Projects
This is where you can take a look at my work. If you have more questions, feel free to connect with me through LinkedIn.
Ultimate Job Dashboard
Data Analyst
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Conducted web scraping of job data from Indeed across Canada, focusing on diverse job categories such as Data and Business Analysts,
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Marketing, Content Specialists, and UX/UI Designers using Python.
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Employed Pandas for meticulous data cleaning and preprocessing, ensuring data accuracy and consistency for subsequent analysis.
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Utilized Tableau for comprehensive data analysis, uncovering valuable insights, trends, and patterns within each job category.
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Designed and developed an interactive Tableau dashboard that visually presents key statistical insights, providing a user-friendly interface for data exploration.
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Continuously curating and updating an interactive dashboard tailored for new job seekers, providing real-time access to valuable job market insights.
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Data is diligently refreshed bi-weekly to ensure that users can consistently leverage this ongoing project for their job search endeavors.

Highesh EV Sales
Data Analyst
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Analyzed data from the Home of US Government Open Data
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Identified the highest-selling company in the electric vehicle (EV) market.
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Analyzed data to determine the top cities with the highest ownership of EVs.
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Examined year-on-year growth trends in the EV industry.
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Identified and listed the top models from the leading companies that contribute the most to EV sales.

Netflix Content Data
Data Analyst
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Identified the most popular genre on Netflix.
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Analyzed user ratings and viewing habits to determine what types of content viewers prefer.
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Explored regional variations in content choices and viewing behavior.
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Studied the release schedule of content to find any patterns.
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Examined user data to understand the age, gender, and location of Netflix users.
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Investigated how effective Netflix's recommendation algorithms are in influencing user choices.
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Identified highly featured actors and directors on Netflix.
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Explored the average duration of movies and TV shows on the platform.
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Analyzed year-on-year subscription growth.
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Listed the highest-rated movies and TV shows on Netflix.
​This analysis provides valuable insights into viewer behavior, content preferences, and the platform's performance.

Autotrader
Data Analyst
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Analyzed popular car brands and models on Autotrader
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Scraped data for identified car brands and models.
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Examined pricing trends for various car models
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Explored model availability across different years
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Investigated geographical distribution of available cars
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Implemented map functionality for user-friendly data filtering
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Enabled users to filter data by make, model, location, and dealer
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Enhanced user experience by providing convenient data customization options
