Projects by year
View our 2016-17 AAR Student Presentation projects that were featured at our annual Celebratory Showcase by discipline: Business, Humanities, Social Science I, Social Science II, STEM I, and STEM II.
Social Science
What variables regarding team cohesion are related to the overall satisfaction of soccer players in the Bay Area?
By Emily T.
This research project compares the satisfaction and team cohesion of girls high school and club soccer teams in the Bay Area. With the satisfaction of players and cohesiveness of teams playing a big role in overall success, it is important to research the factors and practices that can potentially affect many youth soccer teams. The goal is to first use a survey to discover certain variables... Read More
Business
How can companies strategically and tactically set the most optimized pricing structure for consumer products for both online stores and offline retail channels?
By Michelle L.
Pricing hugely influences a company’s profit. In fact, a 1% price decrease can results in 10-15% decrease in operating profit. The 4Ps (pricing, product, place, promotion) ultimately dictates a product life expectancy, brand image, competitive strength and market share. This research project is to establish a financial model, conduct market competitive research, research on price elasticity to... Read More
Social Science
How can statistics be used to better understand injuries to baseball athletes?
By Jeremy A. & Niko L.
The purpose of this research will be to analyze statistics regarding baseball-related injuries and apply the data to the epidemic of shoulder and elbow injuries to athletes. A list of factors that contribute to the problem that is spreading throughout the country will be compiled through individual interviews and team surveys. Previously conducted research will be cited as sources to aid in... Read More
STEAM
Analyzing the optogenetically stimulated neurons in the Bed Nucleus of the Stria Terminalis (BNST) region of mice through behavioral testing and cell analysis
By Neelima V.
This research aims to simulate the stimulation of an areas of the brain so that it can be used as a template for other experiments. Building upon previous studies that focused on how the reward centers of the brain are affected by stimuli from other regions of the brain, the study research will involve analyzing the optogenetically stimulated neurons in the BNST (Bed Nucleus of the Stria... Read More
STEAM
What effect does the cell proliferation rate have its mass?
By Andrew T. S.
This experiment will test the consistency of the law with tumor cells as an example. Since most experiments have used the biological processes of three-dimensional organisms as examples to verify the accuracy of the universal scaling law, it is relatively unknown whether any factor of the law will be altered when testing substances of other dimensions. The data discovered will be sufficient... Read More
Social Science
What variables affect low-income peoples' access to healthcare in California?
By Caitlin D.
Although everyone has the right to access healthcare and steps have been made to make it easier to obtain for all citizens, millions of people still lack insurance. Health insurance is an extremely important thing to have, and could make it possible for people to get care when they need it without putting the financial burden onto themself or their families if the only option they have is to... Read More
STEAM
What are the correlations between different types of solar panels (monocrystalline, polycrystalline, and thin film) and the amount of energy output?
By Veronica P.
This research project looks into the different types of solar panels, such as monocrystalline, polycrystalline, and thin film, and the amount of energy output by looking at past data. The Palo Alto Airport wants to install solar panels to help with heating and powering other materials. This research will look into the calculations of solar angles and temperatures in Palo Alto year long and how... Read More
STEAM
What ways can we reuse water so that it’s safe to drink?
By Mina K. & Bethany S.
This research project utilize previous applications promoted locally and globally. The goal is to reuse greywater, which allows an increase productivity of sustainable backyard ecosystems, while saving water. Greywater is wastewater generated from a household's shower, bathtub, bathroom sink, and washing machine. Freshwater is becoming scarce due to the CA drought and is becoming more... Read More
STEAM
How does the protein Ptch in the Hh pathway bond with cholesterol?
By Youngju K.
This project studies a segment of the Hedgehog pathway, a signaling pathway in vertebrates that regulates tissue patterning and development, and has been found to be closely linked with many varieties of cancer. Ptch is an important receptor protein within Hedgehog that activates the pathway in cells. By creating mutagenic Ptch (mutated versions of the protein) and running them through various... Read More
Business
What is the feasibility of starting a housing venture in college residents in Portland? Connect these findings to why college housing opportunities aren't as prevalent in the Silicon Valley.
By Hannah P., Julia Q., & Allison W.
