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Disaggregation of Revenue
9 Months Ended
Sep. 30, 2020
Revenue from Contract with Customer [Abstract]  
Disaggregation of Revenue Deferred CommissionsSales commissions earned by our sales force are considered incremental and recoverable costs of obtaining a contract with a customer. Sales commissions for initial contracts are deferred and then amortized commensurate with the recognition of associated revenue over a period of benefit that we have determined to be three to seven years. Deferred commissions were $31.3 million and $29.8 million as of September 30, 2020, and December 31, 2019, respectively. Amortization expense was $4.2 million and $11.7 million for the three and nine months ended September 30, 2020, respectively, and $4.4 million and $12.3 million for the three and nine months ended September 30, 2019, respectively. There were no indicators of impairment in relation to the costs capitalized for the periods presented. Deferred commissions have been included with prepaid expenses for the current portion and non-current other assets for the long-term portion in the accompanying condensed consolidated balance sheets. Amortization expense related to deferred commissions is included in selling, general and administrative expenses in the accompanying condensed consolidated statements of income.Disaggregation of Revenue
The tables below show disaggregation of revenue into categories that reflect how economic factors affect the nature, amount, timing, and uncertainty of revenue and cash flows.
Timing of Revenue Recognition
Timing of revenue recognition by revenue category during the period is as follows:
For the three months ended September 30, 2020
 Products and services transferred at a point in timeProducts and services transferred over timeTotal
Revenues
Software licenses and royalties$16,777 $3,160 $19,937 
Subscriptions— 89,290 89,290 
Software services— 47,946 47,946 
Maintenance— 117,979 117,979 
Appraisal services— 5,394 5,394 
Hardware and other5,200 — 5,200 
Total$21,977 $263,769 $285,746 

For the three months ended September 30, 2019
Products and services transferred at a point in timeProducts and services transferred over timeTotal
Revenues
Software licenses and royalties$21,362 $4,017 $25,379 
Subscriptions— 75,272 75,272 
Software services— 54,997 54,997 
Maintenance— 109,833 109,833 
Appraisal services— 6,008 6,008 
Hardware and other3,911 — 3,911 
Total$25,273 $250,127 $275,400 
For the nine months ended September 30, 2020
 Products and services transferred at a point in timeProducts and services transferred over timeTotal
Revenues
Software licenses and royalties$47,311 $8,388 $55,699 
Subscriptions— 256,651 256,651 
Software services— 143,733 143,733 
Maintenance— 349,104 349,104 
Appraisal services— 15,853 15,853 
Hardware and other12,338 — 12,338 
Total$59,649 $773,729 $833,378 

For the nine months ended September 30, 2019
 Products and services transferred at a point in timeProducts and services transferred over timeTotal
Revenues
Software licenses and royalties$54,074 $13,773 $67,847 
Subscriptions216,022 216,022 
Software services— 160,841 160,841 
Maintenance— 316,674 316,674 
Appraisal services— 17,455 17,455 
Hardware and other18,751 — 18,751 
Total$72,825 $724,765 $797,590 

Recurring Revenue
The majority of our revenue is comprised of revenues from maintenance and subscriptions, which we consider to be recurring revenue. Virtually all of our on-premises software clients contract with us for maintenance and support, which provides us with a significant source of recurring revenue. We generally provide maintenance and support for our on-premises clients under annual, or in some cases, multi-year contracts. The contract terms for subscription arrangements range from one to 10 years but are typically contracted for initial periods of three to five years, providing a significant source of recurring revenues on an annual basis. We consider all other revenue categories to be non-recurring revenues.
Recurring revenues and non-recurring revenues recognized during the period are as follows:
For the three months ended September 30, 2020
Enterprise
Software
Appraisal and TaxCorporateTotals
Recurring revenues$191,242 $16,026 $— $207,268 
Non-recurring revenues65,569 12,909 — 78,478 
Intercompany5,128 38 (5,166)— 
Total revenues$261,939 $28,973 $(5,166)$285,746 
For the three months ended September 30, 2019
Enterprise
Software
Appraisal and TaxCorporateTotals
Recurring revenues$171,352 $13,753 $— $185,105 
Non-recurring revenues71,593 18,716 (14)90,295 
Intercompany3,995 34 (4,029)— 
Total revenues$246,940 $32,503 $(4,043)$275,400 

For the nine months ended September 30, 2020
Enterprise
Software
Appraisal and TaxCorporateTotals
Recurring revenues$559,191 $46,563 $— $605,754 
Non-recurring revenues187,142 40,480 227,624 
Intercompany13,662 58 (13,720)— 
Total revenues$759,995 $87,101 $(13,718)$833,378 

For the nine months ended September 30, 2019
Enterprise
Software
Appraisal and TaxCorporateTotals
Recurring revenues$492,822 $39,874 $— $532,696 
Non-recurring revenues205,153 53,605 6,136 264,894 
Intercompany11,055 187 (11,242)— 
Total revenues$709,030 $93,666 $(5,106)$797,590 
Deferred Revenue and Performance Obligations
Total deferred revenue, including long-term, by segment is as follows:
September 30, 2020December 31, 2019
Enterprise Software$410,796 $375,838 
Appraisal and Tax23,764 35,487 
Corporate2,062 1,369 
Totals$436,622 $412,694 
Changes in total deferred revenue, including long-term, were as follows:
Nine months ended September 30, 2020
Balance as of December 31, 2019$412,694 
Deferral of revenue798,656 
Recognition of deferred revenue(774,728)
Balance as of September 30, 2020$436,622 
Transaction Price Allocated to the Remaining Performance Obligations
The aggregate amount of transaction price allocated to the remaining performance obligations represents contracted revenue that has not yet been recognized ("backlog"), which includes deferred revenue and amounts that will be invoiced and recognized as revenue in future periods. Backlog as of September 30, 2020, was $1.55 billion, of which we expect to recognize approximately 49% as revenue over the next 12 months and the remainder thereafter.