Starting my first role at the financial services firm, I was confident in my analytical skills and certain I understood how banking markets worked. What I didn't expect was meeting Sarah Chen, our senior data coordinator, who would completely reshape my approach to both data analysis and professional growth. Sarah had been with the bank for eight years, managing client portfolios with a calm expertise I admired. When I joined her team analyzing regional lending patterns, I was eager to impress her with my fresh academic knowledge and technical skills. "Show me your analysis of our small business lending trends," she said during our first meeting. I presented a detailed report with charts, regression models, and statistical correlations I'd spent days perfecting. When I finished, she nodded thoughtfully. "The numbers are solid," she said, "but when did you last talk to one of these small business owners?" That question caught me completely off guard. The next week, instead of staying behind our screens, Sarah took me to meet actual clients—restaurant owners, contractors, retail shop managers. We spent hours listening to their real challenges with cash flow, expansion plans, and banking relationships. "Data tells us what happened," she explained afterward, "but people tell us why it happened and what might happen next. Until you understand both, you're only seeing half the picture." When my first major risk assessment model failed to predict a significant default cluster, I was devastated. I'd built what I thought was a sophisticated algorithm, certain it would outperform existing models. Sitting in my cubicle after the quarterly review, I felt like a complete failure. Sarah found me there and sat down quietly. "My fourth year here, I built a credit scoring model that missed a major economic shift because I was so focused on historical patterns that I ignored emerging market signals," she shared. That failure, she explained, taught her the most valuable lesson of her career—that markets are constantly evolving, and yesterday's patterns don't always predict tomorrow's reality. "Banking will humble you," she said. "Your job isn't to avoid that humbling—it's to learn from it and build better models." What I appreciated most about Sarah's mentorship was her balance of technical expertise with human insight. When I proposed complex algorithms, she wouldn't dismiss them but would ask probing questions: "What assumptions are we making here?" or "How would this perform during economic stress?" One project particularly shaped my thinking. I developed what I believed was an innovative approach to analyzing commercial loan portfolios, using machine learning techniques I'd studied in school. Sarah suggested we validate it against historical data from the 2008 financial crisis first. The results were sobering—my model would have significantly underestimated risk during that period. Instead of being discouraged, Sarah was excited. "This is exactly what we needed to see. Now we can build something more robust." She helped me incorporate stress-testing scenarios and economic indicators I'd initially overlooked. The final model not only performed well but became a template for other regional analyses. Sarah taught me that admitting knowledge gaps isn't weakness—it's professional wisdom. I watched her tell senior executives, "I need more data before making that recommendation," turning uncertainty into credibility. Her approach to career development was equally valuable. Rather than rigid advancement plans, she encouraged thinking adaptively. "Banking evolves, regulations change, technology disrupts everything. Stay flexible enough to pivot when opportunities arise, but focused enough to build real expertise." On my last day, she gave me a small notebook with the inscription: "For all the questions you haven't thought to ask yet."

Balancing the roles of student and caregiver has been one of the most formative experiences of my life. While pursuing a degree at DePaul University, I have also served as the primary caregiver for my family. My father works as a taxi driver and has been living with diabetes for several years, while my mother is employed at Walmart. Both of them work tirelessly to support our family, but due to the demands of their jobs, they are unable to provide the level of hands-on care that my father needs. This responsibility has profoundly shaped my academic journey, professional aspirations, and personal identity. Caregiving is often viewed as an act of service, but for me, it has become a source of strength, resilience, and purpose. Managing household duties, assisting my father with his diabetes care, and ensuring that our family stays on track has taught me invaluable life skills: time management, emotional resilience, and problem-solving. My routine is a delicate balance between my academic responsibilities, caregiving duties, and personal development. Juggling these roles has not been easy, but it has helped me grow in ways I never expected, pushing me to be both compassionate and highly organized. Academically, my caregiving experience has shaped my perspective and driven my passion for data science and healthcare. Watching my father manage his diabetes while working long hours has fueled my desire to explore how technology can better support people like him—those who juggle medical conditions, work, and family responsibilities. I am committed to developing solutions that use data science to improve healthcare access, create tools for better disease management, and ease the burden on caregivers. My goal is to build systems that can assist families with chronic conditions in managing health challenges more effectively, thus enabling them to live better lives. Personally, caregiving has redefined my understanding of leadership and success. It has shown me that true leadership is not about accolades, but about consistency and care—being there for your loved ones when they need you the most. The sacrifices I’ve made to support my family have helped me develop empathy and resilience, qualities that have enhanced my academic and personal life. It has also given me the strength to push through adversity, knowing that each challenge I face is shaping me into a more determined and capable individual. Despite the hardships, I remain determined to succeed academically and professionally. I have maintained a strong academic record, earned a place on the Dean’s List every quarter, and taken on leadership roles, such as being the treasurer of the DePaul AI Club. These accomplishments reflect the discipline and drive that caregiving has instilled in me. While it may be difficult at times, my role as a caregiver has been one of the most defining aspects of my journey, both in shaping my goals and solidifying my commitment to making a difference in the world. Receiving this scholarship would not only ease some of the financial challenges I face but also serve as a recognition of the unique challenges that student caregivers face. It would affirm that our contributions, sacrifices, and perseverance are worthy of support, and that we, too, are shaping our futures in ways that go beyond our academic achievements.

