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About Citi:
Citi’s Functions Technology is responsible for delivering Technology solutions to Citi's Functions organizations. Functions Technology mission is to optimize Citi's Technology environment by delivering world class applications, driving standardization of the production environment, reducing complexity, optimizing management of systems supporting global functions such as Compliance, Controls, Internal Audit and Risk, and introducing innovative technologies that provide new business capabilities, reduce the technology total cost of ownership, and create a competitive advantage for Citi.
Responsibilities:
Work as Lead for a suite of applications for the Internal Audit team.
Consults with business clients to determine system functional specifications. Applies comprehensive understanding of how multiple areas collectively integrate to contribute towards achieving business objectives
Consults with users and clients to solve complex system issues/problems by conducting strategic data analysis, identifying insights and implications and making strategic recommendations, developing data displays that clearly communicating complex analysis
Mines and analyzes data from various banking platforms to drive optimization and improve data quality
Deliver initiatives to address business problems with the ability to identify data required, assess time & effort required and establish a project plan
Understand requirements and code and unit test required components
Report progress on work and work collaboratively with the existing global team
Keep abreast of latest technological happenings in his work area and bring relevant ideas/concept to the table
Leads system change process from requirements through implementation; provides user and operational support of application to business users
Impacts the business directly by ensuring the quality of work provided by self and others; impacts own team and closely related work teams
Drives communication between business leaders and IT; exhibits sound and comprehensive communication and diplomacy skills to exchange complex information
Appropriately assess risk when business decisions are made, demonstrating particular consideration for the firm's reputation and safeguarding Citigroup, its clients and assets, by driving compliance with applicable laws, rules and regulations, adhering to Policy, applying sound ethical judgment regarding personal behavior, conduct and business practices, and escalating, managing and reporting control issues with transparency.
Qualifications:
12+ years experience using tools for statistical modeling of large data sets
Process Improvement or Project Management experience
Education:
Bachelor’s/University degree or equivalent experience, potentially Masters degree
The ideal candidate should have past experience in the following areas:
Understanding business objectives and developing models that help to achieve them, along with metrics to track their progress.
Understand & analyze business problems and try and find solutions by using tools involving AI/ML, Large Language models.
Analyzing the ML algorithms/LLMs that could be used to solve a given problem and ranking them by their success probability.
Exploring and visualizing data to gain an understanding of it, then identifying differences in data distribution that could affect performance when deploying the model in the real world
Verifying data quality, and/or ensuring it via data cleaning
Supervising the data acquisition process if more data is needed
Finding available datasets that could be used for training
Defining validation strategies
Defining the preprocessing or feature engineering to be done on a given dataset
Store preprocessed data for quick lookup when applicable
Defining data augmentation pipelines
Training models and tuning their hyper-parameters
Analyzing the errors of the model and designing strategies to overcome them
Tuning models
Capability to identify pertinent models fit for the problem at hand
Anticipated Posting Close Date:
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