Business Intelligence Advisors (BIA) is seeking an experienced, hands-on senior machine learning engineer to lead the development of our proprietary analytics platform that automates aspects of our linguistic-based behavior assessment methodology as applied to public company quarterly earnings call and conference transcripts. The Principal Machine Learning Engineer (PMLE) will be responsible for managing the process of improving the platform’s ability to evaluate the behavioral significance of exchanges, in order to filter the full universe and present our analysts with selected transcripts and exchanges to review and analyze. Key areas of focus will include topic identification, question-type analysis, and identification of a couple dozen categories of behavioral indicators. The PMLE will be responsible for testing approaches using an existing dataset of human analysis ratings and tagging of behavioral indicators, as well as designing an improved annotation system to better capture and learn from future human analysis. We are looking for an experienced engineer with the skills, passion and commitment to lead the efforts involved in developing an innovative application at a rapid pace.
Roles & Responsibilities:
- Analyze datasets of human observations of verbal behavioral indicators, question topics, and question types to train system to identify and categorize these
- Enhance automation platform, including designing better ways to annotate and capture human-generated observations to create further learning dataset
- Deploy validated algorithms as part of screening system and constantly refine them with further analyst input
- Develop techniques for monitoring and visualizing the performance of all deployed algorithms