This project is investigating the feasibility of buying a house and renting it to college students in residential areas surrounding colleges and universities. Some college students report having a hard time finding housing near their campuses. One goal of the research project is to investigate housing trends and alternatives. Additionally, this project is analyzing housing data in areas near... Read More
Humanities
What variables affect literacy development among K-3 students?
By Sarah S.
Research shows that low-income students have historically been at a disadvantage for developing literacy skills in elementary school, which can have a negative impact on their future academic and career success. It can be inferred that the more students read, the more developed their literacy skills become. This study examines whether sending books home with second grade students in a... Read More
STEAM
What are some of the effects of Natural products and substances, such as Panax ginseng, on tau pathology in Alzheimer’s Disease patients?
By Lawerence C. & David S.
Our project involves experiments to see if Panax Ginseng has a correlation to tau proteins in Alzheimer's Disease patients. Alzheimer’s is a disease affecting more than 3 million people in the United States. While we know it's a neurodegenerative disease, the root cause is still debated. Out of the three most prominent hypotheses, the Tau Hypothesis has recently become more salient in regards... Read More
STEAM
How does the change in elevation of coastal mountains caused by introduced species like eucalyptus contribute to the increasingly dry seasons in the Bay Area?
By Claire H.
The goal of this research project will be to identify any causal relationships between invasive species and the longstanding water shortage. The research will be conducted by analyzing past and present weather data and the biology of these species in conjunction with observational data different sites in the Bay Area. The goal is to see if water usage, introduced elevation, and other... Read More
STEAM
How can implementing t-shades and other renewable sources of energy affect Palo Alto Airport's sustainability?
By Simran P.
This research project is in collaboration with the Palo Alto airport to develop a plan to make the airport sustainable. The airport is at a point where they would like to make improvements, and they want to implement sustainability into their new plan. One aspect of sustainability is renewable sources of energy. This project will focus on planning and implementing solar power into the airport... Read More
STEAM
Using R to analyze data from 500 patients with lung squamous cell cancer, which proteins have high expressions that correlate with low survival rates?
By Arushi A.
This research project will utilize R to find evidence in data that overexpression of a protein induces progression of lung squamous cell cancer. The Cancer Genome Atlas (TCGA) has a dataset of 500 patients through which can correlate survival rate with protein expression. Since high protein expression can involve copy number variations (amplifications/deletions), mutations, and methylation,... Read More
Social Science
What measures can students take to effectively alleviate academic pressure and stress? How effective is the therapy-duo model in reducing academic pressure and stress?
By Timothy L.
The topic of academic aid and support is extraordinarily prevalent in our community, as the issue of academic stress is a deeply rooted one in Palo Alto. This project is focused on combating these issues of academic stress. The product being investigated is an “Uber-style” on-demand tutoring service. It will work to efficiently match students with peer tutors whenever needed, offering a cheap... Read More
STEAM
How would inserting transition metals into 2 dimensional materials such as graphene, silicene and boron nitride affect its catalytic properties?
By Tian C.
Monolayer 2D materials such as graphene, silicene, and boron-nitride are known to have interesting electronic properties. Currently, researchers are intrigued with the possibility of combining these 2D materials with transition metals to form new functionalized materials. The present studies have dealt with the incorporation of these metals on the surface to increase the functionality of 2D... Read More
STEAM
What are the daily effects of familial hypercholesterolemia and other inherited heart diseases on patients?
By Ria S. & Brian C.
This study will assess the concerns of individuals with Familial Hypercholesterolemia both qualitatively and quantitatively. For the former, structured interviews will be conducted for individuals with FH. For the latter, analyses of data taken from a national patient registry of FH called CASCADE FH will be performed. This research will demonstrate what the patients are experiencing and what... Read More
Business
How do sales/ marketing representatives use R&D investments to help market their products?
By Serina N.
This research project entails surveying financial institutions around the Bay Area to investigate where they are currently placing their investments. Through this qualitative research, the survey will likely be a mix of short answer and multiple choice questions. The results analyzed from this survey will be used to develop an investment strategy for a company called Digital Insight. This... Read More
STEAM
How does Kalman filter and a replacement of the PID control loop affect a robot’s ability to aim and shoot?
By Rachel N.
In this research project there will be a replacement of a robot's PID control loop with a new customized control loop which uses a Kalman filter to estimate the shooter's (a rotating turntable with a flywheel mounted on it) location relative to the target. After having the robot shoot at the ball while recording the number of shots and the number of shots missed, the new customized control... Read More
Business
What is a feasible financial plan for the Palo Alto Airport's next three Airport Days?
