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Property, Equipment and Software, Net
12 Months Ended
Dec. 31, 2019
Property, Plant and Equipment [Abstract]  
Property, Equipment and Software, Net Property, Equipment and Software, Net

Property, equipment and software, net, consist of the following:
December 31,
2019
 
2018
Internally developed software (1)
$
117,510

 
$
141,233

Leasehold improvements
39,315

 
31,109

Computer equipment
26,669

 
24,204

Purchased software
11,846

 
10,139

Furniture and fixtures
9,406

 
8,468

Construction in progress
4,937

 
4,106

Total property, equipment and software
209,683

 
219,259

Accumulated depreciation and amortization
(95,313
)
 
(105,384
)
Total property, equipment and software, net
$
114,370

 
$
113,875


(1) 
Includes $21.3 million and $10.3 million in development in progress as of December 31, 2019 and 2018, respectively.

Depreciation and amortization expense on property, equipment and software was $51.6 million, $47.0 million and $40.3 million for the years ended December 31, 2019, 2018 and 2017, respectively. The Company recorded impairment expense on its internally developed software of $3.9 million, $3.8 million and $2.4 million for the years ended December 31, 2019, 2018 and 2017, respectively. The Company records impairment expense on its internally developed software in “Engineering and product development” expense in the Consolidated Statements of Operations.