The conventional method of producing enzyme modified starch (ES) involves using a dilute starch suspension, which necessitated substantial heat expenditure for drying the product and resulted in significant energy waste. Improved extrusion cooking technology (IECT) could extrude materials under high moisture, and it is a new physical modification technology. A comprehensive investigation was undertaken to produce enzyme modified starch (ES) with varying dextrose equivalent (DE) using IECT. The study systematically explored the effects of different screw speeds on the resulting IECT-ES properties. And principal component analysis and artificial neural network analysis were used to explore the correlation between data and the synaptic weight relationships. Results indicated that Maltese cross of IECT-ES disappeared, the R1047/1022 and R995/1022 decreased to 0.7305 and 0.9012 respectively, the full width at half maximum at 480 cm-1 increased to 26.81 %, light transmittance increased to 21.20 % and DE value rose to 14.19 % at 300 rpm. The properties evolution of IECT-ES was closely related to changes in structure and conditions. This study aimed to evaluate the effectiveness of IECT as an alternative method for producing enzyme modified starch. The findings provide valuable insights into more energy-efficient starch modification processes.