Thank you for raising this important concern. You are absolutely right. It appears that there might be a look-ahead bias in the analysis. Shifting the results by one would help mitigate this bias and ensure a more accurate evaluation of market regimes. Your observation is greatly appreciated and highlights the need for careful consideration of such factors in our analysis.