Phase I: The Vulnerability Period (2023)
The data archive for 2023 is defined by extreme volatility. Consumer confidence dropped to historic lows during Q1, driven by macro-economic adjustments. However, our survey data identified a "digital resilience" factor—online participation in discount cycles remained 12% higher than physical foot traffic models suggested.