Using random forest estimation, we identify 14 key predictors out of 190 variables with the largest predictive power for MSMR adoption and usage of digital payments. Using conditional inference trees, we study the importance of sequencing and interactions of various factors such as public sector initiatives, technological advancements, and private...
The adoption of electronic payments and their frequent use is thought of as a first step for broader financial use for traditionally unbanked individuals and merchants. The purpose of this report is to analyze the design, implementation, and efficacy of many incentives implemented by different types of stakeholders around the...
In his opening keynote at NASAA, Bob Chakravorti gave an overview of the impact of FinTech firms on the financial services industry. He spoke about how these firms are impacting payments, lending, wealth and asset management, and alternative currencies. In addition, he discussed the role of regulation generally and the...
In his presentation in Madrid, Spain in April 2017, Bob Chakravorti discussed how the financial sector is rapidly changing because of new products and services brought to market by FinTech firms. Specifically, he discusses certain market segments where new entrants are reducing market frictions. He puts forth how incumbent financial...
Bolt and Chakravorti investigate the research on electronic payment systems. The rapid growth in the use of electronic payment instruments, especially payment cards, is a striking feature of most modern economies. Payment data indicate that strong scale economies exist for electronic payments. Payment costs will decrease through the consolidation of...
Using a unique administrative level dataset from a large and diverse U.S. financial institution, Agarwal, Chakravorti, and Lunn test the impact of rewards on credit card spending and debt. Specifically, we study the impact of cash-back rewards on individuals before and during their enrollment in the program. We find that...
Chakravorti and Roson construct a model to study competing payment networks, where networks offer differentiated products in terms of benefits to consumers and merchants. We study market equilibria for a variety of market structures: duopolistic competition and cartel, symmetric and asymmetric networks, and alternative assumptions about consumer preferences. We find...