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Stock-Based Compensation
9 Months Ended
Jul. 31, 2023
Share-Based Payment Arrangement [Abstract]  
Stock-Based Compensation Stock-Based Compensation
The compensation cost recognized in the condensed consolidated statements of income for our stock compensation arrangements was as follows:
 Three Months Ended 
 July 31,
Nine Months Ended 
 July 31,
 2023202220232022
 (in thousands)
Cost of products$16,732 $15,318 $49,656 $39,603 
Cost of maintenance and service7,765 6,859 22,451 17,335 
Research and development expense75,754 68,243 220,340 175,892 
Sales and marketing expense27,723 22,998 79,567 60,090 
General and administrative expense16,490 14,187 49,935 40,517 
Stock-based compensation expense before taxes144,464 127,605 421,949 333,437 
Income tax benefit(23,172)(20,940)(67,681)(54,717)
Stock-based compensation expense after taxes$121,292 $106,665 $354,268 $278,720 
During the three and nine months ended July 31, 2023, we recognized stock-based compensation expense relating to restricted stock units (RSUs) granted to senior executives with certain market, performance and service conditions (market-based RSUs). The grant date fair value of the market-based RSUs and the assumptions used in the Monte Carlo simulation model to determine the grant date fair value during the periods were as follows:
 Three Months Ended 
 July 31,
Nine Months Ended 
 July 31,
 2023202220232022
Expected life (in years)— 1.41 years
 0.90 years - 2.70 years
1.41 years - 1.69 years
Risk-free interest rate— 2.25 %
4.36% - 4.63%
1.33% - 2.25%
Volatility— 37.27 %
35.84% - 42.86%
33.01% - 37.27%
Grant date fair value— $355.41 
$357.29 - $408.55
$280.82 - $355.41
As of July 31, 2023, we had $1.1 billion of total unrecognized stock-based compensation expense relating to options, RSUs and restricted stock awards, which is expected to be recognized over a weighted-average period of 2.4 years. As of July 31, 2023, we had $48.5 million of unrecognized stock-based compensation expense relating to our Employee Stock Purchase Plan, which is expected to be recognized over a period of approximately 2.0 years.
The intrinsic values of equity awards exercised during the periods were as follows:
 Three Months Ended 
 July 31,
Nine Months Ended 
 July 31,
 2023202220232022
 (in thousands)
Intrinsic value of awards exercised$94,116 $86,080 $212,339 $245,468