My interest in computer science began not in a classroom, but through solving real-world problems. While interning at KPMG, I was tasked with analyzing data across five business lines to support a new system implementation. Mapping over a thousand rows of data and exploring API integrations introduced me to the transformative potential of technology—how well-structured systems and intelligent models can improve services, drive insights, and create scalable solutions for clients. That experience sparked a deeper curiosity: how could I build those systems myself? Pursuing a computer science degree is the natural evolution of this curiosity. I am currently working toward completing my undergraduate degree with a strong focus on data science and machine learning. My dream is to become a data consultant who helps companies—from startups to global firms—leverage technology ethically and effectively. Whether it’s improving client operations, analyzing financial trends, or contributing to more equitable access to digital tools, I want to sit at the intersection of technical innovation and meaningful impact. But pursuing this dream has not been easy. Like Chris Jackson, I’ve faced financial hardships throughout my academic career. As a first-generation college student and QuestBridge Scholar, I have had to be resourceful—working part-time, mentoring peers, and managing leadership roles, including serving as treasurer for the AI club at DePaul. Every challenge has deepened my commitment to this field, and every accomplishment—such as developing my own trading algorithm or assisting in real estate analytics—has affirmed that I belong here. What sets me apart is my ability to apply computer science beyond theory. I don’t just want to code—I want to use data and technology to solve problems that matter. I’ve built web apps for nonprofits, analyzed health equity issues using Chicago data, and created predictive models to assist FX traders. These experiences reflect both my technical competence and my drive to serve. Receiving the Chris Jackson Computer Science Education Scholarship would not only relieve financial pressure—it would be a profound affirmation of my purpose. Chris’s legacy speaks to the power of presence, empathy, and commitment to excellence. I aspire to embody those values in my work and in the way I connect with others—peers, clients, and future students I hope to mentor.

Caregiving, for me, has never been a temporary duty—it has been a defining part of my identity. As the eldest child in a single-parent household, I became a primary caregiver for my younger siblings and, more recently, for my grandmother, who has faced several health challenges. My journey as a caregiver has demanded emotional resilience, time management, and a sense of responsibility that exceeds the typical expectations of a student. While it has been a demanding path, it has also been a source of strength and purpose, deeply shaping who I am today. Growing up, my mother worked multiple jobs to support our family. From a young age, I took on the role of caregiver for my siblings—preparing meals, helping with homework, managing school pick-ups and drop-offs, and creating a structured home environment that allowed them to thrive academically and emotionally. Over the past year, my responsibilities expanded as my grandmother moved in with us due to progressing arthritis and early-stage dementia. I assist with her medications, physical therapy routines, and accompany her to medical appointments. These experiences require empathy, patience, and unwavering attention—skills that I now recognize as powerful tools in both caregiving and life more broadly. Balancing this level of responsibility while pursuing higher education has been a constant challenge. I am currently a student at DePaul University, where I’m pursuing a degree in Marketing with a focus on Data Science and Machine Learning. I also serve as a transfer peer mentor and hold a leadership role in the university's AI club. Caregiving has taught me how to manage my time effectively, how to prioritize self-care to avoid burnout, and how to adapt quickly under pressure. These lessons have proven invaluable, particularly as I work towards a career in data-driven consulting—where empathy, critical thinking, and adaptability are just as essential as technical skills. Caregiving has not only impacted how I navigate life logistically but has also shaped my long-term vision. I’ve come to realize that technology, when used thoughtfully, can improve lives at both the personal and community level. My exposure to caregiving has made me especially interested in the intersection between health, technology, and human-centered design. I hope to eventually use data to develop tools and strategies that support caregivers—whether through health tech, policy insights, or better resource allocation. My goal is not just to succeed individually, but to lift others as I climb, using my lived experiences to inform more equitable and compassionate systems. Receiving the Cariloop Caregiver Scholarship would be a significant turning point for me. Financially, it would alleviate some of the burden on my family and allow me to focus more intently on both my studies and my caregiving duties. Emotionally, it would validate the often-invisible labor that caregivers perform—particularly young caregivers balancing multiple identities and pressures. This scholarship would not only help cover tuition and academic expenses but would also be an investment in someone who is committed to turning personal adversity into meaningful impact for others. More than anything, this scholarship represents recognition. It acknowledges the realities of students who are caregivers—not as liabilities to be pitied but as powerful individuals who have developed emotional intelligence, discipline, and purpose in the face of extraordinary circumstances. I am proud to be among them. Thank you for considering my story. I hope to continue growing, learning, and giving back—not just as a student and future professional, but as a caregiver shaped by love, responsibility, and an unwavering commitment to those around me.

