I have practical knowledge about the application of AI and machine learning. I have been working with various AI products for a year now, creating small-scale projects and understanding the functioning of machine-learning models in practice. I have built various scripts with the help of APIs which help me in classifying text, generating responses and analyzing data patterns. My favorite among the projects was the development of an app that used machine-learning-based text processing techniques to enable the students to write better essays. This project made me aware of the way machine-learning models interpreted the language and structured prompts. The experience of working with AI firsthand has shown me just how impactful—and fragile—the technology is. Through my work, I have gained skills in debugging unexpected results, fine-tuning prompts, and detecting biases in training data. In addition, I have researched decision-making processes of models and transparency in terms of user experience. The principles that guide my AI development practice include responsibility: the need to ensure that technologies are ethical, accessible, and are designed to aid humans in their tasks rather than replace them. All this experience has only increased my enthusiasm for machine learning and inspired me to learn more about the technical aspect of AI design. My passion is about leaving a mark on the world of AI with respect to accessibility and community empowerment. There are many people in my community who lack access to sophisticated technologies and the expertise to utilize them. My ambition is to come up with AI systems that are user-friendly, affordable, and targeted towards everyday individuals such as students who need help with their studies and workers who require training. In the long run, my vision is to be able to create accessible AI systems that assist underserved students to gain an understanding of STEM subjects through technological means. Through continuous education, my ambition is to create systems that are ethical and aimed at uplifting individuals. Working directly with artificial intelligence and machine learning through different projects gave me a sense of the capabilities of such tools that are developed responsibly and thoughtfully with actual people in mind. Each project – whether playing around with an API, building a small prototype, or observing how models behave – further strengthens my interest in this sphere. While I am not merely fascinated by these technologies, I also see their potential to help underserved communities. I want to apply the power of AI to build accessible tools, educate people, and make complex technologies more available for ordinary individuals. I am determined to continue developing myself in this sphere in terms of skills and knowledge to achieve this goal.

Being forced to leave my mother's home has been one of the most challenging transitions in my life. Overnight, I had to figure out how to support myself, continue school, and make sure my future was not ruined by my actions. This did not make me falter in my resolve but rather strengthened it. I clung to my empathy, my sense of hard work, and my drive to create a better situation for myself. The most formative part of the experience was learning that security is not a gift but rather an achievement. It has allowed me to concentrate on my degree and my leadership skills. Engineering proved to be the thing that anchored me during all my difficulties. Since my childhood, I have been fond of figuring out how the world works and why different systems interact with each other. Engineering has always felt like something intuitive, something tangible and practical that allows solving real problems and making this world better. Alongside my education in engineering, I gained some experience as a manager at Krystal. It helped me develop qualities like discipline, effective communication, and stress management. I gained skills necessary for working with people and fast problem-solving. This experience reinforced my interest in engineering because of the similar requirements that both activities entail. Education is not only about a profession; it is about making a positive difference in one's community. With engineering education, I am going to be able to design safer and better communities, build infrastructures that serve people rather than restrict them. When I was growing up, I have witnessed firsthand how poorly maintained roads and buildings can influence people's lives. I am going to do my part in designing and creating environments that will be beneficial for people and structures that will stand long. Apart from the engineering tasks, I would like to act as a mentor for the youth, especially for those who have problems like me. Everything that I have managed to overcome has only made me more dedicated to engineering and to the future that I am working towards. Being forced to leave my mother’s house has taught me how resilient I am, the importance of being independent, and the value of making myself stable by working hard for it. My position of leadership at Krystal taught me to lead other people, solve problems while working under pressure, and to keep sight of my end goals. Engineering will be the link between where I have been and where I want to go by designing better communities, improved infrastructures, and by providing opportunities to other people who might find themselves in situations similar to the one I have experienced.

