Blockchain and Market Risk - How Wall Street Experts are Leveraging Distributed Ledger Technology to Mitigate Exposure

Accenture. (2017). Blockchain: A new era in financial services. Allen, F., & Santomero, A. M. (1997). The theory of financial intermediation. Journal of Banking & Finance, 21(11-12), 1461-1485. Arner, D. W., & Barberis, J. (2015). The fintech revolution: A new era in financial services. Journal of Financial Perspectives, 3(2), 1-14. Barney, J. B. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99-120. Böhme, R., Christin, N., Edelman, B., & Moore, T. (2015). Bitcoin: Economics, technology, and governance. Journal of Economic Perspectives, 29(2), 213-238. Breusch, T. S., & Pagan, A. R. (1979). A simple test for heteroscedasticity and random coefficient variation. Chen, L., & Wu, D. (2018). Blockchain technology and financial inclusion: A review of the literature. Journal of Financial Services Research, 53(2), 151-165. Crawford, M., & Cartwright, S. (2018). Blockchain and financial services: A review of the literature. Journal of Financial Services Research, 53(2), 131-149. Creswell, J. W. (2014). Research design: Qualitative, quantitative, and mixed methods approaches. Sage Publications. Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319-340. Deloitte. (2018). Blockchain: A game-changer for financial services. DiMaggio, P. J., & Powell, W. W. (1983). The iron cage revisited: Institutional isomorphism and collective rationality in organizational fields. American Sociological Review, 48(2), 147- 160. Econometrica, 47(5), 1287-1294. Ernst & Young. (2018). Blockchain in financial services: A review of the current state and future prospects. Fama, E. F. (1970). Efficient capital markets: A review of theory and empirical work. Journal of Finance, 25(2), 383-417. Forrester. (2019). Blockchain in financial services: A review of the current state and future prospects. Gartner. (2019). Blockchain: A new era in financial services. Glaser, F. (2017). Pervasive decentralisation of digital infrastructures: A framework for blockchain-based decentralisation of digital infrastructures. Journal of Information Technology, 32(2), 125-144. Granovetter, M. (1973). The strength of weak ties. American Journal of Sociology, 78(6), 1360- 1380. Grant, R. M. (1996). Toward a knowledge-based theory of the firm. Strategic Management Journal, 17(S2), 109-122. Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate data analysis. Pearson Education. Hull, J. C. (2018). Risk management and financial institutions. John Wiley & Sons. Jorion, P. (2007). Value at risk: The new benchmark for managing financial risk. McGraw-Hill. KPMG. (2018). Blockchain in financial services: A review of the current state and future prospects. Lee, J., Kim, H., & Lee, S. (2018). Blockchain technology adoption in the financial sector: An empirical study. Journal of Financial Services Research, 53(2), 131-149. Li, X., Wang, J., & Zhang, J. (2020). Blockchain technology adoption in the financial sector: A systematic review. Journal of Financial Services Research, 57(1), 1-22. Merton, R. C. (1974). On the pricing of corporate debt: The risk structure of interest rates. Journal of Finance, 29(2), 449-470. Nakamoto, S. (2008). Bitcoin: A peer-to-peer electronic cash system. Nunnally, J. C. (1978). Psychometric theory. McGraw-Hill. Peters, G. W., & Panayi, E. (2016). Understanding modern banking ledgers through blockchain technologies: Future of transaction processing and financial institutions. In 2016 IEEE International Conference on Cloud Computing Technology and Science (CloudCom) (pp. 1-8). IEEE. Rogers, E. M. (2003). Diffusion of innovations. Free Press. Sharpe, W. F. (1964). Capital asset prices: A theory of market equilibrium under conditions of risk. Journal of Finance, 19(3), 425-442. Tapscott, D., & Tapscott, A. (2016). Blockchain revolution: How the technology behind bitcoin is changing money, business, and the world. Penguin. Tornatzky, L. G., & Fleischer, M. (1990). The processes of technological innovation. Lexington Books. Wooldridge, J. M. (2010). Econometric analysis of cross section and panel data. MIT Press. Questionnaire Section 1: Demographics and Background 1. What is your current job title? 2. What is your primary area of expertise? (Select one: Risk Management, Investment Banking, Trading, Compliance, Other) 3. How many years of experience do you have in the financial industry? 4. What is the size of your organization? (Select one: Small, Medium, Large) 5. What type of financial institution do you work for? (Select one: Investment Bank, Commercial Bank, Hedge Fund, Asset Manager, Other) Section 2: Current Use of Blockchain Technology Please indicate your level of agreement with the following statements: 1. Our organization is currently using blockchain technology to manage market risk. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 2. Our organization has a dedicated team to develop and implement blockchain solutions for market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 3. We use blockchain technology to improve data quality and accuracy in our market risk management processes. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 4. Blockchain technology has helped us reduce operational costs in our market risk management processes. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 5. We use blockchain technology to enhance transparency and trust in our market risk management processes. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 6. Our organization has invested significant resources in developing blockchain solutions for market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 7. We face significant technical challenges in implementing blockchain solutions for market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 8. Our blockchain solutions for market risk management are integrated with our existing systems and processes. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 9. We use blockchain technology to improve our market risk management reporting and analytics. