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Accounts receivable, net
9 Months Ended
Sep. 30, 2021
Receivables [Abstract]  
Accounts receivable, net
NOTE 4 — Accounts receivable, net

The Company performs its evaluation of the collectability of trade receivables based on customer category. For example, trade receivables from individual subscribers to our publications are evaluated separately from trade receivables related to advertising customers. For advertising trade receivables, the Company applies a "black motor formula" methodology as the baseline to calculate the allowance for doubtful accounts. The reserve percentage is calculated as a ratio of total net bad debts (less write-offs and recoveries) for the prior three-year period to total outstanding trade accounts receivable for the same three-year period. The calculated reserve percentage by customer category is applied to the consolidated gross advertising receivable balance, irrespective of aging. In addition, each category has specific reserves for at risk accounts that vary based on the nature of the underlying trade receivables. Due to the short-term nature of our circulation receivables, the Company reserves all receivables aged over 90 days.
The following table presents changes in the allowance for doubtful accounts for the nine months ended September 30, 2021 and 2020:
Nine months ended September 30,
In thousands20212020
Beginning balance$20,843 $19,923 
Current period provision3,478 23,075 
Write-offs charged against the allowance(10,998)(21,139)
Recoveries of amounts previously written-off3,076 2,230 
Disposition— (351)
Foreign currency12 11 
Ending balance$16,411 $23,749 

The calculation of the allowance considers current economic, industry and customer-specific conditions relative to their respective operating environments in the incremental allowances recorded related to high-risk accounts, bankruptcies, receivables in repayment plan and other aging specific reserves. As a result of this analysis, the Company adjusts specific reserves and the amount of allowable credit as appropriate. The collectability of trade receivables related to advertising, marketing services and other customers depends on a variety of factors, including trends in local, regional or national economic conditions that affect our customers' ability to pay. The advertisers in our newspapers and other publications and related websites are primarily retail businesses that can be significantly affected by regional or national economic downturns and other developments that may impact our ability to collect on the related receivables. Similarly, while circulation revenues related to individual subscribers are primarily prepaid, changes in economic conditions may also affect our ability to collect on amounts owed from single copy circulation customers.

For the three and nine months ended September 30, 2021, the Company recorded $2.8 million and $3.5 million in bad debt expense, respectively. For the three and nine months ended September 30, 2020, the Company recorded $5.7 million and $23.1 million in bad debt expense, respectively. Bad debt expense is included in Selling, general and administrative expenses on the condensed consolidated statements of operations and comprehensive income (loss). For the three months ended September 30, 2021, the decrease compared to the prior year period was driven by lower write-offs, as the prior year reflected the impact of the COVID-19 pandemic which resulted in higher bad debt expense and allowance for doubtful accounts. For the nine months ended September 30, 2021, the decrease compared to the prior year period was due to lower write-offs compared to the same period in the prior year, as the prior year reflected the impact of the COVID-19 pandemic.