Field experiments were conducted during [2005][2006][2007] to test effects of nineteen treatments on turmeric rhizome yield in Alfisol at Utukur and Inceptisol at Jagtial in India. The treatments were comprised of nitrogen (N) at 0, 60, 120 and 180 kg ha −1 ; phosphorus (P) at 0, 40, 80, and 120 kg ha −1 ; and potassium (K) at 0, 50, 100, and 150 kg ha −1 . Application of 180-120-100 kg ha −1 NPK gave maximum yield of 4302 kg ha −1 in Alfisols, whereas application of 120-80-100 kg ha −1 gave 4817 kg ha −1 in Inceptisols. Regression and principal component (PC) models were calibrated through soil-plant-fertilizer variables. The regression model gave significant R 2 of 0.75 in Alfisols compared to 0.88 in Inceptisols, whereas the PC model explained variance of 66.5 percent in Alfisols and 76.3 percent in Inceptisols. Regression model through PC scores gave R 2 of 0.54 in Alfisols and 0.47 in Inceptisols. Maximum sustainability yield indexes of 58.8 and 55.5 percent by 180-120-120 kg ha −1 (Alfisol) and 67.1 and 60.6 percent Color versions of one or more of the figures in the article can be found online at www. tandfonline.com/lcss. 781 782 D. V. Ramana Reddy et al. by 120-80-100 kg ha −1 (Inceptisol) were attained based on regression and PC models respectively.