Computer science is more than just a career path for me—it is a powerful tool that I plan to use to bridge gaps, solve pressing issues, and create meaningful change. As someone passionate about both data science and finance, my goal is to merge these fields to make financial tools and insights more accessible, particularly for underrepresented communities. By leveraging artificial intelligence and machine learning, I aim to build intelligent financial systems that empower individuals and small businesses to make data-driven decisions, ultimately reducing economic disparities and fostering financial literacy. My journey in computer science has been driven by a desire to make an impact beyond traditional coding. During my internship at KPMG, I worked on data architecture projects that helped businesses transition to new systems efficiently. Additionally, my experience developing a classification model for online shoppers has reinforced my belief in the power of machine learning to analyze and predict consumer behavior, a skill I hope to refine further in the financial sector. These experiences have allowed me to see how data science can be leveraged to optimize decision-making, improve accessibility, and provide real-world solutions. Beyond computer science, I have a deep passion for entrepreneurship and economic empowerment. My work in financial modeling and algorithmic trading has shown me the power of data-driven decision-making, but I also recognize that many individuals and small business owners lack access to these insights. This realization fuels my ambition to create a fintech platform that provides AI-driven financial guidance to marginalized communities, helping them navigate credit, investments, and financial planning in a way that fosters long-term stability and growth. Through the use of machine learning and predictive analytics, I want to equip individuals with tools that enable them to take control of their financial future. Furthermore, I am deeply committed to mentorship and community-driven initiatives. As a transfer peer mentor and treasurer for the DePaul AI club, I have had the opportunity to help fellow students build confidence in coding and data science, especially those from underrepresented backgrounds. By sharing my knowledge and experiences, I strive to make technology more inclusive and accessible, ensuring that diverse voices and ideas are represented in the field. Combining my computer science expertise with my entrepreneurial aspirations, I envision a future where technology serves as an equalizer in the financial world. By developing AI-powered financial tools, I want to reduce economic disparities and provide individuals with the resources they need to make informed financial choices. My experience in both fields has given me a strong foundation, and I am actively pursuing coursework, internships, and personal projects that align with my long-term goal. Additionally, I am exploring how blockchain technology and decentralized finance (DeFi) can be incorporated into my fintech vision to create more secure and transparent financial solutions. Receiving this scholarship would provide crucial financial support, allowing me to continue my education and further develop the skills necessary to bring my vision to life. More importantly, it would reaffirm my commitment to using technology not just for innovation, but for inclusivity, accessibility, and social change. I am determined to be part of the next generation of multi-faceted computer scientists who are not only skilled programmers but also changemakers in the world. Through my work, I aim to leave a lasting impact by making financial empowerment and technological advancements accessible to all, especially those who have historically been left behind in the digital economy.

From a young age, I have been fascinated by the power of entrepreneurship to shape industries, uplift communities, and leave lasting legacies. To me, entrepreneurship is not just about building a business—it’s about solving real-world problems and making an impact that extends beyond financial success. My dream is to create a business that leverages data science and artificial intelligence to empower small businesses and underprivileged communities, providing them with the tools to compete in an increasingly digital economy. My journey toward entrepreneurship began when I worked on a consulting project analyzing food deserts in Chicago’s South Side. I saw firsthand how limited access to affordable, nutritious food negatively impacted health outcomes and economic mobility. Inspired by this experience, I hope to launch a data-driven platform that helps small businesses in underserved areas optimize their operations, reach broader markets, and access resources to sustain long-term growth. By combining my passion for technology with my commitment to social impact, I aim to build a company that not only generates revenue but also creates economic opportunities for those who need them most. Creating a legacy means leaving something behind that continues to benefit others long after I am gone. For me, that legacy will be a business that levels the playing field for aspiring entrepreneurs and small business owners, particularly those from marginalized communities. By providing access to AI-driven insights, financial literacy tools, and mentorship programs, I want to help small businesses navigate challenges and thrive in a competitive marketplace. Success in entrepreneurship should not be limited to those with wealth or connections—it should be accessible to anyone with the drive to make a difference. Beyond my entrepreneurial aspirations, I believe that shining my light means inspiring and uplifting those around me. Throughout my academic journey, I have mentored fellow students, served as a transfer peer mentor, and participated in various volunteer initiatives aimed at bridging the digital divide. Whether it’s helping students refine their business ideas, teaching coding workshops to underrepresented youth, or assisting nonprofits in optimizing their operations, I strive to use my knowledge and experiences to empower others. Entrepreneurship is not an easy path—it requires resilience, adaptability, and an unwavering belief in one’s vision. My ambition, drive, and passion fuel my determination to build a business that not only succeeds financially but also creates meaningful change. By merging technology and social impact, I intend to carve out a legacy that extends far beyond profits—one that transforms communities, inspires future entrepreneurs, and ensures that opportunities are accessible to all. This scholarship would allow me to continue my education and take one step closer to realizing my entrepreneurial vision, ultimately helping me turn my dreams into reality.

