Biggest changeFor a discussion and analysis of the year ended December 31, 2021, compared to the year ended December 31, 2020, please refer to Management's Discussion and Analysis of Financial Condition and Results of Operations included in Part II, Item 7 of our Annual Report on Form 10-K for the year ended December 31, 2021, filed with the SEC on February 17, 2022: (Dollars in thousands) 2022 Change 2021 Change 2020 Revenue: Wireless revenue $ 75,622 (3,204) (4.1) % $ 78,826 $ (4,767) (5.7) % $ 83,593 Software revenue 58,912 (4,415) (7.0) % 63,327 (1,260) (2.0) % 64,587 Total revenue 134,534 (7,619) (5.4) % 142,153 (6,027) (4.1) % 148,180 Operating expenses: Cost of revenue (exclusive of items shown separately below) 28,267 (4,203) (12.9) % 32,470 1,523 4.9 % 30,947 Research and development 13,625 (3,889) (22.2) % 17,514 1,772 11.3 % 15,742 Technology operations 27,412 (1,432) (5.0) % 28,844 (641) (2.2) % 29,485 Selling and marketing 16,296 (4,787) (22.7) % 21,083 767 3.8 % 20,316 General and administrative 37,796 (5,735) (13.2) % 43,531 3,931 9.9 % 39,600 Severance and restructuring 7,329 7,009 2,190.3 % 320 (372) (53.8) % 692 Depreciation, amortization and accretion 3,571 (6,875) (65.8) % 10,446 1,390 15.3 % 9,056 Goodwill and capitalized software development impairment — (15,663) (100.0) % 15,663 (9,344) (37.4) % 25,007 Total operating expenses 134,296 (35,575) (20.9) % 169,871 (974) (0.6) % 170,845 Operating income (loss) 238 27,956 (100.9) % (27,718) (5,053) 22.3 % (22,665) Interest income 592 272 85.0 % 320 (367) (53.4) % 687 Other income 167 101 153.0 % 66 (142) (68.3) % 208 Income (loss) before income taxes 997 28,329 (103.6) % (27,332) (5,562) 25.5 % (21,770) Benefit from (provision for) income taxes 20,859 15,707 304.9 % 5,152 27,607 (122.9) % (22,455) Net income (loss) $ 21,856 $ 44,036 (198.5) % $ (22,180) $ 22,045 (49.8) % $ (44,225) Supplemental Information FTEs 376 (187) (33.2) % 563 (39) (6.5) % 602 Active transmitters 3,325 (143) (4.1) % 3,468 (178) (4.9) % 3,646 30 Table of Contents Revenue We offer a focused suite of unified clinical communications and collaboration solutions that include call center applications, clinical alerting and notifications, one-way and advanced two-way wireless messaging services, mobile communications and public safety solutions.
Biggest changeFor a discussion and analysis of the year ended December 31, 2022, compared to the year ended December 31, 2021, please refer to Management's Discussion and Analysis of Financial Condition and Results of Operations included in Part II, Item 7 of our Annual Report on Form 10-K for the year ended December 31, 2022, filed with the SEC on February 23, 2023: (Dollars in thousands) 2023 Change 2022 Change 2021 Revenue: Wireless revenue $ 75,968 $ 346 0.5 % $ 75,622 $ (3,204) (4.1) % $ 78,826 Software revenue 63,057 4,145 7.0 % 58,912 (4,415) (7.0) % 63,327 Total revenue 139,025 4,491 3.3 % 134,534 (7,619) (5.4) % 142,153 Operating expenses: Cost of revenue (exclusive of items shown separately below) 26,818 (1,449) (5.1) % 28,267 (4,203) (12.9) % 32,470 Research and development 10,549 (3,076) (22.6) % 13,625 (3,889) (22.2) % 17,514 Technology operations 25,843 (1,569) (5.7) % 27,412 (1,432) (5.0) % 28,844 Selling and marketing 16,350 54 0.3 % 16,296 (4,787) (22.7) % 21,083 General and administrative 33,168 (4,628) (12.2) % 37,796 (5,735) (13.2) % 43,531 Severance and restructuring 573 (6,756) (92.2) % 7,329 7,009 2,190.3 % 320 Depreciation, amortization and accretion 4,496 925 25.9 % 3,571 (6,875) (65.8) % 10,446 Capitalized software development impairment — — — % — (15,663) (100.0) % 15,663 Total operating expenses 117,797 (16,499) (12.3) % 134,296 (35,575) (20.9) % 169,871 Operating income (loss) 21,228 20,990 8,819.3 % 238 27,956 (100.9) % (27,718) Interest income 1,099 507 85.6 % 592 272 85.0 % 320 Other (expense) income (2) (169) (101.2) % 167 101 153.0 % 66 Income (loss) before income taxes 22,325 21,328 2,139.2 % 997 28,329 (103.6) % (27,332) (Provision for) benefit from income taxes (6,659) (27,518) (131.9) % 20,859 15,707 304.9 % 5,152 Net income (loss) $ 15,666 $ (6,190) (28.3) % $ 21,856 $ 44,036 (198.5) % $ (22,180) Supplemental Information FTEs 384 8 2.1 % 376 (187) (33.2) % 563 Active transmitters 3,215 (110) (3.3) % 3,325 (143) (4.1) % 3,468 31 Table of Contents Revenue We offer a focused suite of unified clinical communications and collaboration solutions that include call center applications, clinical alerting and notifications, one-way and advanced two-way wireless messaging services, mobile communications and public safety solutions.
In addition, subscribers either contract to use a messaging device that we own and provide for an additional fixed monthly fee or they own the device used, after either purchasing it either from us or from another vendor. 31 Table of Contents We offer exclusive one-way (T5) and two-way (T52) alphanumeric pagers, which are configurable to support unencrypted or encrypted operation.
In addition, subscribers either contract to use a messaging device that we own and provide for an additional fixed monthly fee or they own the device used, after either purchasing it either from us or from another vendor. 32 Table of Contents We offer exclusive one-way (T5) and two-way (T52) alphanumeric pagers, which are configurable to support unencrypted or encrypted operation.
The estimated control premium is based on a review of current and past market information published by a third-party resource, assessment of the Company's future projected discounted cash flows and other relevant information if available. Our methods, assumptions, and estimates used in assessing goodwill in a quantitative form remained materially unchanged in 2022.
The estimated control premium is based on a review of current and past market information published by a third-party resource, assessment of the Company's future projected discounted cash flows and other relevant information if available. Our methods, assumptions, and estimates used in assessing goodwill in a quantitative form remained materially unchanged in 2023.
As part of this evaluation, for the year ended December 31, 2022, the Company did not identify any probable losses. Related Parties Refer to Note 13, "Related Parties" in the Notes to Consolidated Financial Statements for further discussion on our related party transactions. Inflation Inflation has not had a material effect on our operations to date.
As part of this evaluation, for the year ended December 31, 2023, the Company did not identify any probable losses. Related Parties Refer to Note 13, "Related Parties" in the Notes to Consolidated Financial Statements for further discussion on our related party transactions. Inflation Inflation has not had a material effect on our operations to date.
We provide a valuation allowance when we consider it "more likely than not" that a deferred income tax asset will not be fully recovered. The assessment of our deferred income tax assets requires significant judgment, however, our methods, assumptions, and estimates used in assessing the need for a valuation allowance remained materially unchanged in 2022.
We provide a valuation allowance when we consider it "more likely than not" that a deferred income tax asset will not be fully recovered. The assessment of our deferred income tax assets requires significant judgment, however, our methods, assumptions, and estimates used in assessing the need for a valuation allowance remained materially unchanged in 2023.
The Company maintained a valuation allowance of $2.3 million related to Federal Foreign Tax Credits and certain state net operating losses and state tax credits, as we do not believe current projections of future taxable income will be sufficient to utilize those tax assets prior to expiration.
