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Composition of Certain Financial Statement Captions
9 Months Ended
Sep. 30, 2019
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, 2019
 
December 31, 2018
Trade receivables
$
91,372

 
$
76,362

Fees earned, not billed
241,340

 
226,001

Other receivables
17,931

 
13,691

 
350,643

 
316,054

Less: Allowance for doubtful accounts
(1,311
)
 
(718
)
 
$
349,332

 
$
315,336


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, 2019
 
December 31, 2018
Buildings
$
162,677

 
$
160,796

Equipment
119,585

 
126,954

Land
10,830

 
10,772

Purchased software
142,693

 
139,245

Furniture and fixtures
18,478

 
18,103

Leasehold improvements
19,656

 
18,959

Construction in progress
27,042

 
9,240

 
500,961

 
484,069

Less: Accumulated depreciation
(346,377
)
 
(338,206
)
Property and Equipment, net
$
154,584

 
$
145,863


The Company recognized $22,162 and $21,515 in depreciation expense related to property and equipment for the nine months ended September 30, 2019 and 2018, respectively.
Deferred Contract Costs
Deferred contract costs, which primarily consist of deferred sales commissions, were $28,506 and $24,007 as of September 30, 2019 and December 31, 2018, respectively. The Company deferred expenses related to contract costs of $4,575 and $1,400 during the three months ended September 30, 2019 and 2018, respectively. During the nine months ended September 30, 2019 and 2018, the Company deferred expenses related to contract costs of $7,673 and $5,483, respectively. Amortization expense related to deferred contract costs were $3,174 and $2,020 during the nine months ended September 30, 2019 and 2018, 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, 2019.
Accrued Liabilities
Accrued liabilities on the accompanying Consolidated Balance Sheets consist of: 
 
September 30, 2019
 
December 31, 2018
Accrued employee compensation
$
73,997

 
$
97,603

Accrued consulting, outsourcing and professional fees
27,491

 
31,000

Accrued sub-advisory, distribution and other asset management fees
45,495

 
42,583

Accrued dividend payable

 
50,761

Other accrued liabilities
46,936

 
57,687

Total accrued liabilities
$
193,919

 
$
279,634