Growing up in a low-income neighborhood on the Northeast Side of Chicago, I always knew that opportunities weren’t distributed equally. I attended a school where most students, including myself, qualified for free or reduced lunch. Conversations about college and career aspirations often took a backseat to more immediate concerns—helping parents with bills, finding part-time work, or simply making it through the school year. My father, a taxi driver, worked long hours to support our family, yet financial struggles were a constant reality. Even as a child, I understood that education was my best shot at breaking this cycle, but I also knew that the road ahead wouldn’t be easy. Despite the challenges, I was determined to push forward. I worked hard in school, excelling academically, and sought every opportunity available to me. That persistence eventually led me to a position at KPMG, a moment that felt almost surreal given where I had started. One of my greatest achievements was working on a project at KPMG that analyzed food deserts in Chicago. It was a full-circle moment—growing up, I had seen firsthand how limited access to healthy, affordable food impacted families in low-income neighborhoods. At KPMG, I used data science to uncover how racial demographics, income levels, and geographic barriers contributed to food insecurity, particularly in the South Side. I worked with my team to propose actionable solutions through KPMG’s partnerships, ensuring that the insights we generated translated into real-world impact. When I presented my findings, it wasn’t just another project—it was personal. I wasn’t just analyzing numbers; I was speaking for communities like mine. This experience taught me that my background is not a setback—it’s a source of strength. It gave me a unique perspective on how economic disparities manifest in everyday life and how data-driven solutions can help bridge those gaps. It also reinforced my belief that success is not just about personal achievement but about using what I’ve learned to uplift others. Looking ahead, I want to continue using data science and consulting to address critical issues, particularly where financial hardship limits access to opportunities. Whether in finance, healthcare, or urban development, my goal is to ensure that data-driven insights lead to tangible, positive change for underserved communities. I hope to bridge the gap between data and real-world solutions—ensuring that students like me, who grow up facing difficult choices, have the resources to turn their ambitions into reality. This scholarship would be a crucial step in allowing me to continue my education and expand my ability to make a difference. I want to prove that where you come from does not define where you can go. Everyone deserves access to opportunities, and I plan to use mine to build a future where education and success are determined by potential and perseverance, not socioeconomic status.

From an early age, I have been fascinated by the intersection of data and real-world decision-making. Growing up in Chicago, I witnessed the stark contrast between affluent neighborhoods and areas struggling with food insecurity, particularly in the South Side. The deeper I looked, the more I realized how data—or the lack of access to it—plays a critical role in shaping economic opportunities and public policies. This realization led me to pursue data science with the goal of using analytical tools to drive meaningful change in underserved communities. The problem I am obsessed with solving is the inequitable distribution of resources in urban environments, particularly food deserts. A food desert is an area where residents have limited access to affordable and nutritious food. During my time at KPMG, I worked on a project analyzing health inequalities across Chicago and discovered that much of the South Side lacked access to fresh food. Through data analysis, I found correlations between food insecurity, racial demographics, income levels, and health outcomes such as diabetes and obesity. This experience cemented my passion for using data to inform policy changes and economic initiatives that can bring about tangible improvements. I first realized the importance of this issue during my high school years when I volunteered at 'A Just Harvest,' a nonprofit that provides meals to those in need. While serving meals, I had conversations with families who traveled miles to access fresh produce. Their struggles were not due to a lack of motivation but rather systemic barriers that kept them from accessing what many take for granted. That experience opened my eyes to the broader socioeconomic challenges at play and inspired me to find solutions that address these disparities at scale. In college, I deepened my understanding by working on projects that leverage data science for social good. I developed predictive models that analyze economic trends and consumer behaviors, which could be adapted to track food insecurity patterns and optimize resource distribution. Additionally, I have worked on machine learning models that predict purchasing behaviors, which could help local businesses and policymakers anticipate community needs more effectively. My ambition is to bridge the gap between data science and social impact by creating data-driven solutions that empower underserved communities. Whether through developing AI models that optimize food distribution networks or partnering with policymakers to craft data-backed policies, I want to ensure that insights derived from data translate into real-world improvements. This scholarship would allow me to continue my studies, enhance my technical skills, and collaborate with organizations tackling these challenges. Ultimately, my goal is to turn insights into action—transforming raw data into strategies that can reshape communities for the better. By pursuing a career that blends data science, business, and social impact, I aim to be at the forefront of solving some of the most pressing equity challenges of our time.