By Cindy G.
This research project is aimed at creating a promotional video and an educational short film for the Palo Alto Airport to post on their website for a showcase for Airport Day while reaching out to schools with an interesting approach. To curate the most appropriate material, an online survey will be conducted through a controlled demographic regarding what aspects in advertisements and... Read More
STEAM
How does inserting different transitional metal atoms into a 6 by 6 cell of silicene affect its catalytic properties?
By Frederick N.
Monolayer 2D materials such as graphene, silicene, and boron-nitride are known to have interesting electronic properties. Currently, researchers are intrigued with the possibility of combining these 2D materials with transition metals to form new functionalized materials. The present studies have dealt with the incorporation of these metals on the surface to increase the functionality of 2D... Read More
STEAM
How can scratch holograms be made more efficiently?
By Alice Z.
Scratch holograms scatter light in order to formed raise images. As noted by their name, scratch holograms are made by creating abrasions on the surface of a dark colored flat surface. These abrasions are a series of arcs. This project will focus on making these series of arcs using a laser cutter set on its engraving setting. The engraved surface will be used to make a mold. Then, dark... Read More
Social Science
Effective Policies to Maximize Smartphone Utility in Classrooms
By Jerry H.
With cellphones playing an increasing role in the lives of students, their presence is inevitably felt in the classroom setting. Most research has pointed to the negative effects of cell phones in classrooms, claiming that GPA and test scores have improved, and even that the “achievement gap” is closed, when cellphones are banned in class. However, cell phones also have potential to augment a... Read More
STEAM
What are the biochemical changes in patients with Parkinson’s disease?
By Allison C.
This research project, conducted in the form of a case study, utilizes questionnaires answered by a patient that are based off other Parkinson's disease rating scales, such as the Unified Parkinson's Disease Rating Scale (UPDRS). The questions used in the study will be related to the patient's behavior/mood, daily life, and motor abilities. This data will be analyzed to determine trends in the... Read More
STEAM
How can machine learning be used to teach a computer to create art?
By Tyler P. & Josh S.
This project is focused on utilizing machine learning to develop a computer program to create art. The first stage of this project is to create a program that randomly creates a piece of art. That piece of art will be critiqued by many advanced art students. Using the principles from machine the computer will take the comments given by the artists and change its art piece to satisfy the... Read More
STEAM
Is there a correlation between the rate at which a pulsar loses rotational energy and the non-thermal radiation and bulk kinetic energy of expansion of its supernova remnant?
By Maya S.
Pulsars have been at the center of astronomical research since their discovery in 1967. This project examines the correlation between the rate at which a pulsar loses rotational energy and the non-thermal radiation and bulk kinetic energy of expansion of its supernova remnant. It has been shown, using the Crab pulsar-nebula system, that the rate of decrease of energy has a strong correlation... Read More
STEAM
What is the effect of using actergy as a metric on developing muscle training and sports performance?
By Sean L.
This project will utilize integral kinematics to revolutionize fitness regiments, athletic training, and sports routines. All too often, people train instantaneous output such as power and acceleration in athletics, while there is a lack of emphasis on muscle control and endurance. Therefore, the aim of this project is to use two pioneering fitness metrics to develop a training system for... Read More
STEAM
How can stem cell therapy be used to help stroke patients recover?
By Ankita A.
This research project is centered around comparing three types of stroke treatment to determine which treatment is most effective, or if there is a combination of treatments that best help people recover from a stroke. Currently, two main treatments are used for people that have suffered from a stroke and lost motor control: physical therapy and chemical drugs. However, more recently stem-cell... Read More
Business
How can Apple’s 2001 iPod marketing strategies be used to advertise products of silicon valley’s newest tech companies?
By Toby L.
The goal of this project is to determine whether the previous marketing strategies of successful products can be applied to current products. In 2007, the original iPhone was released and it seized markets shares from companies that dominated the smartphone market. The project will entail surveying people of different demographics about the competitiveness of Apple's original iPhone marketing... Read More
Social Science
What variables affect a book's popularity, specifically frequency of words?
By Akansha G.
