This project was conducted under the Arbitrum Foundation’s Research Bounty Initiative, focusing on the Long-Term Incentive Pilot Program (LTIPP) — a strategic effort to evaluate and optimize incentive mechanisms within the Arbitrum ecosystem.

The research involved comprehensive quantitative and qualitative analysis of LTIPP’s impact on protocol performance, liquidity, and user engagement. Two major analytical studies were carried out:

  1. Effectiveness of Incentive Programs for LTIPP Participating Protocols
  2. Effects of Growth Incentives on Non-Recipient Protocols

The project delivered a suite of analytical outputs, including:

Together, these deliverables provided a data-driven evaluation of incentive design, supporting transparency, accountability, and evidence-based decision-making for future ecosystem incentive programs.

Project Resources

# Resource Type Description Access Link
1. Research Report 1 Report Analysis of Incentive Program Effectiveness and Value Generation for LTIPP Participating Protocols Link
2. Statistical Report 1 Report Quantitative analysis of performance metrics for LTIPP protocols Link
3. Research Report 2 Report Effects of Growth Incentives on Non-Recipient Protocols Link
4. Statistical Report 1 Report Statistical modeling of spillover and user behavior effects Link
5. Dune Dashboard Dashboard Interactive visualization of ARB reward utilization and liquidity trends Link
6. Python Dashboard 1 Dashboard Data visualization for Research Report 1 Link
7. Python Dashboard 2 Dashboard Data visualization for Research Report 2 Link
8. ARB Distribution & Tracking Sheet Dataset Tracking token distribution and flow across LTIPP protocols Link
9. Key Takeaways Docs Summary Consolidated insights and policy recommendations Link