Mental health and suicide prevention are crucial issues for my generation, and raising awareness about these topics has never been more important. The pressures faced by young people today are significant, ranging from academic demands and social expectations to economic uncertainty and digital overstimulation. These stressors can create feelings of isolation, anxiety, and hopelessness, making mental health support systems and open conversations essential. I have witnessed firsthand the impact of mental health challenges. A close friend of mine struggled with severe anxiety during our junior year of high school. Despite being an exceptional student and athlete, they often felt overwhelmed and isolated. With the stigma surrounding mental health, they were hesitant to seek help. Seeing my friend endure this hardship motivated me to become a more supportive peer and advocate for mental wellness. I learned that sometimes simply listening and showing empathy can make a tremendous difference. Through these experiences, I realized that promoting mental health awareness is not only about professional interventions but also about fostering a culture of compassion, understanding, and open dialogue. To actively support mental health initiatives in my community, I have become involved in several efforts. As a transfer peer mentor at DePaul University, I make it a priority to connect with students who may feel out of place or overwhelmed by their academic and social transition. I believe that helping students build meaningful connections and access campus resources can prevent them from feeling isolated. Additionally, I participate in my university's mental health awareness campaigns, where I speak about the importance of self-care, stress management, and seeking help when needed. My personal experiences have deeply shaped my beliefs about mental health. I have learned that mental well-being is just as important as physical health and that caring for ourselves emotionally allows us to thrive in all aspects of life. Witnessing my friend struggle also influenced my career aspirations. As someone pursuing a career in consulting, I aim to create environments where employees feel supported, valued, and empowered to prioritize their mental health. I believe promoting mental wellness in the workplace is vital to fostering creativity, productivity, and overall job satisfaction. In honoring Tammurra Hamilton's legacy, I am committed to continuing my efforts to raise awareness about mental health and suicide prevention. By encouraging open conversations, supporting vulnerable individuals, and advocating for accessible mental health resources, I hope to contribute to a more compassionate and understanding society.

Being the first in my family to obtain a college degree represents a profound shift in my family’s trajectory. Growing up, my parents instilled in me the value of education, despite neither of them having had the opportunity to pursue higher learning. For them, supporting our family was always the priority, and their sacrifices made it possible for me to envision a different path—one defined by academic achievement and professional growth. Earning a degree is not just a personal accomplishment; it is a testament to their hard work, resilience, and belief in my potential. It symbolizes breaking free from limitations that previous generations faced and forging a new path for future members of my family. Being a first-generation student also means overcoming obstacles that many of my peers may not face. From navigating college applications on my own to balancing academic demands with financial constraints, the journey has required resilience and adaptability. At times, I felt overwhelmed by the unfamiliarity of the process, yet each challenge has taught me valuable lessons about perseverance and self-advocacy. These experiences have shaped my determination to succeed and strengthened my commitment to supporting other students from similar backgrounds. I am pursuing a degree in Data Science with a focus on mathematics at DePaul University. This path allows me to combine my analytical skills with my passion for data-driven decision-making. Through my studies, I have gained experience in areas such as data analysis, machine learning, and statistical modeling. Additionally, my involvement as treasurer for the DePaul AI club and my internship experiences have broadened my understanding of how technology and data science are revolutionizing industries. I am particularly interested in leveraging artificial intelligence and machine learning to develop solutions that address real-world challenges in areas such as healthcare, finance, and social equity. My long-term goal is to combine my background in data science with my consulting aspirations to help businesses optimize their strategies through data-driven insights while also working to improve access to technology and education in underrepresented communities. By doing so, I hope to empower others facing similar challenges to my own and help bridge the opportunity gap that often exists for first-generation students. This scholarship would provide me with the financial support needed to continue pursuing my education and allow me to focus more on gaining valuable experiences through internships, research, and leadership roles. Ultimately, earning my degree will not only fulfill a personal goal but will also stand as a symbol of progress for my family and community, inspiring others to pursue higher education despite obstacles

As a first-generation college student, I have navigated the challenges of higher education with resilience, resourcefulness, and a deep commitment to making a meaningful impact. Through my studies in data science and marketing, my experiences in consulting, and my leadership in student organizations, I aim to foster a more empathetic and understanding global community by leveraging technology, storytelling, and education to bridge gaps between people of diverse backgrounds. One of my most transformative experiences was working on a data-driven project at KPMG, where I analyzed disparities in food access in Chicago. By examining racial, income, and health data, I identified key areas of inequality and helped develop a strategy to provide lower-income communities with better food access. This experience reinforced my belief that data can be a powerful tool for advocacy, bringing visibility to underrepresented voices and driving impactful change. I want to continue using data science to uncover hidden inequalities and promote policies that foster inclusivity and fairness. Beyond data analysis, I believe storytelling is crucial in fostering empathy. During my time as treasurer of the DePaul AI Club, I worked to create events that highlighted AI’s ethical implications, ensuring that discussions were accessible and relatable to students from all backgrounds. I also mentored transfer students, guiding them through academic and social transitions. These experiences have shown me that sharing knowledge and personal narratives helps break down barriers and cultivate mutual understanding. Looking ahead, I plan to apply my skills to initiatives that make technology more inclusive and accessible. I am particularly interested in using AI and data science to enhance education, creating personalized learning tools for students from underprivileged backgrounds. By tailoring content to individual learning styles and cultural contexts, we can create more equitable educational opportunities, ensuring that students worldwide—regardless of socioeconomic background—have the tools to succeed. Additionally, I hope to collaborate with organizations that focus on ethical AI, ensuring that technological advancements align with fairness, accountability, and human rights. Empathy is built through awareness, communication, and action. By integrating data-driven insights, storytelling, and technology, I hope to contribute to a world where understanding and compassion drive meaningful change. This scholarship would support my education and enable me to continue developing solutions that bring people together through knowledge, opportunity, and shared experiences. With the right support, I am confident that I can amplify my impact, empowering individuals and communities to create a more just and connected world. By combining my technical expertise with a strong sense of social responsibility, I strive to ensure that innovation benefits everyone, not just a select few.

