This study aimed to extract bioactive compounds (phenolics and flavonoids and condensed tan-nins) from roasted date seed (Phoenix dactylifera L. cv Kabkab) using various solvent systems (W: water, AE: aqueous-ethanol, AA: aqueous-acetone) and extraction method (ultrasonic-assisted (UAE), microwave-assisted (MAE) and the combination of these two methods (UMAE) macera-tion (ME) and Decoction-Infusion (DIE) Extraction). Moreover, the feasibility of antioxidant ac-tivity prediction was investigated based on stepwise regression analysis and phytochemical prop-erties. Extraction yield, Total phenolic content (TPC), total flavonoid content (TFD) and antioxi-dant activity (DPPH*, ABTS*+, FRAP and averaged antioxidant activity: AAA) of the extracts were evaluated. The main effect of solvent systems and extraction methods on phytochemical compounds and antioxidant activity were significant (P < 0.01). Water and aqueous-ethanol sol-vents extracted higher phytochemical compounds than aqueous-acetone (P < 0.05). Although the highest extraction performance was observed for the ME method, the novel methods show an acceptable result in a much shorter time. Among novel methods, the highest and lowest perfor-mances were recorded for UAE and MAE. There was no significant difference between novel -green methods (e.g., UAE and UMAE). Although the lowest phytochemical yield was obtained for MAE, this performance was obtained in less than 5 min. The highest and lowest correlation be-tween the phytochemical compositions and antioxidant activity parameters were for DPPH* and AAA, respectively. Stepwise-regression analysis showed the weakest and strongest prediction models for AAA (10-fold S = 0.098 and 10-fold R2 = 87.07) and ABTS*+ (10-fold S = 0.129 and 10-fold R2 = 78.25), respectively.