Ryan Bieber Email & Phone Number

Albert Lea, Mn, Us

Eden Prairie, Minnesota, United States

-Developed a model at CHR using nearest neighbor, LightGBM, and Bayesian updating to predict order profitability.-Created a generative AI app for decision-making on accepting or rejecting orders, and implemented various account strategies. -Analyzed and published the national reefer forecast in relation to dry van transportation, examining region interaction impact on national freight dynamics. -Developed a defect monitoring dashboard to detect anomalies in forecasts proactively… Show more -Developed a model at CHR using nearest neighbor, LightGBM, and Bayesian updating to predict order profitability.-Created a generative AI app for decision-making on accepting or rejecting orders, and implemented various account strategies. -Analyzed and published the national reefer forecast in relation to dry van transportation, examining region interaction impact on national freight dynamics. -Developed a defect monitoring dashboard to detect anomalies in forecasts proactively, automating the process and emailing HTML Plotly plots for collaborative analysis.-Created a generative AI app to automate news gathering for the sales team, providing a competitive edge in identifying new business opportunities. -Built an integrated time series forecasting platform using the Darts package, with real-time forecast delivery to Kafka and REST services using models like Temporal Fusion Transform (TFT) and N-Hits. -Redesigned the classification algorithm to differentiate freight into transactional and contractual categories using Gaussian clustering. -Developed a bid optimizer using the Black-Litterman Scholes model to enhance bidding strategies on transportation lanes. -Established a repository utilizing Redis and Airflow to automate notebook execution, enabling quick MVP deployment. -Developed a forecasting app leveraging the GluonTS package for advanced models like NBEATS, N-HITS, TFT, serving requests via Kafka topics and REST APIs. -Created a real-time forecasting app using the Bayesian state space time series package in R, combined with Azure Blob for precomputation, deployed on Kubernetes using Helm, managing model rebuilds with Astronomer DAGs, forecasting $80B of freight annually. Show less

Eden Prairie, Minnesota, United States

Rochester, Minnesota, United States

-Developed and managed a time-series package in R specialized for automating the backtesting of financial forecasts, ensuring efficient and reliable analysis of forecast performance.-Constructed a webhook application to capture real-time events from Trello boards and automate task updates, leading to improved task utilization and time-tracking across all IBM finance departments, resulting in significant time savings equivalent to over 50 full-time employees (FTE).-Mentored a team of… Show more -Developed and managed a time-series package in R specialized for automating the backtesting of financial forecasts, ensuring efficient and reliable analysis of forecast performance.-Constructed a webhook application to capture real-time events from Trello boards and automate task updates, leading to improved task utilization and time-tracking across all IBM finance departments, resulting in significant time savings equivalent to over 50 full-time employees (FTE).-Mentored a team of junior data scientists, introducing them to Python and R as primary languages for data science projects along with teaching them time-series techniques. Show less

Grand Forks, North Dakota, United States

-Provided tutoring support to students experiencing difficulties in Macroeconomics, Microeconomics, International Economics, and Econometrics, assisting them in enhancing their understanding and performance in these subjects.-Engaged in data cleaning tasks to enhance data accessibility and usability for professors, ensuring the data was prepared and structured appropriately for analysis and research purposes.

Gainesville, Florida, United States

-Conducted data analysis on three class action lawsuits within the consulting team to identify instances of collusion and antitrust violations, utilizing data-driven insights to support legal investigations.-Gained exposure to deposition work and assisted expert witnesses in preparing testimony for depositions, contributing to the legal process with expertise and support in case preparation.-Received a letter of recommendation from the CEO, highlighting my work and contributions within… Show more -Conducted data analysis on three class action lawsuits within the consulting team to identify instances of collusion and antitrust violations, utilizing data-driven insights to support legal investigations.-Gained exposure to deposition work and assisted expert witnesses in preparing testimony for depositions, contributing to the legal process with expertise and support in case preparation.-Received a letter of recommendation from the CEO, highlighting my work and contributions within the organization. Show less

Rochester, Minnesota, United States

-Collaborated with the imaging group on Magnetic Resonance Elastography (MRE) projects, contributing to research in advanced imaging techniques and analysis. -Conducted Thin Plate Modeling in MATLAB by employing Lamb waves to simulate wave propagation through the heart wall, aiming to evaluate and determine heart stiffness.-Showcased my research and findings at a poster session within the Biomedical Engineering college, presenting significant contributions to the field.

Master Of Science - Ms, Applied Economics, 4.0

Bachelor Of Arts - Ba, Economics, 3.65

Bachelor Of Science - Bs, Mathematics, 3.65

Activities and Societies: Society of Physics Students

Associate Of Arts And Sciences - Aas, Liberal Arts And Sciences/Liberal Studies