Readers and publishers are understandably fascinated with trying to figure out what makes certain novels popular and thus, more likely to be read and sold. This project is meant to figure out if there’s a correlation between the popularity of a book and the number of independently occurring words in it via examining the number of words that occur only once in “classics” which have been read... Read More
STEAM
Given partial observations of a natural image, can a network be trained that can accurately predict the missing portion to a realistic standard?
By Kevin F.
This research project will attempt to use mathematical methods as well as convolutional neural networks to predict the content of an image given context surrounding it. Applications include image editing as well as a real-time sensor, allowing the image to have a predicted fill rather than simply a black box. There is also significant research that implies that accomplishing this task may... Read More
Humanities
Analyzing strategies used to tell an engaging story to a modern demographic?
By Jacques M.
"According to a professor, the one word defining contemporary Eastern Europe is MOBILITY. I will be looking at how this mobility has affected the political and social development of a region that has been under the control of Russia for so long. I will also look at the political tensions around the globalization of Eastern Europe. I will approach answering this question by reading current... Read More
Social Science
How does language used by retailers affect adolescent consumers?
By Jacky M.
How does medium affect message? Short stories and novels are two distinctly different forms of literature — one is just a few thousand words long and focuses on a crucial decision or moment in a character's life; novels details the development of multiple characters over a longer period of time, usually in 100,000 words. This research project intends to identify the plot frameworks of both... Read More
Social Science
What affect does demographics have on phone choice?
By Norman K. & Edward K.
This research project will focus on conducting research to determine which nuances and aspects of smartphones people like or dislike. This research may determine variables for multiple age ranges: 14-18 years old, 18-40 years old, and perhaps a 40+ years old range. Next, the project will gather data and information through survey based observational research. The project's overall goal is that... Read More
Humanities
How have frozen conflicts in Eastern Europe be developed in the past 10 years? Are these frozen conflicts permanent in nature, or can they be resolved?
By Tara M.
One of the words defining contemporary Eastern Europe is "mobility". This research project aims at studying how this mobility has affected the political and social development of a region that has been under the control of Russia for so long. In addition, the political tensions around the globalization of Eastern Europe will be studied. Some of the resources used in this study will include... Read More
Business
How did the Federal Reserve affect the U.S. economy during the Great Depression and 2008 recession?
By Minki K.
This research aims to examine financial policy decisions made during the Great Depression and 2008 recession, two of the largest financial crises in America’s history. While there have been numerous investigations regarding these crises, the goal of this research is to go beyond why the crash happened and analyze the mechanics of the monetary policies the Federal Reserve implemented in order... Read More
STEAM
How has the rise of pharmaceutical companies affected the progress on cancer drug development?
By Matthew N.
The purpose of this project is to fully understand the growth of the cancer industry and compare the progress of cancer research with the growth of the cancer and pharmaceutical industry. This project will find descriptive stats about these fields and track the effectiveness of cancer therapeutics and the economic progress of these industries. Whether or not the progress is correlated, and... Read More
Social Science
What variables affect women living in poverty in California from accessing reproductive health care? What would be the most effective ways to mitigate these variables to ensure equality in access to reproductive health care?
By Avery P.
This research project delves into the causes of the lack of access to reproductive health care in California. The goal is to determine the most effective ways to dissolve the barriers to ensure universal access. The preliminary stages involved conducting research regarding these barriers (poverty, race, socioeconomic status, disability, location). Conducting interviews with employees at... Read More
Business
What is the most effective way to cross-sell Google Cloud Platform to Google Apps customers (and vice versa) to increase customer loyalty and engagement?
By Annalee S.
The ability to cross-sell products allows a company to increase customer engagement and loyalty, ensuring the sustainability of a company and the success of its products. Through careful competitive analysis, Google Cloud will be able to make more informed decisions regarding cross-sales methods and implementation. Research is done in two parts: analyzing competing companies and surveying... Read More
STEAM
What are effective solutions for air particle pollution in underdeveloped countries?
By Claire Q.
This project will focus on creating something cheap and simple that can help with pollution in third world countries.The research conducted in this project will investigate incorporating the technology that already exists and create something cheap and simple. Ultimately, this research project will result in an attempt to create something and then test out the product to see how it performs.... Read More
Social Science
What are the effects of total school spending per student on educational outcomes in California? How can the allocation of school funding provide equitable access to education?
By Josh D.