Turning dreams into reality requires a blend of vision, strategic planning, and relentless execution. My dream is to bridge the gap between data science and business consulting, using artificial intelligence to create tangible solutions for real-world problems. To achieve this, I have developed a structured approach that includes education, practical experience, and continuous learning. Education serves as the foundation of my plan. I am currently pursuing a degree in Marketing with a concentration in Digital Marketing while also expanding my technical expertise in programming, machine learning, and data analytics. My coursework in SQL, Python, and Java, along with my projects in predictive modeling, has equipped me with the technical skills necessary to analyze complex datasets. Additionally, I am studying for the DP-900 certification from Microsoft to solidify my understanding of data fundamentals. However, knowledge alone is insufficient; practical application is key. To bridge theory and practice, I have actively sought internships and projects that align with my goals. During my time at KPMG, I played a crucial role in a data architecture project, mapping over 1,000 rows of data and analyzing API connections for a new system implementation. This experience not only strengthened my data engineering skills but also taught me how to communicate complex technical concepts to business stakeholders. Additionally, my work in real estate analytics and e-commerce has exposed me to different industries, refining my ability to adapt data-driven strategies to diverse business challenges. Beyond internships, I have engaged in independent projects that push me to apply what I learn. I developed a trading algorithm using technical indicators like Bollinger Bands and backtested it to assess its effectiveness. This hands-on approach enables me to experiment with machine learning models in finance, reinforcing my ability to leverage data for decision-making. More recently, I have been working on a classification model to predict online shopping behaviors, analyzing a dataset with over 12,000 sessions. These projects are essential stepping stones that bring me closer to my dream. Networking and mentorship also play a vital role in my journey. As the treasurer of the DePaul AI Club and a transfer peer mentor, I have built relationships with peers and industry professionals who offer valuable insights into the evolving AI landscape. Engaging in discussions, attending conferences, and learning from experienced mentors provides me with perspectives that extend beyond textbooks and coursework. However, turning dreams into reality requires more than just technical expertise; it demands resilience and adaptability. The field of AI and consulting is constantly evolving, and staying relevant means embracing lifelong learning. I make it a habit to read industry reports, follow thought leaders like Alex Hormozi, and stay updated on the latest advancements in generative AI and vector embeddings. My ability to quickly learn and apply new concepts has allowed me to navigate complex problems, such as feature selection in predictive modeling or refining classification models for financial forecasting. In the future, I aim to leverage my expertise to drive data-driven decision-making in consulting. Whether working with Fortune 500 companies or startups, my goal is to translate complex data into actionable insights that create real business impact. By pursuing a graduate program in data science and gaining further industry experience, I will be well-equipped to lead AI-driven transformations in consulting firms. Ultimately, dreams become reality through persistence, continuous learning, and strategic action. I am committed to following this path, turning my vision into a tangible career that blends technology, business, and problem-solving to make a lasting impact in the world of consulting.

I have chosen to pursue higher education because I firmly believe that it is the key to unlocking opportunities and creating a positive impact on both my life and the world around me. As a first-generation student, the road to higher education has not been an easy one, but it has been one full of determination, perseverance, and a deep commitment to achieving my goals. My parents, immigrants who worked tirelessly to support our family, always emphasized the importance of education as a means to overcome adversity and build a better future. Their sacrifices have fueled my ambition to break through barriers and pursue my dreams. Growing up, I did not have the same resources or guidance that many of my peers had when it came to navigating the complexities of college applications, financial aid, and academic expectations. However, my experiences as a first-generation student have taught me invaluable lessons in self-reliance, resilience, and the power of hard work. I have prepared for college by seeking out opportunities to learn independently, whether through online courses, internships, or extracurricular activities. I have also been proactive in building a support system of mentors, peers, and faculty who have helped guide me through this journey. One of the most significant steps I have taken in preparing for college was participating in programs aimed at supporting first-generation students, such as peer mentorship and workshops on time management, study skills, and financial planning. These experiences have helped me develop critical skills that I believe will be vital in my college journey and beyond. Additionally, I’ve worked part-time throughout high school and college to not only support myself financially but also learn time management and work ethic—skills that will help me thrive academically. As a first-generation student, I understand the importance of community and the value of giving back. I am committed to supporting others who are in similar situations, just as I was when I first began this journey. My goal is to use my education to mentor and guide others, helping them navigate the challenges of higher education and achieve their own aspirations. I want to prove that regardless of background, anyone can achieve greatness with the right mindset and determination. Pursuing higher education has been a dream I’ve worked hard to realize, and I’m committed to leveraging the knowledge, skills, and experiences I gain in college to create meaningful change and make a difference in the world. This journey is not only for me—it is for my family, for those who came before me, and for those who will come after me. Education is the foundation for building a future where opportunities are accessible to everyone, regardless of their background, and I am determined to be a part of that change.

