1 INTRODUCTION  
2 DATA  
3 METHODOLOGY  
3.1 Density Estimation  
3.2 The Smoothed Bootstrap  
3.3 Forecasting the Parameter Shifts  
4 COSMOLOGICAL BIASES  
4.1 Over Smoothing Errors  
4.2 Weighting Errors  
5 CORRECTING COSMOLOGICAL PARAMETER SHIFTS  
6 SUMMARY AND CONCLUSIONS