The goal of this project is to statistically test how the allocation of resources to the public education system in California affects educational outcomes. Using this information, a funding model that best solves the social justice issue of the “achievement gap”, or inequality in educational outcomes, will be suggested. This project will address the lack of research about the impact that per... Read More
STEAM
How can one construct a hydraulophone (instrument) that displays a visual representation of the sound it produces?
By Josh C.
This project will investigate the effects of an interactive public art installment on the Paly community. One goal of the project is to find statistically significant evidence of interaction with this art to affect morale in its community. These effects will be gauged by disseminating surveys within Paly and interviewing people who interacted with the project. The surveys and interviews will... Read More
Social Science
How can Palo Alto Senior High school work to address gap in diversity within laned and unlaned classes?
By Jessica W.
This research project looks at ways that courses and teaching staff affect class diversity between honors and regular courses. The goal is to find ways to encourage students that are traditionally underrepresented to enroll in H/AP classes. After collecting data from master schedules, AP results, and enrollment trends, interviews will be conducted involving the faculty and students to combine... Read More
Business
How have marketing strategies of large corporations differed in developing countries versus in first world countries in the scope of the past two decades?
By Adeline Z.
In the 21st century, “superpower” countries have the ability to advance exponentially while developing countries, without the proper resources to fully modernize, may only progress marginally. As a result of this difference in the rate of progress, the method in which revolutionary ideas or products are marketed to consumers is affected. This study aims to determine which aspects of a country’... Read More
Business
How can we market new goods and products to most effectively target Palo Alto High School students?
By Andrew S.
This study aims to determine the best and most effective way to target high schoolers from Palo Alto High School in order to market a new social media application. High school students are a very enticing audience for new social media applications as their influence carries far to friends, family, and often, pop culture. Thus, finding a reliable way to market products to high schoolers enables... Read More
Social Science
Examining variables that measure seismic safety in Palo Alto High School's buildings.
By Vivian W.
Living in the San Francisco Bay Area, a location of high seismic potential, this research project will investigate the potential seismic hazard of school buildings is important for the safety of students and staff. Using a handbook that guides the evaluation (screening) process of buildings to estimate their potential seismic hazard, this research project can check if any Palo Alto High School... Read More
STEAM
What strategies can Palo Alto Unified School District (PAUSD) use to effectively reduce the amount of waste created and increase the efficiency in which waste is sorted (into recycling, compost, and landfill bins) on elementary, middle school, and high school campuses? Furthermore, what are the fiscal effects of reducing and sorting waste on PAUSD campuses?
By Leila T.
This research project’s ultimate goal is to create a formal plan containing suggestions as to how the PAUSD can reduce the amount of energy consumption, both natural gas and electricity, at PALY. In order to do so, the project will include four types of data collection: surveys, interviews, energy monitoring at PALY, and analysis of external and retrieved data. Through this data collection,on... Read More
Social Science
What are the social-emotional effects of laning at Palo Alto High School?
By Matthew S.
This research project looks at the growing disparity between students enrolled in the ‘advanced’ and ‘lower’ lanes of each core subject, specifically math and english. The goal is to determine the types of stigmas that are created through laning, and if any demographic is particularly affected. After surveying a range of students from each grade level, we hope to be able to identify core... Read More
Social Science
What variables contribute to an entrepreneur's success? How can adolescents develop successful entrepreneurial characteristics?
By Soumya J.
Many high school students have passions they excel at and aspire to turn these passions into an entrepreneurial venture. However, some lack the understanding of how to go about this process. This research aims to discover the critical characteristics for a teenage entrepreneur to be successful and to determine what it is that makes teenage entrepreneurs able to attain the great things they... Read More
Social Science
How does the financial aid application affect higher education enrollment among students from low socioeconomic backgrounds?
By Corinne S.
This research project involves looking at the obstacles that families/individuals find in the financial aid application process. Some research has indicated that many people get confused, don't have proper information, or simply find out about their options for aid too late. This research project focuses on this issue at Palo Alto by developing materials and courses that students can take for... Read More
Humanities
Comparing the quality of Chinese and English translations of Japanese text through studying two notable pieces of Japanese literature and their translations.
By Cynthia Z.