We maintained a valuation allowance of $2.3 million related to Federal Foreign Tax Credits and certain state net operating losses and state tax credits, as we do not believe current projections of future taxable income will be sufficient to utilize those tax assets prior to expiration.
The Company maintained a valuation allowance of $2.3 million related to federal foreign tax credits and certain state net operating losses as we do not believe current projections of future taxable income will be sufficient to utilize those tax assets prior to expiration.
We maintained a valuation allowance of $2.3 million related to federal foreign tax credits and certain state net operating losses as we do not believe current projections of future taxable income will be sufficient to utilize those tax assets prior to expiration.
As a result, software revenue may fluctuate on a short-term basis, and we generally evaluate longer-term trends when managing this business. 32 Table of Contents Revenue items impacted by timing generally relate to specific renewal contracts that do not have auto-renewal terms and for which we must negotiate at the end of each term.
As a result, software revenue may fluctuate on a short-term basis, and we generally evaluate longer-term trends when managing this business. Revenue items impacted by timing generally relate to specific renewal contracts that do not have auto-renewal terms and for which we must negotiate at the end of each term.
Operations revenue consists primarily of license and subscription revenues for our healthcare communications solutions, revenue from the sale of equipment that facilitates the use of our software solutions, and professional services revenue related to the implementation of our solutions.
Operations revenue consists primarily of license and subscription revenues for our healthcare communications solutions, revenue from the sale of hardware that facilitates the use of our software solutions, and professional services revenue related to the implementation of our solutions.
Impairment of Goodwill, Long-Lived Assets and Intangible Assets Subject to Amortization We are required to evaluate the carrying value of our goodwill, long-lived assets and intangible assets subject to amortization. Goodwill is not amortized but is evaluated for impairment at least annually, or when events or circumstances suggest a potential impairment has occurred.
Impairment of Goodwill, Long-Lived Assets and Intangible Assets Subject to Amortization We are required to evaluate the carrying value of our goodwill, long-lived assets and intangible assets subject to amortization. 43 Table of Contents Goodwill is not amortized but is evaluated for impairment at least annually, or when events or circumstances suggest a potential impairment has occurred.
This classification generally consists of depreciation from capital expenditures or other assets that are core to our ongoing operations, amortization of intangible assets, amortization of capitalized software development costs, and accretion of asset retirement obligations. 34 Table of Contents The following is a review of our operating expense categories for the years ended December 31, 2022 and 2021.
This classification generally consists of depreciation from capital expenditures or other assets that are core to our ongoing operations, amortization of intangible assets, amortization of capitalized software development costs, and accretion of asset retirement obligations. 35 Table of Contents The following is a review of our operating expense categories for the years ended December 31, 2023 and 2022.
Our investment in research and development qualifies for the research and development income tax credit under Section 41 of the Internal Revenue Code. Unused research and development tax credits have a 20-year carryover and will provide future tax benefits once Spok’s net operating losses are fully utilized.
Our investment in research and development in prior years qualified for the research and development income tax credit under Section 41 of the Internal Revenue Code. Unused research and development tax credits have a 20-year carryover and will provide future tax benefits once Spok’s net operating losses are fully utilized.
Maintenance revenue is generated from our ongoing support of our software solutions or related equipment, typically for a period of one year after project completion. To a large degree, software revenue corresponds to our backlog of performance obligations ready to deliver at some point in the future, and any delays in implementation may affect the timing of revenue recognition.
Maintenance revenue is generated from our ongoing support of our software solutions or related hardware, typically for a period of one year after project completion. 33 Table of Contents To a large degree, software revenue corresponds to our backlog of performance obligations ready to deliver at some point in the future, and any delays in implementation may affect the timing of revenue recognition.
Investing Activities For the year ended December 31, 2022, net cash provided by investing activities was $11.3 million, primarily due to the sale and purchase of U.S. treasury securities offset by capital expenditures.
