Jakob Brezigar (2016) Cryptocurrency market making in the Ripple network. EngD thesis.
Abstract
Market maker provides counterparty for buyers and sellers of financial instruments in transaction settlement. Market makers quote the bid price and the ask price at the same time. This price setting process is called market making. This thesis covers theoretical and practical basis for implementation of autonomous market making algorithm for a promising cryptocurrency market called Ripple. We summarize market making theory, how Ripple cryptocurrency protocol works and how price formation process (market microstructure) takes place. We choose and describe predictive and non-predictive market making models. Main challenges are the setting of bid and ask price, adverse selection problem, maintenance of currency inventory balance. We collect data needed for the simulation and we provide trading results for the selected models. We conclude that predictive market making model of Das is more successful than non-predictive model due to the ability to predict the true market value. We suggest possible improvements and guidance for further development.
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