Xiao Bai

Data Science Manager at NXP SEMICONDUCTORS

Austin, Texas, United States

About

Skilled at Big Data Analytics, Statistical Modeling, Production-Grade R/Shiny Application development and deployment, I am an experienced data science developer, a problem solver and a coding enthusiast. Programming Skills: R, Hive, Impala, Scala, Spark, Python, SQL, HBase

Experience

  • NXP SEMICONDUCTORS (Austin, Texas Metropolitan Area)
    • Senior Data Scientist / Big Data Solution Developer
      Nov 2017 - Present · 8 yrs 8 mos

      Austin Winter Storm Quality Impact Project: As an emergency project after the Austin Winter Storm power outage disaster, developed a statistical analytic application to automatically run analyses on manufacturing yield data of all the product families, visualized results in a Shiny application with prepared reports. Achieved to complete over 3000 analysis jobs over 2 weeks. This application has made a significant contribution for evaluating the quality impact of the Winter Storm and helping the factories to recover from the disaster. Manufacturing Big Data Projects: Developed two complex analytic applications on Hadoop: an automated Change Point Detection Application for analyzing drifts in manufacturing testing data, and a split and comparison analysis Application for manufacturing quality assurance. - In the backend, used Sparklyr and Scala for efficiently accessing and applying statistical analysis on large amount of data stored in Hadoop. - In the frontend, developed sophisticated Shiny UI with the ability of drilling down to different dimensions of the data, visualizing results and providing insights into analysis results. - Automated analysis process to provide early warnings for manufacturing quality control. - Continuously enhanced application performance by Spark tuning and algorithm optimization. - Worked closely with key users, communicating and implementing users' requests to the app development.

    • EBI Advanced Analytics Developer
      Dec 2015 - Oct 2017 · 1 yr 11 mos

      Advanced Analytics Developer - Developed statistical models using R to provide insights for marketing analysis, SCO demand forecast, and improved manufacturing yield - Developed Shiny web application to provide interactive analysis for business - Built Alteryx workflow for pricing analysis - Enabled Alteryx popularity and managed server Provided consultation on predictive and prescriptive analyses for business groups across the company

  • Freescale Semiconductor (Austin, Texas Metropolitan Area)
    • BI Analyst and Developer
      Jan 2014 - Dec 2015 · 2 yrs

    • Intern – Analytics and Business Intelligence
      May 2013 - Dec 2013 · 8 mos

  • The University of Texas at Austin (1 yr 5 mos)
    • Graduate Teaching Assistant
      Aug 2012 - May 2013 · 10 mos

    • Graduate Research Assistant
      Jan 2012 - May 2013 · 1 yr 5 mos