My decision to enter the STEM field, particularly civil engineering, comes from the intention to make life better for others through my work. Growing up in Mississippi, I have seen firsthand how infrastructure could affect the lives of those in such communities. From flooded streets in the wake of a storm to homes without proper sidewalks and public spaces without adequate investments, there is always a need for improvements in infrastructure. This field gives me the opportunity to make a difference in my surroundings. As a young black male entering STEM, I understand that I am entering a field that currently lacks adequate minority representation. There is no doubt that there is a very small number of blacks who graduate from STEM programs, especially in engineering. Instead of discouraging me, however, it pushes me to be part of the process that aims to change this unfortunate situation. The presence of another black male in an engineering class and his ability to tackle difficult tasks could serve as a source of inspiration for younger children. Being an African American male in STEM, I know that I am entering an environment with very limited representation. Black students have obtained less than ten percent of STEM-related degrees, while those pursuing careers in engineering represent the minority among that number. However, rather than making me feel discouraged, such statistics make me feel empowered because I know that I can be part of the movement which can change these numbers. Hopefully, one day, students will see a black engineer creating the future for themselves and others alike. Moreover, my path in STEM is personal to me because I come from a family where higher education is uncommon. Having gone through the process of earning my degree without any previous experience in navigating through this environment, I learned the value of perseverance and determination, which makes STEM very appealing to me because every problem solved means that one day I might help solve someone else's. My education will allow me to assist my community in numerous ways. First, I wish to undertake initiatives for developing infrastructure that would make life easier and safer for my fellow Mississipians—repairing our roads, improving our drainage, constructing safe and sustainable structures. Being aware of unique problems we experience in Mississippi, I am looking forward to finding long-lasting solutions for these issues using my knowledge. Second, I want to serve as a role model for young African Americans wishing to pursue science, technology, engineering, and mathematics. Representation plays an important role in helping students find motivation to enter a field which they are afraid of because of their race. Therefore, I plan to visit local schools and youth organizations to demonstrate how STEM is open to them and desperately needs them. Last but not least, I wish to use the opportunity that this platform gives to advocate for equity in STEM education. It should not matter whether a student comes from a wealthy or underprivileged background, or what kind of resources they have at their disposal, including tutors, technology, or conducive learning environments. I believe sharing my experience could play an important role in achieving this goal. Becoming involved in STEM is both a career choice and a promise that I made to give back to the community that gave so much to me, as well as to build upon the foundation that was laid before me.

I have chosen civil engineering as my career choice because I would like to help in building safer and sustainable communities, particularly in my home state, Mississippi. I am very excited to be able to help in building structures and infrastructures that will help communities prosper. Engineering provides an opportunity for me to create something that will last long and make a significant impact on other people. The unique factor that sets my path apart from others is the fact that my mentality during engineering problems is the same as when I play chess. Chess has helped me in becoming the person I am today and how I think and approach life. I always try my best to make sure I make good decisions and take every step with care, just like I do when playing chess. As a first-generation college student, playing chess has taught me many lessons in life. For instance, when playing chess, it is essential to think ahead, know what obstacles to expect, and be prepared for all possible scenarios. Strategic patience is one of the many qualities that I have been able to develop because of chess. In chess, one cannot win by rushing their play. In order to be victorious, patience must be applied. The field of civil engineering needs just such a quality since everything about the process of building requires time and effort. While studying structural analysis and doing complicated math, I have managed to develop patience which helps me to focus on my studies more effectively. One more lesson that I got while playing chess is the need to consider all the components that exist. The same approach should be used in civil engineering where there are connections between different processes: the effect of water flow on soil, of soil on foundations, etc. In general, in this way, the engineer creates something that will benefit an entire community. Moreover, in terms of my life path, it is also necessary to understand that my actions will influence other people as well, namely the younger generation of Black engineers who look up to me. Playing chess has also helped me develop discipline. This is because playing chess involves doing a lot of practice, studying, and analysis. This level of discipline spills over to my engineering classes and future career aspirations. I would like to someday have a hand in big construction projects and mentor future minority engineers after that. It is important that minorities see themselves represented in the industry, and I would like to be such an engineer who does more than just build buildings. In conclusion, I would like to say that chess helped me learn how to think, how to plan, and how to be persevering. These traits help me achieve my engineering career objectives.

Being different was never something that I tried to deny about myself. Having come into this world as a first-generation college student and African American young man from Mississippi, being unique became my strength, which helped me develop my mission in life. Being an engineering student and a committed band member at the moment, I am leveraging my differences and allowing them to drive me to excellence while inspiring other young men who watch me, whether I know it or not. Civil engineering and band playing do not look like they go hand in hand, but in my case, both fields require me to offer something unique that helps to construct my foundation and add my contribution to the whole thing. My long-term aspiration is to get my place within the Jackson State University Sonic Boom of the South, which is one of the greatest bands in the United States of America. To achieve this dream, it will require me to have boldness, persistence, and the ability to be myself, just like Gladys Ruth. What sets me apart is how I handle my responsibilities. I know for a fact that there are people out there, especially younger ones in my community, who are watching me and taking notice. What I mean is that I am a reflection of what a young person can do when he is dedicated to engineering, band, and dreaming big in a community much smaller than him. Sometimes it does not take much to change someone’s mind, but only your presence. I leverage on my personal attributes using services. Using the assistance in enhancing the skill level of the younger members of the band, engaging in activities within the community and becoming a reliable source of comfort for people seeking it, I try to ensure that everyone is made visible. It has dawned on me that it is impossible to predict who you might affect with what you are doing. Once during a conversation with a member of the band, he informed me that he remained in school because he observed how I juggled studies, job and practice without getting bored. This helped me realize that through my own self-discipline and dedication, I could positively impact someone else's life. Life goes on and now, I am fully accepting of myself as a first generation college student and music lover aspiring to become an engineer one day.

