Projects (2018-19)

15% of the Earth's population, or one billion people worldwide, have a disability. Despite such a vast community, people with disabilities face discrimination, including in the workplace due to employment bias. Furthermore, artificial intelligence is a field that rarely employs people with disabilities. This is why we decided to found 4ai. 4ai is a startup, annotating nonprofit based in Palo... Read More

Digital wallets are skyrocketing in popularity in China. They are becoming the most-adopted payment method in China. Some of the key drivers of this success include advertising, promotional sales, and gamifying contents through cultural holidays, but the approaches used in China might not be as effective in driving popularity of digital wallets in the United States. It is important to study... Read More

Today, almost 3 billion people live in a society whose economy is hindered by wide-ranging factors and encourages widespread poverty, low education levels, and corruption. Though there is a wealth of analytical literature on the topic of developing economics, studying a specific region that contains a diverse subset of economic situations allows one to compare and contrast factors and methods... Read More

I will research etymological, religious and cultural links between Thraco-Pelasgian with Lycian, a cadet language of Linear A, as a means to classify both languages. This has implications on the classification of Linear A.

This research is focusing on the dispute between the Palo Alto Unified School District and the Palo Alto community over the installation of solar panels. The panels were installed without advising the people first, which led to a conflict. Now, there is a heated debate over whether or not installing the solar panels was a good move, and my research seeks to provide evaluation of the aftermath... Read More

In PAUSD, 85% of white students are meeting the standards for English and Math, while only 45% of African Americans are meeting the English standards and 35% are meeting the standard for Math (Kolar, 2017); one of many examples of the achievement gap in the district. Social dynamics between races are one cause of this achievement gap; these race-based social stressors, such as stereotype... Read More

The Los Angeles Police Department has a long history of racism, leading to racially motivated police misconduct. This racially motivated police misconduct is still happening today, but there are also police officers whose actions are justified. The goal of this project is to identify a way to discern racially motivated police misconduct within the Los Angeles Police Department from justified... Read More

Plate waste, in a generalized sense, is made up of the remnants of a meal thrown away, and is a specific classification of food waste, which can be defined by any food lost throughout the consumer chain. Plate waste is ubiquitous in nature and nearly impossible to eliminate, but when appropriate measures are taken, previous studies have shown that it is possible to minimize the loss. This... Read More

I am studying the effects that trade war with China has on the United States, particularly our economic standing. Research of current events will be used to extrapolate likely outcomes. Maintaining an unbiased stance in collecting U.S. trade data is challenging, since the U.S. is so politically polarized, so I will draw equally from "conservative" and "liberal" sources.

Living in California, we all know what fire season means: lots of smoke and many homes lost. My goal is to determine if there is a correlation between income level and the impact of the wildfire, and to use that information to determine the role of community engagement.

Social media has made its way into nearly every aspect of the livelihoods of adolescents. From influencing behaviors to serving as a platform to socialize, it has its share of positive and negative effects, and when it comes to the mental health of younger users, the negative aspects of social media manifest itself. The American Academy of Pediatrics released a clinical report surrounding the... Read More

I am exploring measurement collapse, where a particle tends to instantaneously fall into a definite state only after being observed by a measuring device or conscious being. Since the 1920s, many interpretations on how to explain how and why this behavior occurs have been presented. However, the quantum mechanics community has not been able to determine which interpretation is most accurate.... Read More

As artificial intelligence is used more and more, people are starting to explore how AI can be used on the medical field. However, AI still makes errors, which means that we must improve AI and tailor its application so that it can be as effective as possible. If used effectively, this can help improve the accuracy and efficiency of diagnosis and other processes, drastically improving medical... Read More

Dioxin is a dangerous environmental toxin that is a byproduct of chemical manufacturing processes. Notoriously known as a component of Agent Orange, an herbicide used to clear out trees during the Vietnam War, this chemical has been found to cause health defects in Vietnam War veterans and Vietnamese civilians even to this day. I am researching how dioxin suppresses the immune system and what... Read More

I will design and build a prototype of a device that generates electricity using the power of ocean waves. It will be efficient and portable so that it can be easily be used by people who have been affected by natural disasters or do not have access to electricity. My prototype will involve a coil and a magnet that induces a current as it shakes.

