add more gameplay details

Author: boada

boada-cv.tex

@@ -52,24 +52,27 @@ \section{Basic\\Information}
 \section{Professional \newline Experience}
 \textbf{Activision Publishing, Inc.} \hfill Boulder, Colorado\newline
 \textit{Senior Data Scientist, Gameplay} \hfill \textbf{January, 2024 - Present}\newline
-As part of the game science team, I work to make Call of Duty better through data. Currently, I am:
+As part of the game science team, I work to make Call of Duty better through data. In this role, I:
     \begin{list2}
-%     	\vspace*{-5mm}
-      \item Working with senior design leadership to understand how players interact with Call of Duty gameplay systems. This includes maps, modes, movement, weapons, and in-game communication among others.
-      \item Leading initiatives to understand how game design affect topline KPIs, and suggest changes when appropriate.
-      \item Supporting infrastructure improvements to better track or diagnose gameplay related issues.
+        \item Partner with senior design leadership and cross-functional teams, including engineering and product management, to define key metrics, identify opportunities for game and business improvements, and drive data-informed decision making across the game.
+        \item Lead initiatives to understand how gameplay systems (maps, modes, weapons, in-game communication) influence top-line KPIs and suggest design improvements based on data insights.
+        \item Design, implement, and monitor experiments, A/B tests, and other methodologies to drive improvements in gameplay features and player engagement.
+        \item Drive data quality and ensure instrumentation across the game to capture accurate and actionable data; collaborate closely with engineering teams to improve data pipelines and ensure seamless data flow.
+        \item Lead the development and implementation of data models, production metrics, and visualizations to provide insights into player behavior, gameplay patterns, and overall game performance.
+        \item Manage and mentor junior data scientists, offering guidance in experimental design, statistical analysis, and effective data visualization.
     \end{list2}
     \vspace*{-2mm}
+
 \textit{Senior Machine Learning Engineer} \hfill \textbf{January, 2021 - 2024}\newline
     \begin{list2}
-    	\vspace*{-5mm}
-      \item Designed, built, maintained, and improved ML infrastructure. This includes tool developement like autoML, CI/CD (Jenkins, github actions), model tracking and management (MLflow) and orchestration (Airflow).
-      \item Crafted and implimented policy around external data ingestion and data product retention for both my internal team and for sharing across the organization.
-      \item Designed, built, and maintained near-realtime applications (via Spark streaming) to combat in-game cheating and other malicious behavior. Typical time-to-action in the low 10s of seconds.
-      \item Lead the transition of ML infrastructure from AWS to GCP/GCS.
-      \item Created ML models to provide insights into customer conversion, churn, and behavioral segmentation. This leveraged survival analysis, clustering, as well as tree-based and linear methods.
-      \item Supervised junior team members to design and developed recommendation systems productionalized in both Modern Warfare 2 (2022) and Modern Warfare 3 (2023). 
+        \item Designed, built, and maintained ML infrastructure and tools, including autoML, CI/CD (Jenkins, GitHub Actions), model tracking (MLflow), and orchestration (Airflow) to support data-driven decision-making.
+        \item Crafted and implemented policy for external data ingestion and retention to ensure accessibility and proper data stewardship across the organization.
+        \item Developed near-realtime applications (via Spark streaming) to identify and mitigate in-game cheating and malicious behaviors, achieving action times in the low 10s of seconds.
+        \item Spearheaded the transition of ML infrastructure from AWS to GCP/GCS, optimizing scalability and performance.
+        \item Created machine learning models focused on customer conversion, churn prediction, and behavioral segmentation using survival analysis, clustering, and tree-based techniques.
+        \item Managed the day to day of a small team of junior data scientists to design, develop, and deploy recommendation systems that were integrated into Modern Warfare 2 (2022) and Modern Warfare 3 (2023).
     \end{list2}
+
 \vspace*{-2mm}
 
 \textbf{Insight Data Science} \hfill New York, New York\newline