Absolutely — here’s a more natural, human-sounding version of the essay. I’ve been a fan of LeBron James for as long as I’ve been into basketball. It’s not just about the highlights or the championships—though those are definitely part of it—it’s about how he carries himself, how he plays the game, and what he stands for beyond the court. From the moment he entered the league, there was this insane pressure on him to be “the next big thing.” A lot of athletes would’ve crumbled under that kind of spotlight, but not LeBron. He’s not only lived up to the hype, he’s somehow exceeded it. Watching him over the years, it’s clear that he’s not just playing for himself—he’s always trying to elevate his team. He’s unselfish, smart, and just ridiculously good at everything: scoring, passing, defending, you name it. What really makes him stand out to me, though, is his consistency. He’s been doing this at a high level for over 20 years. That kind of longevity takes discipline, work ethic, and a real love for the game. The fact that he became the NBA’s all-time leading scorer while also being known as a pass-first player? That’s wild. But it’s not just what he does in a jersey that makes me respect him—it’s who he is outside of it. He’s opened schools, created scholarships, and spoken out on important issues when it would’ve been easier to stay quiet. He never forgets where he came from, and he uses his platform to help others. That kind of character is rare, and it makes me proud to support him. Is LeBron the greatest basketball player of all time? It’s hard to say for sure because different people value different things. Michael Jordan will always be a legend, and you can’t ignore what he did for the game. But for me personally? Yeah, I think LeBron is the GOAT. He’s done it all—and he’s still doing it. That’s why I’m a fan. Not just because of what he’s achieved, but because of who he is, how he plays, and the example he sets.

When people ask me how I got into STEM—especially something like artificial intelligence—I usually smile, because the truth is, it didn’t start with some grand tech moment. It started with balance. Balancing marching band, concert band, and math homework. Balancing early morning rehearsals with late-night problem sets. Balancing being first chair tuba—something I take a lot of pride in—with staying on top of classes that constantly push me. That balance has taught me a lot. Band has been one of the most grounding parts of my life. Being first chair isn’t just about being the loudest or most accurate—it’s about showing up consistently, learning how to support the section, and pushing myself to get better every day. Those lessons carry into how I approach STEM. Just like music, this field demands both structure and creativity. Precision and imagination. And that’s exactly what drew me to artificial intelligence. I’ve always been curious about how we make sense of patterns—whether it’s how a melody flows or how a machine makes decisions based on data. That curiosity grew into a deeper interest in AI, especially the kind that can be used to solve social problems. I’ve worked on small projects exploring how algorithms can detect trends in behavior and flag early signs of things like academic burnout or mental health challenges in students. It’s still a work in progress, but what excites me is the possibility—the idea that the code I write could actually support someone one day. As a first-generation college student, I know how hard it is to even get in the room sometimes. There aren’t many people in my immediate circle who work in STEM, so I’ve had to seek out mentors, ask a lot of questions, and figure things out along the way. But I don’t mind the challenge. If anything, it pushes me harder—because I know how important it is for voices like mine to be part of this space. AI and machine learning are shaping so much of our future, and we need diverse thinkers guiding that process. People who understand nuance. People who’ve learned how to juggle different parts of their identity and still show up, do the work, and lead with empathy. That’s how I see myself contributing—not just by writing the code, but by bringing a perspective that might otherwise be left out. This scholarship would mean more than just financial support—it would be a reminder that there’s a place for someone like me in this field. Someone who’s led a band section, solved a tricky math problem late at night, and stayed committed to learning, even when it wasn’t easy. I want to use what I’ve learned—not just in STEM, but in life—to make a real impact. And I know I’m just getting started

There was a time when I thought struggling with my mental health meant I was failing. I didn’t talk about it. I didn’t even fully understand what was happening—I just knew I felt tired all the time, anxious for no clear reason, and like I was constantly falling behind no matter how hard I tried. It was lonely. I felt like everyone else had things figured out while I was stuck in this fog I couldn’t explain. It took me a while to realize what I was experiencing wasn’t just a phase or me “being dramatic.” It was anxiety. It was depression. And it was real. Getting help was scary at first—admitting I needed support felt like admitting weakness. But it ended up being the opposite. Talking to a therapist, learning to name what I was feeling, starting to treat my mental health like I would any other part of my health—it changed everything. Since then, my outlook on life and the people around me has shifted. I’ve become more compassionate, not just toward others, but toward myself. I know what it feels like to pretend you’re okay when you’re not, and I’ve learned how much strength it takes just to show up some days. That understanding has helped me connect with people more deeply. I listen differently. I check in more. I try to be the kind of person I needed when I was struggling. Being a first-generation college student already comes with pressure, but going through this journey has made me realize I want a career where I can give back—where I can be part of something that helps people feel seen, safe, and supported. Whether it’s through work that improves lives on the ground or through creating spaces where others can thrive, I want my story to matter. I want to use it to remind people they’re not alone. I won’t pretend that everything is suddenly perfect now. There are still hard moments. But I’ve learned to manage them, to be patient with myself, and to keep going. I’ve learned that asking for help is brave, and that healing doesn’t look the same for everyone. Most of all, I’ve learned that there’s nothing wrong with me for feeling deeply—it just means I care. Applying for this scholarship is more than just financial support for me—it’s a reminder that this part of my story doesn’t have to be hidden or shameful. It’s made me who I am: someone who’s growing, trying, and showing up anyway.

