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Composition of Certain Financial Statement Captions
6 Months Ended
Jun. 30, 2020
Items Included in Consolidated Statement of Financial Condition [Abstract]  
Composition of Certain Financial Statement Captions Composition of Certain Financial Statement Captions
Receivables
Receivables on the accompanying Consolidated Balance Sheets consist of: 
June 30, 2020December 31, 2019
Trade receivables$89,183  $86,043  
Fees earned, not billed252,541  240,239  
Other receivables10,969  15,277  
352,693  341,559  
Less: Allowance for doubtful accounts(1,079) (1,201) 
$351,614  $340,358  
Fees earned, not billed represents receivables from contracts with customers earned but unbilled and results from timing differences between services provided and contractual billing schedules. These billing schedules generally provide for fees to be billed on a quarterly basis. In addition, certain fees earned from investment operations services are calculated based on assets under administration that have an extended valuation process. Billings to these clients occur once the asset valuation processes are completed.
Receivables from investment products on the accompanying Consolidated Balance Sheets primarily represent fees receivable for distribution, investment advisory, and administration services to various regulated investment companies and other investment products sponsored by SEI.
Property and Equipment
Property and Equipment on the accompanying Consolidated Balance Sheets consists of:
June 30, 2020December 31, 2019
Buildings$162,999  $162,882  
Equipment137,698  123,945  
Land10,830  10,830  
Purchased software145,816  143,705  
Furniture and fixtures20,032  18,835  
Leasehold improvements20,109  20,700  
Construction in progress52,466  33,415  
549,950  514,312  
Less: Accumulated depreciation(367,677) (353,453) 
Property and Equipment, net$182,273  $160,859  
The Company recognized $15,113 and $14,753 in depreciation expense related to property and equipment for the six months ended June 30, 2020 and 2019, respectively.
Deferred Contract Costs
Deferred contract costs, which primarily consist of deferred sales commissions, were $33,108 and $30,991 as of June 30, 2020 and December 31, 2019, respectively. The Company deferred expenses related to contract costs of $1,752 and $1,950 during the three months ended June 30, 2020 and 2019, respectively. During the six months ended June 30, 2020 and 2019, the Company deferred expenses related to contract costs of $4,749 and $3,076, respectively. Amortization expense related to deferred contract costs were $2,632 and $1,951 during the six months ended June 30, 2020 and 2019, respectively, and are included in Compensation, benefits and other personnel on the accompanying Consolidated Statements of Operations. There was no impairment loss in relation to deferred contract costs during the six months ended June 30, 2020.
Accrued Liabilities
Accrued liabilities on the accompanying Consolidated Balance Sheets consist of: 
June 30, 2020December 31, 2019
Accrued employee compensation$50,858  $96,991  
Accrued consulting, outsourcing and professional fees35,750  28,610  
Accrued sub-advisory, distribution and other asset management fees47,797  46,245  
Accrued dividend payable—  52,452  
Accrued income taxes24,739  2,010  
Other accrued liabilities51,567  46,493  
Total accrued liabilities$210,711  $272,801