Acknowledgements
We thank our research team, specifically Bryan Kim, Olivia Kim, and Anuradha Raghuram for their hard work and contributions to this research.
This effort would not have been possible without the critical support of our partners from the JPMorgan Chase Consumer & Community Bank and Corporate Technology Solutions teams of data experts, including Michael Aguilar, Kyung Cho-Miller, Anoop Deshpande, Andrew Goldberg, Melissa Goldman, Senthilkumar Gurusamy, Derek Jean-Baptiste, Brian Maddox, Albert Raymond, Anthony Ruiz, Subhankar Sarkar, Breann Zickafoose, and from our internal partners and JPMorgan Chase Institute team members including Haley Dorgan, Elizabeth Ellis, Alyssa Flaschner, Fiona Greig, Courtney Hacker, Chris Knouss, Sarah Kuehl, Sruthi Rao, Parita Shah, Tremayne Smith, Gena Stern, Nicholas Tremper, and Preeti Vaidya.
We would like to acknowledge Jamie Dimon, CEO of JPMorgan Chase & Co., for his vision and leadership in establishing the Institute and enabling the ongoing research agenda. Along with support from across the Firm—notably from Peter Scher, Max Neukirchen, Joyce Chang, Marianne Lake, Jennifer Piepszak, Lori Beer, Derek Waldron, and Judy Miller—the Institute has had the resources and support to pioneer a new approach to contribute to global economic analysis and insight.
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