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portfolio-guide's Introduction

πŸ—Ί Portfolio Guide

Hi there! πŸ™‹πŸ»β€β™€οΈ

Welcome to my Portfolio Guide where I provide a walkthrough to all of my data analytics projects and courses.

Feel free to chat with me on LinkedIn about my projects!

πŸ“š Table of Contents

Click on the project's title (bold and coloured in Blue) to view my projects! Thank you! ☺️

SQL

Level: Intermediate SQL

Functions: Aggregations, Joins, CTEs, Window functions (aggregates, ranking, running total, partitioned averages), CASE WHEN statements, subqueries, nested subqueries, DATETIME functions, data type conversion, text and string manipulation

Project Name Description SQL Functions
πŸ› Maven Fuzzy Factory - Ongoing I analyse and optimise marketing channels, measure and test website conversion performance and use data to understand impact of new product and campaign launches for an online retailer. Advanced SQL
🎬 Marketing Analytics Case Study - Ongoing
🍜Danny's Diner I gather and analyze customer data to determine their visiting patterns, spending habits, and favorite menu items.
πŸ•Pizza Runner I analyze pizza orders, runner and customer experience, and ingredient optimization.
πŸ₯‘Foodie-Fi I use subscription-style digital data to analyze customer journey, payments, and business performance.
🏦Data Bank Using the Data Bank data, I calculate metrics and growth, and analyze data for future planning and development through linking customers' cloud data storage limits to their account balances.
🌽Data Mart In this project, I measure the effect of changes in June 2020 on Data Mart's sales performance, identifying the most affected platform, region, segment, and customer types, and finding ways to minimize future sustainability updates' impact on sales.
🎣Clique Bait To support the founder and CEO Danny's vision, I analyze the dataset for the Clique Bait online store, and develop creative solutions for calculating funnel fallout rates.
πŸ’Fresh Segments I analyse customer behavior and interests to help clients understand their customers.
πŸ‘©πŸ»β€βš•οΈ Health Analytics Case Study Temporary tables, Aggregations, Joins, CTEs, Window functions (summary statistics: mode, median)
🦠 Covid-19 and the Impact on Malaysia Stock Market A project close to 🏑 home. Inspired by Alex Freberg's Data Exploration Project, I analysed global and local Covid-19 cases & the impact on Malaysia stock market from Jan 2020 to Jul 2021 using SQL and Tableau.
πŸ‘©πŸ»β€πŸ’Ό Streamlining Employee Data

Python

Skills: Data cleaning, wrangling, visualisation, analysis

Libraries: pandas, numpy, matplotlib, seaborn

Project Name Area Description Libraries
πŸ“Ί TMDb Movie Analysis Data Wrangling & EDA Analysing more than 10,000 TMDb movies and getting the answers to - Which actor(s) is associated with higher revenue and profit, Does a higher budget constitute to a higher profit, and Which director produced the highest grossing movie? pandas, matplotlib
⛽️ Fuel Economy Data Wrangling & EDA Analysis on vehicles’ fuel economy in 2008 and 2018 to understand usage of alternative sources of fuel, changes in greenhouse gas and smog ratings over the decade, and vehicle features associated with better fuel economy. (It's more interesting than the summary sounds, I promise!) pandas, matplotlib
🍷 Wine Quality Data Wrangling & EDA A study on red and white wine samples and understanding whether certain types of wine and their qualities (alcohol level, sugar content and acidity level) are associated with higher wine quality. pandas, matplotlib
🌀 Explore Weather Trends Time-series analysis In this time-series analysis, I use moving average method to analyze local and global temperature data and compare the temperature trends where I live to overall global temperature trends. pandas, matplotlib
πŸ› Super Store Analysis EDA Analysis of sales data to find out highest revenue and profit product categories and top customer segments. pandas, matplotlib, seaborn
πŸƒπŸ»β€β™€οΈ Bellabeat Fitness Tracking Analysis EDA Discovered insights into whether users are using the FitBit app for tracking health habits, their frequency of usage across the week and whether there is correlation between the hours logged, number of steps taken and calories burnt. pandas, matplotlib, seaborn

Guided Projects

Project Name Area Description Libraries
🎢 Online Music Streaming Machine Learning I learn how to create and train a model called Music Recommender which suggests music genre based on user profiles. pandas, scikit-learn
πŸ™ Exploring the NYC Airbnb Market EDA Exploring Airbnb datasets and conducting a pricing analysis between Airbnb and private rentals. pandas, numpy, datetime
πŸ“’ Generating Keywords for Google Ads EDA pandas, pprint
🎞 Investigating Netflix Movies and Guest Stars in The Office EDA pandas, matplotlib

Tableau

Project Name Description Tableau Dashboard
πŸ¦„ Maven Unicorn Challenge Link
🦠 Covid-19 and the Impact on Malaysia Stock Market A project close to 🏑 home. Inspired by Alex Freberg's Data Exploration Project, I analysed global and local Covid-19 cases & the impact on Malaysia stock market from Jan 2020 to Jul 2021 using SQL and Tableau. Link

Katie's Guides

πŸ“š SQL Resources

I compiled a comprehensive list of free SQL resources ranging from YouTube videos, courses, interactive websites, practice sites, and projects.

Click here to view the post on LinkedIn!

Screenshot 2021-09-29 at 9 28 28 PM

After receiving several messages asking for tips on how to create a GitHub portfolio, I decided to create a step-by-step tutorial with images to teach beginners to set up their portfolio.

What you will learn in my guide:

  • How to Create Your Profile?
  • How to Customize Markdown files?
  • How to Create New Repository?

portfolio-guide's People

Contributors

katiehuangx avatar

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