Support and Scandals in GameFi dApps: A Network Analysis of The Sandbox Transactions

TL;DR

The paper analyzes The Sandbox, a prominent GameFi dApp, through a Bow-Tie network lens to understand how external support, scandals, and whale activity shape on-chain dynamics. By constructing a directed transaction graph from Ethereum data and partitioning it into Bow-Tie components, the authors examine short- and long-term effects of events and the evolving role of whales. They find that external brand partnerships largely yield transient activity boosts, while the Ronin hack stands out as a lasting perturbation; whales emerge as central drivers of network activity, underscoring the importance of cultivating a dedicated user base for enduring resilience. These insights inform the design of equitable and sustainable GameFi ecosystems and highlight the broader implications for digital economies at the Web3–AI interface.

Abstract

We explore the burgeoning field of GameFi through a detailed network analysis of The Sandbox, a prominent decentralized application (dApp) in this domain. Utilizing the bow-tie model, we map out transaction data within The Sandbox, providing a novel perspective on its operational dynamics. Our study investigates the varying impacts of external support, uncovering a surprising absence of enduring effects on network activity. We also investigate the network's response to several notable incidents, including the Ronin Hack and the United States Securities and Exchange Commission's hearing on cryptocurrencies, revealing a generally resilient structure with limited long-term disturbances. A critical aspect of our analysis focuses on the "whales," or major stakeholders in The Sandbox, where we uncover their pivotal role in influencing network trends, noting a significant shift in their engagement over time. This research sheds light on the intricate workings of GameFi ecosystems and contributes to the broader discourse on the intersection of the Web, AI, and society, particularly in understanding the resilience and dynamics of emerging digital economies. We particularly note the parallels of the long-tail behavior we see in web-based ecosystems appearing in this niche domain of GameFi. Our findings hold significant implications for the future development of equitable and sustainable GameFi dApps, offering insights into stakeholder behavior and network resilience in the face of external challenges and opportunities.

Figures (14)

• Figure 1: Diagram of our Network in the Bow-tie Model
• Figure 2: Graph showing the number of daily transactions in the 30 days before and after each support event explored.
• Figure 3: Graph showing the total value of transactions daily in the 30 days before and after each support event explored.
• Figure 4: Stacked bar graph showing the number of transactions per day in the 30 days before and after October 29, 2021, when deadmau5's project was released. The transactions are split into three groups depending on whether they are part of the SCC, OUT, or IN groups of the bow-tie model.
• Figure 5: Stacked bar graph showing the number of daily transactions in the 30 days before and after January 27, 2022, when Warner Music Group's project was released. The transactions are split into three groups depending on whether they are part of the SCC, OUT, or IN groups of the bow-tie model.