This research project aims to identify and analyze the different or similar problems involved in translating literary Japanese text to Chinese and English. To do so, two notable pieces of Japanese literature – Izu no Odoriko (The Dancing Girl of Izu) by Yasunari Kawabata and Norwegian Wood by Haruki Murakami – are selected as the subjects of the research. Specific passages from both books will... Read More
Humanities
How has the involvement of Asian-Americans in the film industry evolved?
By Callia T.
This research project investigates whether the presence of Asian-Americans on screen is evolving: whether the presence is increasing, or the roles are becoming more significant. As seen in older movies, Asian-American actors often played stereotypical roles or were portrayed in a negative light. By conducting extensive interviews, reading books and articles, and observing modern day movies and... Read More
Social Science
How does the amount of sleep affect mood and performance of high school students?
By Cameron D. & Elena W.
Through conducting an observational study, this project looks at how the amount of sleep a teenager receives affects their mood. This study will use a sample size of roughly fifteen students ages 14-18 from the Palo Alto Unified School District community; questions will ask them to record their amount of sleep followed by a daily mood survey. The moods that will be analyzed include... Read More
STEAM
How can simulations be used to determine and minimize the causes and effects of wireless interference?
By Rafi L.
The purpose of this study is to determine the effectiveness of various approaches in mitigating the effects of wireless interference using simulation data. Specifically, the research will focus on how real-time analysis of interference caused by barriers can be used to mitigate, or entirely eliminate, the error generated by those objects. This will be done by attempting to predict the manner... Read More
Social Science
How does has the innovation of the personal computer (a.k.a. creative destruction, market-creating innovation) affected industries in the past and present? What can we predict from other, more current, effects based on this knowledge?
By Samir P.
The aim of this research is to demonstrate both how disruptive innovations affect industries as well as how they have affected people’s daily lives. To collect data, two methods will be used. The first method is a statistical analysis of the regression and correlation between the profit margins of the companies that innovated in a destructive way and that of companies that failed to capitalize... Read More
Social Science
What variables affect students' educational aspirations and confidence?
By Jack F.
Many students, even in the Bay Area, are struggling with school because they are not being given a proper education. The most important element to success is that a student is confident in his or her abilities so that they can form aspirations for the future, and it’s vital that students are in an environment where they can have that confidence in their academics. Programs such as the Tinsley... Read More
STEAM
How does a patient's emotions affect their cancer development?
By Ronald O.
The purpose of this research is to find out the effect that mental health support has on cancer patients. There are many mental health support methods which aids cancer patients, however, some believes that it provides a strong support for cancer patients to rely on, while some claims that mental health support has no effect on cancer patients. This project will be investigating this subject... Read More
STEAM
What is microPREP, and what are its potential uses?
By Elizabeth W. & Andrew Y.
Using a new laser technology called microPREP, this research project investigate optimizing the process by which laboratory samples are prepared. The project will use many silicone samples to alter parameters in the system and see how this affects the sample. Using Imaging technology at available at the project mentor's company will be used to examine in detail the quality of each of these... Read More
Business
What are the factors behind the rising prescription drug prices in America?
By Kathleen L. & Stephanie Z.
This research project is aimed at identifying the major factors behind the rising prescription drug prices in America. The data for this project will be pulled from case studies articles on relevant FDA regulations, real life examples of inflation of drugs, and the affect it has on populations in America. Once sufficient data is collected, a comprehensive report of these findings will be... Read More
Humanities
How do the nonviolent movement leaders Aung San Suu Kyi and Martin Luther King intersect?
By Julia C.
This research project will be investigating the connections between nonviolent protest leaders Aung San Suu Kyi and Martin Luther King. The project will find similarities between the leaders and their protests, using a variety of specific questions. This project differs from other research done, in that it compares nonviolent protests to each other, in comparison to nonviolent and violent... Read More
Social Science
How effective is personalized mentorship through technology?
By Alice Y. Z.
The growing concern of climate change is evident in the increased carbon dioxide levels, the rising global temperature, the melting of Earth’s ice sheets, the rising sea level, ocean acidification, an increase in the number of extreme weather occurrences, and more. Using R and MatLab, this project will impose the various approaches the U.S. and other countries have taken to combat climate... Read More
Social Science
What are the differences between the various types of abuse (i.e. physical, emotional, sexual, etc) and what kinds of impact can child abuse have on people later in their life?
By Maya T. H. & Ashley Z.
