Asset Management - NLP/LLM Data Scientist - Associate

Testing Site - JPMC; Hong Kong; On-site; HKD 900,000 - 1,200,000; Full time

Job summary

J.P. Morgan Asset & Wealth Management in Hong Kong seeks an Associate to join its NLP/LLM Data Scientist team. You will apply advanced NLP/LLM techniques to reengineer investment workflows, improve operational efficiency, and enhance client experiences.

You will collaborate with business stakeholders and technologists to design, deploy, and operate scalable models in production, with strong data governance and documentation. Advanced degree and 3+ years in NLP/LLM are required.

Qualifications

• Advanced degree (MS or PhD) in a quantitative or technical discipline or significant practical industry experience.
• Minimum of 3 years applying NLP, LLM and ML to solve business problems.
• Experience designing RAG, MCP tools and LLM agent systems.
• Proven experience deploying AI/LLM models in production.
• Strong Python production‑quality coding and knowledge of language models.

Responsibilities

• Collaborate with stakeholders to identify business needs and develop NLP/ML solutions.
• Apply LLMs, ML and statistical methods to improve decisions and workflows.
• Design agentic frameworks for LLM-based systems with multi-step workflows.
• Collect, curate and document datasets with strong data governance.
• Monitor and improve model performance and deploy in production.

Skills

NLP/LLM expertise

Python programming

Production deployment

Prompt engineering

Data governance

Communication of complex concepts

Education

MS or PhD in quantitative/technical field

Tools

Python

Job description

Asset Management - NLP/LLM Data Scientist - Associate

Central and Western, Hong Kong Island, Hong Kong

Job Information

• Job Identification 210723631
• Job Category Predictive Science
• Business Unit Asset & Wealth Management
• Posting Date 03/12/2026, 10:27 AM
• Locations Chater House, 8 Connaught Road Central, Hong Kong, HKI, 999077, HK
• Job Schedule Full time

About Us

J.P. Morgan is a global leader in financial services, providing strategic advice and products to the world’s most prominent corporations, governments, wealthy individuals and institutional investors. Our first-class business in a first-class way approach to serving clients drives everything we do. We strive to build trusted, long-term partnerships to help our clients achieve their business objectives.
We recognize that our people are our strength and the diverse talents they bring to our global workforce are directly linked to our success. We are an equal opportunity employer and place a high value on diversity and inclusion at our company. We do not discriminate on the basis of any protected attribute, including race, religion, color, national origin, gender, sexual orientation, gender identity, gender expression, age, marital or veteran status, pregnancy or disability, or any other basis protected under applicable law. We also make reasonable accommodations for applicants’ and employees’ religious practices and beliefs, as well as mental health or physical disability needs. Visit our FAQs for more information about requesting an accommodation.

Job Description

This role provides an exciting opportunity to make a real impact in the asset management industry, work with cutting-edge technologies, and continuously learn and experiment with the latest data science and AI/LLM techniques.

As an Associate in the NLP/LLM Data Scientist Team within Asset Management, you will be at the forefront of enhancing and facilitating various steps in our investment process. You’ll apply cutting-edge data science and machine learning—especially NLP and LLMs—to reengineer processes, improve operational efficiency, and enhance client and investor experiences. You’ll work closely with business stakeholders, technologists, and control partners to design, deliver, and operate solutions in production at scale.

Job Responsibilities

• Collaborate with internal stakeholders to identify business needs and develop NLP/ML solutions that address client needs and drive transformation.
• Apply large language models (LLMs), machine learning (ML), and statistical methods to improve decision-making and streamline workflows.
• Design and build agentic frameworks for LLM-based systems, including multi-step orchestration, tool use, and workflow policies that align with business controls and SLAs.
• Collect, curate, and document datasets for model training and evaluation with strong data governance.
• Monitor and improve model performance through feedback and active learning.
• Collaborate with technology teams to deploy and scale the developed models in production.
• Deliver written, visual, and oral presentation of modeling results to business and technical stakeholders.
• Stay up-to-date with the latest research in LLM, ML and data science. Identify and leverage emerging techniques to drive ongoing enhancement.

Required qualifications, capabilities, and skills

• Advanced degree (MS or PhD) in a quantitative or technical discipline or significant practical experience in industry.
• Minimum of 3 years of experience in applying NLP, LLM and ML techniques in solving high-impact business problems, such as semantic search, information extraction, question answering, workflow automation.
• Demonstrated experience designing and building RAG, MCP tools and LLM agent systems (e.g., tool-enabled reasoning, multi-step workflows, retrieval and planning).
• Proven experience deploying and operating AI/LLM models in production.
• Advanced Python programming skills with production‑quality coding; familiarity with the latest developments in LLM.
• Strong knowledge of language models, prompt engineering, model finetuning, and domain adaptation.
• Ability to communicate complex concepts and results to both technical and business audiences.

Preferred qualifications, capabilities, and skills

• Prior experience in an Asset Management line of business, especially Operations
• Familiarity with LLM/AI model guardrails and observability practices (e.g., evaluation frameworks, bias/hallucination checks).
• CFA designation or current pursuit of the CFA is preferred.

About the Team

J.P. Morgan Asset & Wealth Management delivers industry-leading investment management and private banking solutions. Asset Management provides individuals, advisors and institutions with strategies and expertise that span the full spectrum of asset classes through our global network of investment professionals. Wealth Management helps individuals, families and foundations take a more intentional approach to their wealth or finances to better define, focus and realize their goals.