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Summary of Significant Accounting Policies (Tables)
12 Months Ended
Dec. 31, 2019
Accounting Policies [Abstract]  
Summary of Property and Equipment Useful Life
Property and equipment, net, are stated at cost, subject to review of impairment, and depreciated using the straight-line method over the estimated useful lives of the assets as follows:
Building
 
39 years
Computer equipment and software
  
3-5 years
Furniture and fixtures
  
3-7 years
Leasehold and other improvements
  
shorter of the lease term or estimated useful life


Property and equipment, net consists of the following (in thousands):
 
December 31,
 
2019
 
2018
Computer equipment
$
680,160

 
$
493,536

Computer software
59,511

 
58,303

Leasehold and other improvements
125,299

 
74,721

Furniture and fixtures
53,651

 
42,551

Building(1)

 
6,551

Construction in progress(1)
6,830

 
10,167

Property and equipment, gross
925,451

 
685,829

Less: Accumulated depreciation
(457,366
)
 
(338,613
)
Property and equipment, net
$
468,085

 
$
347,216



(1)
We adopted Topic 842 using the modified retrospective method as of January 1, 2019 and derecognized $10.6 million in building and construction in progress assets that we were previously deemed to own under the prior lease accounting standards. These assets are recognized under our operating lease right-of-use assets under Topic 842 as of December 31, 2019.
Changes in Allowance for Doubtful Accounts The following table presents the changes in the allowance for doubtful accounts (in thousands):
 
Balance at Beginning of Year
 
Additions: Charged to Operations
 
Additions: Charged to Deferred Revenue
 
Less:
Write-offs
 
Balance at End of Year
Year ended December 31, 2019
 
 
 
 
 
 
 
 
 
Allowance for doubtful accounts
$
4,649

 
1,284

 
1,306

 
1,043

 
$
6,196

Year ended December 31, 2018
 
 
 
 
 
 
 
 
 
Allowance for doubtful accounts
$
3,115

 
1,255

 
1,177

 
898

 
$
4,649

Year ended December 31, 2017
 
 
 
 
 
 
 
 
 
Allowance for doubtful accounts
$
2,323

 
1,688

 
194

 
1,090

 
$
3,115