01Studying Platform Analysis
A SQL investigation of how free and paid students engage, learn, subscribe, take exams, and earn certificates on the 365 learning platform.
Data analyst · Business thinker
I'm Jiao Liu. I turn complex datasets into clear stories, practical insights, and decisions people can act on.

Complete portfolio · 9 projects
Nine case studies spanning customer behavior, e-commerce, mobility, public data, web scraping, dashboards, and exploratory analysis.
01A SQL investigation of how free and paid students engage, learn, subscribe, take exams, and earn certificates on the 365 learning platform.
02A Tableau analysis of Olist marketplace performance across sales, customers, sellers, geography, products, payments, and reviews.
03A Python investigation into the demographic, service, satisfaction, and promotion factors associated with telecom churn.
04An interactive Tableau dashboard for exploring London bike-share demand by time, weather, temperature, and wind conditions.
05A Beautiful Soup workflow that turns a live country population table into a clean Pandas dataset and reusable CSV.
06A Tableau dashboard translating 365 learning-platform data into decisions about engagement, retention, course performance, and paid conversion.
07A complete SQL cleaning and exploratory workflow for United States household-income and geographic data.
08A SQL cleaning and exploration project examining life expectancy, GDP, development status, BMI, and adult mortality worldwide.
09A Selenium workflow that collects ranked movie details from a dynamically rendered page and prepares them for analysis.
Beyond the numbers
My background spans financial lending, procurement, executive support, and project management. It taught me to see the business question behind every dataset—and to communicate what matters.
More about JiaoCapabilities
Pandas, NumPy, Beautiful Soup, Selenium, Matplotlib, Seaborn
Joins, subqueries, window functions, CTEs, cleaning and exploration
Tableau, Power BI, dashboard design and data storytelling
Excel, pivot tables, lookup functions and front-end development