This research project is a literature review focusing on child emotional abuse by parents. It focuses on emotional abuse because it is often underrepresented in mainstream media and perceived as less harmful, when in fact many survivors of abuse have said that emotional abuse was the most long-lasting and harmful kind of abuse they'd experienced. Additionally, this project is an effort to draw... Read More
STEAM
How can machine learning be used to analyze a website’s design by using data about human preferences based on age and/or gender? How can it provide insight on the website entrance's appeal to its target audiences?
By Adnaan S.
This research project has two main components. The first component is a research study that collects data on people's website design preferences. The second component is constructing a machine learning program that uses that data to analyze and review a website. The main goal of this project is to create a product that people can use to see what is wrong with their websites, so that they can... Read More
Social Science
How does writing capabilities compare between students with English Only background and students from non-English Only Background (English Learner, non-English speaking parents)?
By Molly W.
The gap between the writing capabilities of native English speakers and English language learners is a serious problem. This research project will implement an online service that will help ELL students with their writing. The program will be free by way of volunteers ranging from high school, parents, and teachers. After reviewing the common core standards and the JLS writing handbook,... Read More
Social Science
What are the social and cognitive effects of using a dumbphone among adolescents?
By Bryce D.
Research has emerged about the disadvantages of smartphones, specifically how cellphone use in the early stages of childhood lead to harmful consequences in the future. For example, it has been explored that smartphones are harmful in leading to kids believing that their lives are less adequate and perfect than that of their peers because of social media, and that the social aspect of teens is... Read More
STEAM
What is the effect of increasing deforestation on re-emerging diseases, specifically leptospirosis?
By Paloma M.
With the emergence of zoonotic diseases as a result of increased contact with vectors located in previously forested areas, anthropogenic landscape changes are becoming a larger part of epidemiology as the focus shifts from the epidemics themselves to what causes these epidemics. The goal of this research is to compare two recent and notable epidemics: Zika Virus and Ebola Hemorrhagic Fever,... Read More
Social Science
How do the growth mindsets of Palo Alto High School students correlate with their susceptibility to gender stereotype threat?
By Jeannette A.
A student's growth mindset and their susceptibility to gender stereotype threat both have a strong influence over the student's academic achievements. This research project will survey a random sample of Palo Alto High School students, analyzing their level of growth mindset and the amount to which they identify with stereotypes that correspond with their reported gender. The purpose of this... Read More
Social Science
How do the effects of subliminal perception impact gender-neutral advertisements?
By Alicia C.
This project will study the effects that subliminal cues or subtle signals have in decision making regarding gender-neutral advertisements. The study will entail modifying advertisements slightly to target either men or women with keywords and images commonly associated with both genders. The examination of data (based on a survey), will provide evidence as to whether these cues have impacted... Read More
STEAM
How can natural language understanding techniques be applied to mimic human responses in spam email conversations?
By Guatam M.
This research project focuses on mitigating the problem of spam email attacks by exploiting the spammer network's human resources. The goal is to create a context-aware language-based computer program that understands and is able to respond to human natural language. More specifically, the program will utilize neural network and other machine learning techniques to extract nonlinear patterns... Read More
STEAM
What algorithms power self-driving vehicles’ fully autonomous driving systems?
By Michael B.
This research project explores all the different types of algorithms fully autonomous, unmanned vehicles use and compare and contrast aspects of each algorithm in order to determine which algorithms are more efficient. Gaining a clearer understanding of all the algorithms used can allow us to detect current flaws within the algorithms faster and improve the algorithms. Over the course of this... Read More
STEAM
How can a decision tree help guide patients through consideration for the different walking devices available to them?
By Lydia T. & Amy W.
The goal this project is to create a decision tree that helps patients see the different factors to consider for the different walking devices available to them. The end product will hopefully give patients a better idea of the pros and cons of each walking device, such as cost, location, compatibility, etc. By researching the different aspects of each walking device on online journals and... Read More
Social Science
How is the globalization of social media and the rising prevalence of connectivity affecting the state of poverty in developing countries?
By Dana Z.
This research project seeks to, first, grasp the pervasiveness and consequences of rapidly globalizing social media within modern political institutions and global economies, then perform side-by-side comparisons of the effectiveness of various poverty-alleviation efforts prompted by the social media boom. The goal is to gain better understanding of the roots of poverty, then to explore the... Read More
Business
What is the most efficient way to dispatch taxis to optimize time and maximize revenue?
