Every model is an approximation and no model is perfect - but every deployed model still delivers value. These are the guiding principles I use to navigate data decisions both on the job and in my own life. I am keenly interested in applying complex data models to unique qualitative use cases to derive actionable insights to maximize target metrics - be they revenue, social good, or others. I aspire to apply these skills to develop efficient, useful products that maximize customer satisfaction and solve real-world problems to maximize value delivered to the end user.On a broader level, I am deeply curious about what these models - both in theory and in deployment as we see them in our everyday lives - implies for the development of technology on a larger scale and its impacts on society at large, and push for a future in which the benefits of these models is equitable.