As the child of immigrant parents who came to the United States seeking a better life, I have always valued education as the key to opportunity and change. Watching my parents navigate the challenges of building a life in a new country while working tirelessly to support our family instilled in me the importance of perseverance and hard work. As a first-generation, low-income college student, I’ve had to navigate higher education largely on my own, which has shaped me into a determined and ambitious individual ready to tackle challenges head-on. I am currently a senior at DePaul University, majoring in Data Science with a minor in Mathematics. My decision to pursue this field stems from my passion for uncovering insights through data and using those insights to solve complex, real-world problems. The mathematical foundations of data science allow me to approach challenges with precision and rigor, while the interdisciplinary nature of the field lets me apply my knowledge across various industries. At DePaul, I’ve embraced opportunities to excel academically and contribute to my community. One of the most rewarding roles I’ve taken on is serving as a transfer peer mentor, where I help incoming transfer students navigate the transition to DePaul. As someone who transferred myself, I understand how daunting the process can be, and I take pride in helping others feel supported and empowered as they start their new journey. While pursuing my degree, I’ve also been actively involved in extracurricular activities and part-time work to support myself and my family financially. My role as a treasurer for DePaul’s AI club has allowed me to explore the intersection of data science, artificial intelligence, and innovation. Additionally, my internship at KPMG gave me the chance to apply my skills to meaningful projects, such as analyzing health inequities in Chicago. Working while studying has been a balancing act, but it has taught me invaluable lessons in time management, resilience, and adaptability. These experiences have also reinforced my commitment to higher education and my desire to use my knowledge to make a positive impact on the world. Looking ahead, I plan to pursue a Master of Science in Analytics at the University of Chicago, where I aim to deepen my understanding of data science and machine learning. This decision is driven by my passion for leveraging data to address pressing societal challenges and my desire to use technology to drive equitable solutions. The MS program will provide me with the technical skills, interdisciplinary perspective, and collaborative opportunities needed to make a lasting impact. By combining my data science expertise with my desire to address systemic inequities, I hope to develop innovative solutions to issues such as access to education, food security, and healthcare disparities. This scholarship would play a crucial role in enabling me to continue my education and work toward these goals. As someone who comes from a low-income background, the financial burden of higher education has been significant. While I have worked diligently to fund my education and support my family, the rising costs of tuition and living expenses remain a challenge. This scholarship would alleviate some of that burden, allowing me to fully dedicate myself to my studies and professional development. Ultimately, I view my education as a platform to uplift others. My goal is to mentor and advocate for underrepresented students in STEM, just as I have supported transfer students at DePaul. I also aim to use my skills to design data-driven solutions that address social inequalities and create opportunities for underserved communities.

As a child, I watched my parents navigate the challenges of starting over in a new country with little more than resilience and a dream for a better future. Their determination instilled in me a relentless drive to succeed and a deep sense of responsibility to give back to my family and community. When I earned my first internship at KPMG, I saw it not only as an opportunity to grow professionally but also as a chance to support my family financially—an achievement that symbolized how far we had come and how much further I could go. This journey, defined by perseverance and purpose, fuels my passion for innovation in STEM and my commitment to creating opportunities for others. I view this scholarship as more than financial support; it represents a commitment to advancing innovation and creating opportunities for underrepresented voices in technology. If awarded, I will honor the scholarship’s values by leveraging my education and experience to make a lasting impact in digital technology and inspire others to pursue STEM careers. My vision is to bridge the gap between cutting-edge technology and real-world applications addressing societal challenges. Through my work, I aim to contribute to advancements in machine learning, blockchain, and digital transformation. For example, my recent projects, including a classification model for FX trading that combines financial data with AI-driven predictions, demonstrate how I apply innovation to solve complex problems. By continuing to build solutions at the intersection of AI and digital technology, I aspire to lead transformative projects empowering businesses and improving access to technology globally. My journey as a first-generation student has profoundly shaped my resilience, ambition, and dedication to education. Having parents not from the United States introduced me to a culture of innovation, but it also presented challenges, including navigating a new education system and balancing financial responsibilities. Despite these obstacles, I remained steadfast in my goals, achieving academic excellence and becoming a role model in my community. One of my proudest accomplishments was using opportunities like my internship at KPMG to support my family financially while also building skills in data architecture and technology implementation. Balancing these responsibilities taught me how to persevere under pressure and focus on personal and professional growth. One pivotal moment in my journey was my work at KPMG, where I designed data architecture plans for a major client. This experience taught me the importance of technical expertise and the value of adaptability, teamwork, and communication. Similarly, my project analyzing health inequities in Chicago’s Southside showed me the power of data-driven solutions to drive social change. These experiences reinforced my belief that technology can be a force for good and inspired me to pursue a graduate degree to deepen my impact. Being the first in my family to pursue higher education in the U.S. instilled in me a deep appreciation for the opportunities education provides. It also fueled my determination to ensure that others, particularly immigrants and underrepresented groups, have the tools and inspiration to achieve their dreams. This scholarship would enable me to focus on my education and further my mission of creating innovative solutions while supporting my family and giving back to my community. If selected for this scholarship, I will dedicate myself to excelling in my field and ensure that the scholarship’s legacy of supporting education and innovation endures. Through my career and community efforts, I will advocate for diversity in STEM and contribute to projects demonstrating the transformative power of technology. By investing in my education and enabling me to advance digital technology, this scholarship will empower me to uplift others and drive meaningful change.

