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Stock-Based Compensation
9 Months Ended
Jul. 31, 2021
Share-based Payment Arrangement [Abstract]  
Stock-Based Compensation Stock-Based Compensation
The compensation cost recognized in the unaudited condensed consolidated statements of operations for the Company’s stock compensation arrangements was as follows:
 Three Months Ended 
 July 31,
Nine Months Ended 
 July 31,
 2021202020212020
 (in thousands)
Cost of products$9,582 $6,478 $28,238 $18,174 
Cost of maintenance and service3,446 1,959 10,192 6,109 
Research and development expense42,430 31,367 124,231 86,469 
Sales and marketing expense15,330 10,863 45,040 29,483 
General and administrative expense14,374 11,170 40,829 29,920 
Stock-based compensation expense before taxes85,162 61,837 248,530 170,155 
Income tax benefit(13,277)(10,562)(38,746)(29,062)
Stock-based compensation expense after taxes$71,885 $51,275 $209,784 $141,093 
As of July 31, 2021, the Company had $594.9 million of total unrecognized stock-based compensation expense relating to options and restricted stock units and awards, which is expected to be recognized over a weighted-average period of 2.3 years. As of July 31, 2021, the Company had $35.3 million of unrecognized stock-based compensation expense relating to its Employee Stock Purchase Plan (ESPP), which is expected to be recognized over a period of approximately 2.0 years.
The intrinsic values of equity awards exercised during the periods are as follows:
 Three Months Ended 
 July 31,
Nine Months Ended 
 July 31,
 2021202020212020
 (in thousands)
Intrinsic value of awards exercised$30,896 $50,087 $143,100 $152,397