Hi there, I'm

Shih Hsiang Dai


_


About me >>

About Me.


Shih Hsiang Dai | Dennis

Data Analytic Consultant based in Taipei, Taiwan

#Machine Learning #Deep Learning #SQL #Python #Data Science #NLP #Explainable AI #Marketing Analytics


I’m a business data analytic consultant, passionate about data, user experience analysis, and data-driven business solutions.

Currently Data Analytic Consultant intern at beBit. Python coder.


I'm very familiar with End-to-end data science workflow and algorithms. I've done several machine learning projects and developed the data analysis package for my stakeholder coded in Python ( used libraries such as: pandas, numpy, kedro, sklearn, matplotlib, etc. )

Also, I've created several data visualization projects to help business user make data-driven decision in BI tools such as Tableau, explainX, PowerBI, etc.



Combine analytical skills with business strategies and act as an executor

In addition, I equip with strong business analysis skills. I have worked in two top management consulting companies. The top-down strategic perspective of BCG and the bottom-up experience optimization of beBit allow me to fully combine advanced analytic and business strategy.

I have a wealth of project management and both execution and leadership experience. I founded the NCCU data analysis club with my friends from 0 to 1 , and served as a teaching assistant in NTU CTPS course to help students prioritize project tasks with client coordination and integration.


If you're interested in me for any opportunity, don't hesitate to contact me.



See projects >> Contact me >>

My Projects

Project Name Description Skillset Link Last Update
Management Consultant Portfolio Summarized to my strategy consultant experience, focusd on data related tasks(AI use case development, algorithm research ) and digital transformation. Including business analysis experience : Due diligence, Market research, Consumer research, Market entry assessment, Operation improvement, Process mining #MarketEntry #DueDiligence #ProcessMining #Personalization #BusinessAnalysis PDF Apr. 2021
Insight development : Experience Transformation Designed UX dashboard to track project performance. Develop structure model to identify key driver for client's digital experience #Dashboard #Clustering #DataViz #MachineLearning #UserJourney #DigitalExperience PDF Jun. 2021
Retailing use case : Smart pricing The analytic project aims to give insights and specify the industries that raises promotion opportunity and effect for a FMCG company. #AB_Testing #Regression #TimeSeries #PowerBI #MachineLearning PDF Oct. 2020
Analytic Product development: Food-delivery dashboard Consulted with commercial people to develop digital tool to improve operation efficiency #MachineLearning #UnsupervisedLearning #Dashboard #Python #pandas #numpy PDF Feb 2020
Promotion Analytic : Voucher sensitivity modeling Used consumer purchasing data to analyze and visualize the preference for marketing treatment. Modeling and quantify the preference to voucher treatment #RFM #CLV #Clustering #Classification PDF Nov. 2019

My Experience

Professional Experience
Data Analytics Consultant intern
beBit
Taipei, Taiwan
04/2021 - Now
  • Data Consulting:Assisted in the design of NPS digital system, data-driven CX strategies. Conducted analysis of survey data (300+) and in-depth interviews (20+) to increase NPS and economic benefit of EC customers
Part Time Assistant
Boston Consulting Group (BCG)
Taipei, Taiwan
04/2020 - 03/2021
  • Strategic Analysis: Worked closely with consultants on 7 projects, covering 8 industries (Automotive, TMT, Real Estate, Insurance, Semiconductor, Retail, Finance, Industrial Goods) , 7 functions (Advanced Analytics, Due Diligence, Transformation, Go-To-Market, Supply Chain, New Business, Growth) , and 5+ countries
  • Quantitative Research: Built statistical models and researched on AI and quantitative algorithms in CPG and Retail from BCG Gamma (BCG data science team)
  • Personalization : Analyzed consumer journey and conducted expert interview. Provided brand design methodology foundation based on data analysis Projects include Smart Pricing , Loyalty Management
Business Data Scientist Intern
Shopee, SEA Group
Taipei, Taiwan
02/2029 - 04/2020
  • Data Modeling: Consulted with the commercial and marketing department to transfer the business problem to a data science problem. Developed machine learning and statistical model to solve business-related issues. Projects include voucher sensitivity, customer lifetime value estimation, increasing conversion rate by 5%
  • Metrics Analysis: Helped Define the KPI matrices (consumer acquisition and marketing treatment) and created weekly sales-planning.
  • BI Dashboard : Created a dashboard to evaluate and analyse the performance of the e-commerce website and marketing campaign.
Business Analyst Intern
Shopee, SEA Group
Taipei, Taiwan
07/2019 - 01/2020
  • Data Science Project : CLV estimation and next purchase date prediction, Basket Analysis, Sales forecasting, Product assortment, quantitative marketing analysis, customer clustering
  • BI Report : Responsed to generate weekly hot product reports and sales reports for commerical decision making
  • Data Analysis : Performed data analysis to help marketing/business teams to answer business/operational questions. The project includes the live broadcast TA analysis and voucher analysis. Conducted data analysis reports illustrating the results and insight. Interpret trends or patterns from complex data sets by using statistical and visualization tools.
Laboratory Assistant Intern
Data Insight Lab, Academia Sinica
Taipei, Taiwan
07/2018 - 08/2018
  • Financial Quantitative Model: Assisted researcher in data cleansing to complete the machine learning and deep learning stock forecasting model, improving model performance by 12% AUC
  • Paper Research : Present AI, financial engineering paper to teammates, helpd to accelerate AI research and innovative machine learning ideas

Education
Bachelor of Commerce in Management Information System
National Chengchi University
Taipei, Taiwan
09/2017- 06/2021

    Specialization: Data Science

    • Linear Algebra • Text Mining and Big Data Analytics Using SAS • Big Data in Social Science • Statistics • Natural Language Processing • Management Information Systems


• Download my CV in PDF here: English Last updated: Jul. 2021

Contact Me.

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Shih Hsiang Dai | Dennis

Based in Taipei, Taiwan

Data Analytic Consultant @ beBit | Bachelor student in Management Information System / Data Science in NCCU

E-mail: jayshine727@gmail.com

Phone: +886 937-456-496