
Our selection of sources reflects a comprehensive approach to understanding aviation safety from multiple perspectives. We included studies analyzing global aviation safety trends, such as Barnett’s research, to provide a broad overview of improvements and disparities in air travel safety. Industry reports and rankings, such as Forbes’ list of the safest airlines, offer insights into consumer trust and airline competition in safety standards. Additionally, technical research on pilot experience, accident risk assessment, and maintenance failures help us explore specific safety factors that contribute to overall risk reduction. By incorporating case studies of past accidents and economic analyses of airline safety regulations, we ensure a well-rounded understanding of the subject, covering both systemic issues and real-world implications for passengers, airlines, and regulatory bodies.
For our project, we observed two main datasets that we processed into one for the sake of our project. The first data set, from the Aviation Safety Network, contains information about all flight incidents since 1950 around the world, and considers variables like fatalities, manufacturer, and location. The second data set we looked at includes the GDP (Gross Domestic Product) of all the countries in the world from 1960–2021, and is a collection of information provided by the World Bank. To process these two data sets, we first narrowed our focus to just the time frame of 2001–2021 to give a sufficient yet simplified window of data to consider for our project. We also excluded any null values from these data sets before combining them into one document. Using different platforms and softwares like Tableau, we inputted our cleaned data set and transformed it into various data visualizations. Throughout this process, we considered factors like the nature of our data, the complexity of the variables, and how best to communicate our findings effectively.
For the presentation of our project, we used WordPress to create a clean and visually appealing website to showcase our research on aviation safety. We selected a light and organized theme to ensure easy navigation and a professional look, making the information accessible and engaging for viewers. The website features images of the plane incidents discussed in our project, helping to provide a visual connection to the data and case studies we analyzed. By incorporating a well-structured layout, clear headings, and relevant visuals, we aimed to present our findings in a way that was both informative and aesthetically cohesive. Additionally, we ensured that the design was responsive and user-friendly, allowing for a seamless experience across different devices. The combination of text, images, and interactive elements helped create a compelling narrative that effectively conveyed the importance of aviation safety improvements.

Michael Batrakov
Hi, I’m a UCLA Stats and Data Science student tasked with answering the research question and analyzing the cleaning data process.

Luning Ding
I’m a 4th year Statistics and Data Science Major with a minor in Data Science Engineering at UCLA. I love traveling and climbing when I’m not at school 🙂

Evelyn Ng
Hello! My name is Evelyn. I am a Statistics & Data Science Major and a film minor. Outside of school, I enjoy skiing, horse riding and traveling.

Jamie Tian
Hi, my name is Jamie. I’m studying Statistics & Data Science at UCLA and working with tech support on the side. I love solving problems with data, but outside of that, I’m into piano, rock climbing, painting, and traveling. Also, I have a random hobby of arranging flower bouquets—just for fun!

Ava Zelasko
Hi! I’m Ava, a second year Psychology major with a minor in Digital Humanities at UCLA. I love traveling, photography, and spending time with my family, friends, and dogs!