From startups to legacy brands, you're making your mark. We're here to help.
Key Links
Prepare for future growth with customized loan services, succession planning and capital for business equipment.
Key Links
Institutional Investing
Serving the world's largest corporate clients and institutional investors, we support the entire investment cycle with market-leading research, analytics, execution and investor services.
Key Links
Providing investment banking solutions, including mergers and acquisitions, capital raising and risk management, for a broad range of corporations, institutions and governments.
Key Links
A uniquely elevated private banking experience shaped around you.
Whether you want to invest on your own or work with an advisor to design a personalized investment strategy, we have opportunities for every investor.
Explore a variety of insights.
Key Links
Insights by Topic
Explore a variety of insights organized by different topics.
Key Links
Insights by Type
Explore a variety of insights organized by different types of content and media.
Key Links
We aim to be the most respected financial services firm in the world, serving corporations and individuals in more than 100 countries.
Key Links
While real data can be very valuable, it may not be easily available. At J.P. Morgan AI Research, we conduct research and develop algorithms to generate realistic Synthetic Datasets, with the aim of advancing AI research and development in financial services. Feel free to explore our available datasets on the lefthand panel.
Below is a sample process we devised at J.P. Morgan AI Research to generate synthetic financial datasets. To learn more about the challenges and opportunities in generating data in finance, please read Generating Synthetic Data in Finance: Opportunities, challenges and pitfalls.
Step 1: Compute metrics for the real data
Step 2: Develop a Generator (may be statistical methods or an agent-based simulation)
Step 3: (Optional) Calibrate the Generator using the real data
Step 4: Run the Generator to generate synthetic data
Step 5: Compute metrics for the synthetic data
Step 6: Compare the metrics of the real data and synthetic data
Step 7: (Optional) Refine the Generator to improve against comparison metrics
Would you like to know more about AI Research at J.P. Morgan?
For upcoming workshops and updates, visit:
You're now leaving J.P. Morgan
J.P. Morgan’s website and/or mobile terms, privacy and security policies don’t apply to the site or app you're about to visit. Please review its terms, privacy and security policies to see how they apply to you. J.P. Morgan isn’t responsible for (and doesn’t provide) any products, services or content at this third-party site or app, except for products and services that explicitly carry the J.P. Morgan name.