D Third-Person Shooting game. (GunsRush)
Back-end developer.
One of my tasks was firmed into TVC (【即刻槍戰】西門街頭火拚！爆破模式登場)
Collaborate with server-side engineers, client-side engineers, and project managers.
Casio Game and Tank Game. (神來也德州撲克 Texas Hold’em, 坦克戰境 Tank Hit)
Built a churn predict system by using machine learning.
Built up the statistical platform to assist project managers in gameplay data analysis.
Fine-tune game mechanism and design principles with the data-driven decision.
Honors & Awards
Predictions of journey orders machine learning competition - 1st place
1st place among 733 data scientists teams.
Got a pre-certificate of employment from Trend Micro Inc.
Credit Card Fraud Detection - 13th place (Top 1%)
One-person team and win the 13th place among 1366 data scientists teams.
PIXNET Visitor Log Data Challenge - 5th place
5th place among 134 data scientists.
TeSA EC Game - Best Marketing strategy Team
1st place of Best Marketing strategy Team among over 50 competitors.
Got the highest conversion rate and the lowest CPC for Facebook Ads.
Joined the 500 Startups accelerator program
Got investment and joined the 19th batch of 500 startups.
Side Projects
- reurl.cc (URL shortener)
- Product Owner and SEO Planner
- Successful optimized the biggest keyword "縮網址" (Shorten URL) to top 1 on google search result page.
- Over 40 million MAU (Monthly Active User).
- Reach break-even in only 10 months.
- Keep profitable start from break-even.
- 信用卡社CreditCards
- Business Decision and Product Owner.
- Reach break-even in only 14 months.
- Successfully cooperated with 10+ foreign banks and local banks.
- Be interviewed by popular media companies.
Certifications
Tableau 10 Advanced Training: Master Tableau in Data Science
License: UC-5CC7UV01
Certification authority: Udemy
Education
Master of Science
Sep 2010 - Aug 2012
National Yang Ming University
Biomathematics, Bioinformatics, and Computational Biology.
Bachelor of Engineering
Sep 2006 - Jun 2010
Tatung University
Biological engineering.
I-Fan Chen
AVP at DBS Bank (GM-office)
Taipei, TW
Skill Set
Technical Skills
- Perl
- PHP
- Python
- SQL
- Git
- Machine Learning
Marketing Skills
- Google Ads
- Google Analytics
- Yahoo Gemini
- Bing Ads
- Facebook Ads
- SEO (Search Engine Optimization)
Data Visualization
- Tableau
- Kibana
Soft Skills
- Strong problem-solving ability
- Great presentation
- Self-learner
- Ability to multitask
- Self-starter with ability to drive projects to completion
Familiar Industry
- Game
- eCommerce
- Marketing
- FinTech
Experience
DBS Bank, Feb 2020 - Present: Assistant Vice President
Data Modeler and Big Data Platform Team Leader
Host internal big data platform, build data pipeline and machine learning pipeline for AI/ML automations.
Strategic Planning and Initiative for Customers and Employees (GM-office)
Conducted 10+ employees interview, identifying 10+ end to end process issue. Successfully improved business operations through defect prediction models and process automation.
Hold AWS self-driving car competitions, guiding 200+ employees to implement ML into the business through gamification event.
Leveraged and collected business partners' operational data and built models to predict value customers.
Garmin Corp., Feb 2018 - Feb 2019: Data Analyst
Data analysis and visualization.
Conduct sales analysis of repurchasing customers using Apriori Algorithm to develop new smart watch features for "Garmin vivolife" and recommended smart public transit cards function which resulted in highest sale volume of Garmin smart watch.
Built a bargaining model using scorecard to identify most probable supplier for cost-reduction, analyzing supplier price, competition, component provided etc, significantly lowering procurement division's materials cost.
UNICORN Ltd., May 2016 - Jan 2018: Business Intelligence and Data Analyst
Marketing Account Executive and Operational optimization for E-commerce.
Analyzed operational data (cohort analysis, retention analysis, RFM model)and successfully decreased over 40% CPA and increased 2 times retention rate.
Joined the 500 Startups accelerator program.
Gamesofa Inc., Oct 2013 - Apr 2016: Back-end Engineer and Business Analyst
Web-based 3D Third-Person Shooting game. (GunsRush)
Back-end developer.
One of my tasks was firmed into TVC (【即刻槍戰】西門街頭火拚！爆破模式登場)
Collaborate with server-side engineers, client-side engineers, and project managers.
Casio Game and Tank Game. (神來也德州撲克 Texas Hold’em, 坦克戰境 Tank Hit)
Built a churn predict system by using machine learning.
Built up the statistical platform to assist project managers in gameplay data analysis.
Fine-tune game mechanism and design principles with the data-driven decision.
Honors & Awards
Predictions of journey orders machine learning competition - 1st place
1st place among 733 data scientists teams.
Got a pre-certificate of employment from Trend Micro Inc.
Credit Card Fraud Detection - 13th place (Top 1%)
One-person team and win the 13th place among 1366 data scientists teams.
PIXNET Visitor Log Data Challenge - 5th place
5th place among 134 data scientists.
TeSA EC Game - Best Marketing strategy Team
1st place of Best Marketing strategy Team among over 50 competitors.
Got the highest conversion rate and the lowest CPC for Facebook Ads.
Joined the 500 Startups accelerator program
Got investment and joined the 19th batch of 500 startups.
Side Projects
- reurl.cc (URL shortener)
- Product Owner and SEO Planner
- Successful optimized the biggest keyword "縮網址" (Shorten URL) to top 1 on google search result page.
- Over 40 million MAU (Monthly Active User).
- Reach break-even in only 10 months.
- Keep profitable start from break-even.
- 信用卡社CreditCards
- Business Decision and Product Owner.
- Reach break-even in only 14 months.
- Successfully cooperated with 10+ foreign banks and local banks.
- Be interviewed by popular media companies.
Certifications
Tableau 10 Advanced Training: Master Tableau in Data Science
License: UC-5CC7UV01
Certification authority: Udemy
Education
Master of Science
Sep 2010 - Aug 2012
National Yang Ming University
Biomathematics, Bioinformatics, and Computational Biology.
Bachelor of Engineering
Sep 2006 - Jun 2010
Tatung University
Biological engineering.