Helping others reach their full potential has been the foundation of my academic, professional, and personal journey. I’ve always believed that success is more meaningful when it’s shared and that empowering others creates a ripple effect, leading to greater collective achievement. This belief has driven my passion for mentorship, collaboration, and problem-solving. Whether mentoring peers, developing technical solutions, or working on collaborative projects, I’ve made it my purpose to not only grow my own skills but also to uplift those around me. One of the most fulfilling aspects of my life has been my role as a transfer peer mentor at DePaul University. Having experienced the challenges of transitioning to a new academic environment, I recognized how overwhelming the process could be for others. As a mentor, I guide new transfer students through course selections, help them access campus resources, and encourage them to adapt to the university culture. I’ve seen firsthand how small actions—like clarifying academic requirements or simply offering a listening ear—can significantly boost someone’s confidence. These experiences have shown me the value of creating an environment where others feel supported and capable, reinforcing my passion for mentorship. My professional experiences have further cultivated my skills in helping others succeed. During my time at KPMG, I worked on a client implementation project that required improving communication across teams and service lines. One of the biggest challenges was ensuring that stakeholders understood the progress of a complex system implementation. To address this, I created a summarized table that aggregated the completion status of different service lines based on their respective sprints. This tool allowed both technical teams and project managers to gain a clearer understanding of overall progress, facilitating better decision-making and collaboration. Knowing that my work helped streamline communication and empowered the client to stay on track with their goals was deeply rewarding. In addition to facilitating communication, I’ve used my technical skills to address societal challenges and help others. One example is a project I worked on at KPMG analyzing health inequalities in Chicago. By studying racial demographics, income levels, and access to resources like transportation and grocery stores, my team identified areas—such as the Southside—that were classified as food deserts. We developed a data-driven plan to improve food access for underserved communities by leveraging KPMG’s partnerships. This experience was a profound reminder of how data and problem-solving can create actionable solutions that improve lives. Academically, my passion for data science has provided additional opportunities to empower others. For example, I worked on building a classification model to predict online shopping behavior using the Online Shoppers Purchasing Intention dataset. This project, while technical in nature, aimed to help e-commerce businesses better understand their customers and improve their decision-making processes. Similarly, as the treasurer of the DePaul AI Club, I’ve worked to foster an environment where students can explore their interests in AI and machine learning. By organizing events and managing resources, I’ve helped my peers gain exposure to cutting-edge technologies that could advance their careers. Ultimately, my purpose is deeply rooted in my belief that growth and success are best achieved together. Whether mentoring, collaborating, or solving technical problems, I find fulfillment in creating opportunities for others to succeed. Helping others be their best isn’t just a passion for me—it’s a driving force behind everything I do, and I look forward to continuing to make an impact through mentorship, collaboration, and innovation.

Evolving and improving every day, gathering, implementing, and manipulating data continuously. The internet is a whole world of information that we can access through a device smaller than a remote and lighter than a can of coke. The internet allows people to connect instantaneously but opens a lot of us to misinformation. With so much data, we have to take time to fact-check and understand the statistics we are getting as they can be misleading. It's why I have a passion to become a data analyst to take the significant amounts of data we get and categorize and implement it to make for a more efficient society. Data Analysts are going to be necessary for our future. We live in the era of big data, and with a myriad of information, it is hard to figure out what it means and if it is correct. As a future data analyst, I plan to use my skills with programming and analytical skills to break down the data and use it to better businesses and to inform communities. The United States has communities' that are so polarized that we as a nation can't come together to solve: Covid-19. More than 90% of the new cases are because of the unvaccinated population, and the reason is misinformation. As more people create programs to sort the statistics, the correct information can be given to the public. To illustrate the vaccine does not make people infertile or that Corona is a real threat. The numerous claims about the vaccine being unsafe are harming society and getting more people in hospital beds. This brings me to developing and improving algorithms notably on social media websites, to find incorrect material and make it known. Countless more sectors of knowledge can be used to improve our lives. Recently I pulled data from yahoo finance to calculate my expected returns on stocks in my portfolio. By using the CAPM formula I was able to analyze how aggressive and profitable an asset can be. The formula gave me insight into how my portfolio performs in accordance with the overall market so that I can adjust based on the aggressiveness of the asset. Information can be pulled from anywhere on the internet. However, by organizing it and studying data we can use it to educate others and prepare for the future. Therefore, I have started improving my programming skills in Python and my analytical skills when it comes to interpreting statistics. We have the information, we need to present it appropriately.

Innovative and ingenious; Nikola Tesla. His findings of Alternating current is why I have the opportunity to sit down and submit an application on my laptop. He transformed society by allowing electricity to travel the globe as AC allows electricity to travel great lengths because it can change voltages. His passion and intelligence is inspiring, to say he is a great scientist is an understatement.