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Accounts Receivable
3 Months Ended
Mar. 31, 2021
Accounts, Notes, Loans and Financing Receivable, Gross, Allowance, and Net [Abstract]  
Accounts Receivable Accounts Receivable
Net accounts receivable consisted of the following as of March 31, 2021 and December 31, 2020 (in thousands):
 
March 31,
2021
December 31,
2020
Trade accounts receivable$480,924 $473,474 
Unbilled accounts receivable187,266 188,400 
Gross accounts receivable668,190 661,874 
Allowances for current expected credit losses and other reserves(1,654)(1,822)
Accounts receivable, net$666,536 $660,052 

The following table summarizes the activity of the Company's allowance for current expected credit losses and other reserves during the three months ended March 31, 2021 and 2020 (in thousands):

March 31,
2021
March 31,
2020
Beginning balance$1,822 $1,880 
Charges to income from operations923 1,752 
Collections from customers previously reserved and other(1,091)(451)
Ending balance$1,654 $3,181 

Charges to income from operations primarily represents charges to bad debt expense for increases in the allowance for current expected credit losses. The allowance for current expected credit losses has been developed using historical loss rates for the previous twelve months as well as expectations about the future where the Company has been able to develop forecasts to support its estimates.