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 10. Blockchain technology has helped us reduce market risk exposure. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) Section 3: Benefits and Challenge Please indicate your level of agreement with the following statements: 1. Blockchain technology has improved our ability to manage market risk. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 2. The use of blockchain technology has increased our market risk exposure. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 3. Blockchain technology has helped us reduce counterparty risk. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 4. The regulatory environment is a major challenge to the adoption of blockchain technology in market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 5. We face significant challenges in integrating blockchain technology with our existing market risk management systems. 1 (Strongly Disagree 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 6. Blockchain technology has improved our market risk management processes. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 7. The use of blockchain technology has reduced our market risk management costs. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 8. Blockchain technology has improved our ability to manage market risk in real-time. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 9. The lack of standardization is a major challenge to the adoption of blockchain technology in market risk management. 1 (Strongly Disagree 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 10. Blockchain technology has improved our market risk management reporting and analytics. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) Section 4: Implementation and Integration Please indicate your level of agreement with the following statements: 1. Our organization has a clear strategy for implementing blockchain technology in market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 2. We have invested significant resources in developing blockchain solutions for market risk management. 1 (Strongly Disagree 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 3. Our blockchain solutions for market risk management are integrated with our existing systems and processes. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 4. We face significant challenges in integrating blockchain technology with our existing market risk management systems. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 5. Our organization has established clear metrics to measure the effectiveness of our blockchain solutions for market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 6. We use blockchain technology to improve our market risk management reporting and analytics. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 7. Blockchain technology has improved our ability to manage market risk in real-time. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 8. The lack of standardization is a major challenge to the adoption of blockchain technology in market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 9. Blockchain technology has improved our market risk management processes. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) Section 4: Implementation and Integration 10. We plan to increase our investment in blockchain technology for market risk management in the next 2-3 years. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 11. Our organization has a clear understanding of the benefits and challenges of blockchain technology in market risk management. 1 (Strongly Disagree 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 12. We have a dedicated team to monitor and evaluate the effectiveness of our blockchain solutions for market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 13. Our blockchain solutions for market risk management are scalable and flexible. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 14. We have established clear governance and oversight structures for our blockchain solutions for market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 15. Our organization has a clear plan for addressing the regulatory and compliance requirements for blockchain technology in market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) Section 5: Future Outlook Please indicate your level of agreement with the following statements: 1. Blockchain technology will play a significant role in the future of market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 2. We expect to see significant improvements in blockchain technology for market risk management in the next 2-3 years. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 3. Regulatory clarity is necessary for the widespread adoption of blockchain technology in market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 4. Blockchain technology will lead to significant changes in the way market risk is managed in the financial industry. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 5. Our organization is well-positioned to take advantage of the opportunities presented by blockchain technology in market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 6. We expect blockchain technology to improve our market risk management processes. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 7. Blockchain technology will reduce the complexity of market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 8. We expect to see increased collaboration and partnerships between financial institutions and blockchain technology providers. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 9. Blockchain technology will improve the transparency and accountability of market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) 10. Our organization is committed to exploring the potential of blockchain technology in market risk management. 1 (Strongly Disagree) 2 (Somewhat Disagree) 3 (Neutral) 4 (Somewhat Agree) 5 (Strongly Agree) Thank you for participating in this survey! Your input is valuable to us.