Civil engineering, to me, is about building more than just roads, bridges, or water systems—it’s about building stability, opportunity, and connection. It’s one of those fields that most people don’t think about unless something goes wrong, but it quietly touches nearly every part of our daily lives. Whether it’s a safe sidewalk, clean water, or a building that can withstand an earthquake, civil engineering is there, working in the background. That’s what I love about it—it’s humble but powerful. It solves problems in ways that directly improve people’s lives. My interest in civil engineering started when I was younger, watching a construction site near my neighborhood turn into a community center. I’d pass it on my way to school, and over the months, I became obsessed with the process—how every beam, wall, and pipe had a purpose. At first, I just thought it was cool. But later I realized it was also meaningful. That building didn’t just give people a place to gather; it created a sense of pride and possibility. That stuck with me. As I got older, I started paying attention to how the world is built—how some neighborhoods have reliable infrastructure while others don’t, how climate change is threatening the systems we rely on, and how engineering can be used to address those things. That’s what really sealed it for me. I don’t just want to design things—I want to design solutions. I’m especially drawn to sustainable and resilient infrastructure, the kind that helps communities thrive in the face of change or disaster. Academically, I’ve always leaned into math and science, knowing they’re key to this field. But outside of the classroom, I’ve also looked for ways to learn hands-on—joining engineering clubs, volunteering for local clean-up projects, and just asking a lot of questions. I love the problem-solving side of engineering, especially when it involves creativity and thinking outside the box. It’s not just numbers—it’s logic with imagination.My goal isn’t just to build things—it’s to make life better for people. That’s what really drives me, and why this field means so much. That said, getting here hasn’t been easy. College is expensive, and my family hasn’t had the means to fully support my education. I’ve worked part-time jobs to help with costs while keeping up with classes and projects. There have been times I’ve doubted if I could keep going, but every time I hit a wall, I’ve found a way around it—just like engineers do. Those struggles have made me more resourceful, more patient, and more committed to this path. For me, civil engineering is personal. It’s not just about a career; it’s about the kind of person I want to be—someone who helps create the kind of world we all deserve to live in. The Heron Wolf Civil Infrastructure Scholarship would make a huge difference, not just financially, but in showing that this dream is something worth investing in. I want to be part of the next generation of engineers who lead with heart, think boldly, and build wisely. Thank you for considering my application.

As a student, I believe that I am deserving of this scholarship for several reasons. First and foremost, I have worked exceptionally hard to achieve academic excellence throughout my educational journey. I have consistently maintained a high GPA and have actively participated in various extracurricular activities. Furthermore, I have made a point to give back to my community, through donating food or money. I firmly believe that it is our duty as individuals to contribute in whatever way we can to make our society a better place. Through volunteering for my church, I have been able to witness firsthand the impact my actions can have on improving the lives of others. Whether it's participating in food drives, organizing educational workshops for underprivileged children, or cleaning up local parks, each act of service has had a positive ripple effect in my community. Band and video games has had a great impact on my life. Being apart of the marching and jazz band has allowed me to develop musical skills, collaborate with others, and showcase my talents through performances. This lead me to a sense of belonging, personal growth, and even potential career opportunities some industries. Video games, on the other hand, offer a different kind of experience. It has been a major part of my life. Whenever I didn't have the best day, I could rely on video games. I have been able tobuild friendships, participate in competitive gaming, and explore virtual worlds that offer an escape from reality. My favorite games are NBA 2K, Rocket League, and Minecraft. Both band and video games can foster creativity, enhance focus and concentration, and promote teamwork and cooperation. However, they can also have potential drawbacks when not balanced with other aspects of life, such as excessive screen time or neglecting other responsibilities. Moreover, band, video games, and maintaining my grades taught me invaluable lessons about empathy, compassion, and the importance of collaboration. It has helped me develop crucial skills such as leadership, communication, and problem-solving, which will boost me in my future . In conclusion, I feel deserving of this scholarship because of my dedication to academic success and my passion for music. I have witnessed the impact of my efforts on my community, helping individuals overcome challenges and fostering positive change. By receiving this scholarship, I would be able to continue making a difference and inspiring others to join in the pursuit of a better society.