Our given dataset includes information about streaming media consumption in the Middle East between early 2019 and mid-2020. This dataset tells us information about what kinds of content people were watching during that time period, such as genres, languages, movies, or TV shows. It also contains numerical information for each entry, such as unique users and total duration watched, for each week of the specified time frame.
In addition to this dataset, our group explored other options to analyze. We chose to examine written user data in the form of IMDb reviews. This dataset included highly polarized reviews, which were organized into positives and negatives. Our goal with this additional dataset was to examine which genres tended to receive positive reviews from users and determine whether those matched with the popular content from our given consumption dataset.
Our end goal with this project is to determine what variables tend to have the most impact on user engagement, which we have chosen to measure using the number of unique users. This will allow film and TV producers to determine what factors they should consider when releasing their content on media streaming services. For example, a company may consider adding a holiday movie on a streaming platform closer to the holiday season.
In the future, we would love to explore other datasets that include current streaming data. We hope to explore the extent to which the trends we observed from our time period is reflected in today's streaming patterns!
We are extremely honored to be rewarded with 2nd place at this year's ICS Project Expo!
Thank you to the judges for your consideration for our project.
Organized in reverse-chronological order
We are a group of Data Science undergraduate students at University of California - Irvine, graduating in June 2024. This website showcases the progress of our capstone project throughout Winter 2024 - Spring 2024 quarters.
This is being done under the guidance of professors Babak Shahbaba and Sharad Mehrotra.
Read more in our "Meet Our Team" page!
Rose Absin
eabsin@uci.edu
Shadi Bitarafhaghighi
bitarafh@uci.edu
Ishan Varshney
ivarshne@uci.edu
Viraj Vijaywargia
vvijaywa@uci.edu