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Accounts Receivable
12 Months Ended
Dec. 31, 2016
Accounts, Notes, Loans and Financing Receivable, Gross, Allowance, and Net [Abstract]  
Accounts Receivable
Accounts Receivable

Net accounts receivable consisted of the following as of December 31, 2016 and 2015 (in thousands):
 
 
December 31, 2016
 
December 31, 2015
Trade accounts receivable
$
260,976

 
$
262,885

Unbilled accounts receivable
113,765

 
124,878

Gross accounts receivable
374,741

 
387,763

Allowance for doubtful accounts
(829
)
 
(906
)
Reserve for cash-basis customers
(5,316
)
 
(6,458
)
Total accounts receivable reserves
(6,145
)
 
(7,364
)
Accounts receivable, net
$
368,596

 
$
380,399



A summary of activity in the accounts receivable reserves for the years ended December 31, 2016, 2015 and 2014, is as follows (in thousands):

 
2016
 
2015
 
2014
Beginning balance
$
7,364

 
$
9,023

 
$
3,703

Charges to income from operations
49,677

 
37,870

 
32,293

Collections from cash basis customers and write-offs
(50,896
)
 
(39,529
)
 
(26,973
)
Ending balance
$
6,145

 
$
7,364

 
$
9,023



Charges to income from operations represent charges to bad debt expense for increases in the allowance for doubtful accounts and reductions to revenue for increases in reserves for cash basis customers.