Figure 9
The conceptual diagram is arranged from top to bottom with two main sections. At the top, a wide rectangular panel labeled “Critical Research Priorities” presents four grouped items aligned horizontally. The first two items on the left are labeled “High Priority” and include “Multi-Agent Equilibrium” and “Explainable A I for Finance”. The next two items on the right are labeled “Medium Priority” and include “Algorithmic Fairness” and “Cross-border Regulation”. Each item appears as a labeled block with stacked horizontal bars above it. Below this panel, a grid-like arrangement of dashed rectangular boxes presents key challenges. On the left column, three boxes appear vertically: “Theoretical Deficit” with the note “68 percent purely empirical studies lack economic foundations”, “Geographic Bias” with the note “83 percent focus on developed markets (U S slash E U)”, and “Interpretability Crisis” with the note “Black-box models versus regulatory requirements”. On the right column, three corresponding boxes appear vertically: “Regime Stability” with the note “Limited analysis across market conditions”, “Systemic Risk” with the note “insufficient understanding of A I interaction effects”, and “Fairness Trade-offs” with the note “Accuracy versus discrimination prevention”. At the bottom center, a separate dashed box labeled “Cross-jurisdictional” contains the note “Regulatory fragmentation analysis needed”. From the top panel, four lines extend downward, each originating from the “Critical Research Priorities” heading area and spreading toward the lower section. These lines do not terminate at any specific box but visually connect the top priorities to the broader challenge area below.Research gaps and future priorities. This figure highlights critical research gaps, including theoretical deficits and geographic biases, while mapping high-priority and medium-priority areas for future investigation