By Rachel C.
With large companies like Uber and Lyft relying on taxi dispatch optimization, it has become important to find the most optimal way to dispatch drivers to passengers, while maximizing efficiency and revenue. The research will commence with writing simple and cost-effect computer algorithms that will be put into a simulation to find which ones would make the most revenue. Whereas previous... Read More
Social Science
How do different teaching styles affect student engagement in middle school math classes?
By Nicole L.
Achievement in math is one of the most salient predictors of future success for school-age students, but students who lack access to academic support and resources such as tutoring services are often left behind. In the past, educators like Stanford Mathematics Education professor Jo Boaler have implemented blended learning structures in school curriculum with significant success but have... Read More
Social Science
What are the effects of discrimination and stereotype threat on growth mindset among minority students?
By Layla S.
Stereotype threat is a prevalent issue in educational and work environments, where it may influence historically underrepresented minorities to underperform and hinder their ability to succeed to their true potential. This research project will address issues of stereotype threat by carrying out interventions. These are theoretical strategies to alleviate stereotype threat. Interventions will... Read More
STEAM
How does the amount of sleep affect an adolescent athlete's performance?
By Amber F. & Claire L.
This project is focused on exploring the effects of sleep deprivation on emotional states and athletic performance of student athletes (basketball and swimming) ranging from the ages of 14 to 18 from both Palo Alto High Schools. The amount of sleep the subjects obtain for two weeks along with their free throw percentages/ lap times, or POMS test results will be recorded.The goal is to discover... Read More
Social Science
What affect meditation have on perceptions of pain?
By Elizabeth C.
This research project questions the effect of mindfulness meditation and how it can help to reduce pain. The goal is to compare the level of pain the people rate before and after they do meditation to figure out if mindfulness meditation can help reduce the level of pain people feel/think they have felt. After asking students to stretch for 10-15 seconds, they will be asked to rate their pain... Read More
Social Science
What variables affect video game popularity?
By Ethan A.
This research project anticipates surveying people (from ages 13-25) regarding how they personally think shooter video games has affected them in the past. An experiment will be conducted with 10 or more test subjects, where there will be psych evaluations before and after playing shooter video games for 3 hours (tentatively). Previous research and collected data will then be reviewed to... Read More
Social Science
How does prior knowledge of chemicals in pesticides affect consumer attitudes towards organic versus nonorganic food?
By Adrienne K.
This research project aims to collect Palo Altans' views on organic and inorganic foods, and their consumer habits in terms of purchasing these foods. Data will be collected through an initial survey, and after conducting experiments to determine the chemical compositions and presence on a variety of organic and inorganic foods, another survey will be distributed and Palo Altans' views will be... Read More
STEAM
How can computer technology be used to accurately assess walking balance disorders?
By Sandhini A.
Approximately 8 million adults are diagnosed with some type of walking balance disorder. Majority of the testing is done by using subjective assessments in a physician’s office. The goal of this project is to take the subjectivity out of these tests to make the process more efficient and increase the accuracy of the results by using computer technology to improve patient care. The computerized... Read More
Social Science
What variables affect Bay Area students' in underserved communities access to college standardized testing materials?
By Quinn K.
While underprivileged students face an array of challenges ranging from paying the fee to submit a college application, to being able to pay for college itself, one of the first steps in the college admission process is taking college entrance exams. The SAT or ACT are generally accepted by all schools so either test is a viable option for students to take. Many students who do not have... Read More
Business
In addition to the price to earnings ratios dominant effect on a stock’s price, does a company’s balance sheet information, namely, cash flow, have a further effect?
By Daniel Z.
This research project will be investigating the relationship between a company's cash flow from operations and its future earnings in order to determine whether the market under appreciates the CFO variable. There will be two parts to this investigation. 1. In setting the stock price of a company, does the market consider CFO an incrementally "value-relevant" piece of information, after it... Read More
STEAM
How can user mouse movement patterns be used to improve A/B testing?
By Daniel C.
This project will be studying mouse patterns such as mouse coordinates, and their use of left and right clicks on social media sites such as Facebook and Reddit. This study will target the demographic of high school students and websites they commonly use, which will direct this study in a more specific way. Data will be collected through a chrome extension and then loaded onto a Java program... Read More