“Forensic Science is the application of scientific principles and techniques to matters of criminal justice especially as relating to the collection, examination, and analysis of physical evidence” (Webster, 2018). Across the United States, forensic science plays a critical role in how criminal cases are both investigated and decided. One major issue is that there have been flaws in how... Read More

Eczema is a common skin disease that is caused by skin barrier defects and environmental triggers. Females are more prone to the disease than males. This study will examine how hormones affect the gender bias in eczema.

The purpose of this project is to implement a method for analyzing changes in land cover due to deforestation in the United States. Previously, the USDA used decision-tree classification in semantic segmentation (i.e., labelling of each pixel in an image with a category label) to assess land cover change. However, deep learning has recently become popular, and it has yet to be applied... Read More

Alzheimer's disease is the 6th leading cause of death in the United States, but currently, there is no cure (Alzheimer’s Association). To treat Alzheimer's disease, we must first fully understand the molecular mechanisms behind it and the pathological roles of the tau protein that classify diseases such as Alzheimer's disease as tauopathies. The tau protein has the normal role of attaching to... Read More

I will conduct a survey using verified tools to determine whether a person expresses morningness or eveningness. In simple terms, one who expresses morningness tends to work better in the morning, and one who expresses eveningness tends to work better in the evening. I will use this in conjunction with another tool to determine whether a person is an introvert or extrovert. These two sets of... Read More

I am researching what self-folding robots are being used for and how they work. I am also making my own model of a self-folding robot using cheap and easily accessible materials that can be found in many local and online stores. My goal is to understand the mechanics of these robots and ultimately how they will be applied in science and everyday life.

The focus of this project is to identify if minority students in Palo Alto High School would feel better supported in their mental health seeking services if they were treated by a professional who is trained to be culturally responsive or who shares a culture or identity with the student. The aim of this project is to see if this relationship will make more minority students comfortable with... Read More

Clothing waste seems to be an increasing problem. With new and very successful business tactics deployed by the fashion industry, more and more clothing is being created and thrown away. I will be looking into the process that clothing goes through to be created and discarded, then identify possible solutions to the problem.

There is a problem with the perception of post-high school options despite the fact that many other nations encourage their students to “follow their own pathway,” which includes trade school. This problem negatively affects American high school students because the message is that “no child should be left behind” and thus every student should be ready to attend a 4-year college. However, this... Read More

My research focuses on seeing whether music is effective tool in educating people regarding racism and police brutality. After gaining insight into this issue, they can share their knowledge with others. My hope is that this project creates more awareness about the issue.

While films, television shows, and theatrical productions are popular sources of entertainment, audiences often do not realize what is happening behind the scenes. Racial discrimination in the workplace is something that society has been dealing with for generations. The Film and Theatre industries are no exception to this; historically, Asian and Asian American actors have been offered... Read More

The purpose of the NFL protests, according to Colin Kaepernick, is to spread awareness of social injustices against African Americans. When the media began writing stories and producing segments on the issue, biases formed within different news sources, thereby influencing the people reading or viewing the information. When news sources cover stories involving a social justice component, such... Read More

Autism Spectrum Disorder (ASD) is a disability that hinders a person's ability to socialize effectively with others. From my own experience growing up with autism, I've only been able to sympathize with characters in books, TV, and films, such as manga and anime, due to the scenery, plot, and characterization. Autistic minds gravitate toward image-rich media such as manga and anime, and they... Read More

During the past couple of seasons, the NFL has gone through much controversy regarding Colin Kaepernick and other players kneeling during the national anthem. He sat during the national anthem because he isn't "going to stand up to show pride in a flag for a country that oppresses black people and people of color.” After 2 years of being out of the NFL, Nike chose Colin Kaepernick for their... Read More

My study will analyze perceived social support in SELF ambassadors. Information will be collected on feelings of being supported by SELF mentors as well as feelings of being a support to mentors and students in the cohort. In addition, my study will analyze factors that influence this sense of perceived social support.

In this project, I will develop a virtual reality simulation about pressing global issues. I will test my simulation by surveying participants about how watching the simulation could have changed their perspectives about the issues presented. The goal of my project is to increase awareness about important topics in our society and foster empathy for those impacted.