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Restructuring and integration expense
9 Months Ended
Sep. 30, 2023
Restructuring and Related Activities [Abstract]  
Restructuring and integration expense
Restructuring and integration expense consists of costs related to initiatives to drive earnings and cash flow growth and also includes costs related to the consolidation and migration of certain applications and processes, including our financial management systems. These costs consist primarily of consulting, project management services and internal labor, as well as other costs associated with our initiatives, such as costs associated with facility closures and consolidations. In addition, we have recorded employee severance costs across functional areas. Restructuring and integration expense is not allocated to our reportable business segments.

We are currently pursuing several initiatives designed to support our growth strategy and to increase our efficiency, and we recently announced our North Star initiative. The goal of this initiative is to further drive shareholder value by expanding our earnings before interest, taxes, depreciation and amortization (EBITDA) growth trajectory, increasing cash flow, paying down debt and improving our leverage ratio. North Star is a balanced mix of structural cost reductions focused on organizational structure, processes and operational improvements, in addition to workstreams to drive revenue growth. We have already combined like-for-like capabilities, reduced management layers and consolidated core operations to run more efficiently and create the ability to invest in high impact talent to accelerate our growth businesses of payments and data. The associated costs, which consisted primarily of consulting and severance costs, drove the increase in restructuring and integration costs during the quarter ended September 30, 2023.
Restructuring and integration expense is reflected on the consolidated statements of comprehensive (loss) income as follows:
 Quarter Ended
September 30,
Nine Months Ended
September 30,
(in thousands)2023202220232022
Total cost of revenue$6,429 $131 $10,868 $216 
Operating expenses22,935 15,188 60,067 46,614 
Restructuring and integration expense$29,364 $15,319 $70,935 $46,830 

Restructuring and integration expense for each period was comprised of the following:
 Quarter Ended
September 30,
Nine Months Ended
September 30,
(in thousands)2023202220232022
External consulting fees$10,939 $7,670 $31,561 $24,670 
Employee severance benefits11,179 3,826 17,526 8,232 
Internal labor2,469 1,877 6,341 6,177 
Other4,777 1,946 15,507 7,751 
Restructuring and integration expense$29,364 $15,319 $70,935 $46,830 

Our restructuring and integration accruals are included in accrued liabilities on the consolidated balance sheets and represent expected cash payments required to satisfy the remaining severance obligations to those employees already terminated and those expected to be terminated under our various initiatives. The majority of the employee reductions and the related severance payments are expected to be completed by the first quarter of 2024.

Changes in our restructuring and integration accruals were as follows:
(in thousands)Employee severance benefits
Balance, December 31, 2022
$8,528 
Charges17,961 
Reversals(435)
Payments(11,448)
Balance, September 30, 2023
$14,606 

The charges and reversals presented in the rollforward of our restructuring and integration accruals do not include items charged directly to expense as incurred, as those items are not reflected in accrued liabilities on the consolidated balance sheets.