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Composition of Certain Financial Statement Captions
9 Months Ended
Sep. 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: 
September 30, 2020December 31, 2019
Trade receivables$106,316 $86,043 
Fees earned, not billed259,942 240,239 
Other receivables13,222 15,277 
379,480 341,559 
Less: Allowance for doubtful accounts(1,310)(1,201)
$378,170 $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:
September 30, 2020December 31, 2019
Buildings$162,999 $162,882 
Equipment134,827 123,945 
Land10,830 10,830 
Purchased software145,110 143,705 
Furniture and fixtures20,726 18,835 
Leasehold improvements20,712 20,700 
Construction in progress55,399 33,415 
550,603 514,312 
Less: Accumulated depreciation(370,072)(353,453)
Property and Equipment, net$180,531 $160,859 
The Company recognized $23,058 and $22,162 in depreciation expense related to property and equipment for the nine months ended September 30, 2020 and 2019, respectively.
Deferred Contract Costs
Deferred contract costs, which primarily consist of deferred sales commissions, were $33,833 and $30,991 as of September 30, 2020 and December 31, 2019, respectively. The Company deferred expenses related to contract costs of $2,521 and $4,575 during the three months ended September 30, 2020 and 2019, respectively. During the nine months ended September 30, 2020 and 2019, the Company deferred expenses related to contract costs of $7,270 and $7,673, respectively. Amortization expense related to deferred contract costs were $4,428 and $3,174 during the nine months ended September 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 nine months ended September 30, 2020.
Accrued Liabilities
Accrued liabilities on the accompanying Consolidated Balance Sheets consist of: 
September 30, 2020December 31, 2019
Accrued employee compensation$75,745 $96,991 
Accrued employee benefits and other personnel13,870 9,222 
Accrued consulting, outsourcing and professional fees31,167 28,610 
Accrued sub-advisory, distribution and other asset management fees54,157 46,245 
Accrued dividend payable— 52,452 
Other accrued liabilities48,278 39,281 
Total accrued liabilities$223,217 $272,801