Investing Activities For the year ended December 31, 2023, net cash used in investing activities was $3.4 million, primarily due to capital expenditures. For the year ended December 31, 2022, net cash provided by investing activities was $11.3 million, primarily due to the sale and purchase of U.S. treasury securities offset by capital expenditures.
Site rent and telecommunication costs decreased as a result of a reduction in the number of active transmitters, resulting from our network rationalization efforts. The number of active transmitters, which directly affects our telecommunication and site rent expenses, declined 4.1% from December 31, 2021 to December 31, 2022.
Site rent costs decreased as a result of a reduction in the number of active transmitters, resulting from our network rationalization efforts. The number of active transmitters, which directly affects our telecommunication and site rent expenses, declined 3.3% from December 31, 2022 to December 31, 2023.
We recorded no impairment of goodwill for the years ended December 31, 2022 and 2021, and impairment of $25.0 million for the year ended December 31, 2020. Quarterly, we assess whether circumstances exist which suggest that the carrying value of long-lived and amortizable intangible assets (asset groups) may not be recoverable.
We recorded no impairment of goodwill for the years ended December 31, 2023, 2022 and 2021. Quarterly, we assess whether circumstances exist which suggest that the carrying value of long-lived and amortizable intangible assets (asset groups) may not be recoverable.
These are expenses we incur for the delivery of products and services to our customers and consist primarily of hardware, third-party software, outside services expenses and payroll and related expenses for our professional services, logistics, customer support and maintenance staff. • Research and Development.
These operating expenses are categorized as follows: • Cost of Revenue. These are expenses we incur for the delivery of products and services to our customers and consist primarily of hardware, third-party software, outside services expenses and payroll and related expenses for our professional services, logistics, customer support and maintenance staff. • Research and Development.
On February 22, 2023, the Board of Directors declared a regular quarterly cash dividend of $0.3125 per share of common stock, with a record date of March 16, 2023, and a payment date of March 30, 2023. This cash dividend of approximately $6.3 million is expected to be paid from available cash on hand.
On February 21, 2024, the Board of Directors declared a regular quarterly cash dividend of $0.3125 per share of common stock, with a record date of March 15, 2024 and a payment date of March 29, 2024. This cash dividend of approximately $6.3 million is expected to be paid from available cash on hand.
Refer to Note 1, "Organization and Significant Accounting Policies," and Note 10, "Income Taxes," in the Notes to Consolidated Financial Statements for further discussion. Liquidity and Capital Resources Cash and Cash Equivalents At December 31, 2022, we held cash, cash equivalents and short-term investments of $35.8 million.
Refer to Note 1, "Organization and Significant Accounting Policies" and Note 10, "Income Taxes" in the Notes to Consolidated Financial Statements for further discussion. Liquidity and Capital Resources 39 Table of Contents Cash and Cash Equivalents At December 31, 2023, we held cash, cash equivalents and short-term investments of $32.0 million.
Financing Activities For the years ended December 31, 2022 and 2021, net cash used in financing activities was $26.2 million and $11.8 million, respectively, primarily due to cash distributions to stockholders of $25.0 million and $10.0 million, respectively. 40 Table of Contents Commitments and Contingencies In the ordinary course of our operations, we enter into certain contractual obligations.
Financing Activities For the years ended December 31, 2023 and 2022, net cash used in financing activities was $26.7 million and $26.2 million, respectively, primarily due to cash distributions to stockholders of $25.6 million and $25.0 million, respectively. Commitments and Contingencies In the ordinary course of our operations, we enter into certain contractual obligations.
We assess the recoverability of our deferred income tax assets, which represent the tax benefits of future tax deductions, based on available positive and negative evidence and by considering the adequacy of future taxable income from all sources, including prudent and feasible tax planning strategies.
We did not qualify for the research and development tax credits in 2023. We assess the recoverability of our deferred income tax assets, which represent the tax benefits of future tax deductions, based on available positive and negative evidence, and by considering the adequacy of future taxable income from all sources, including prudent and feasible tax planning strategies.
The following provides the effective tax rate reconciliation for the years ended December 31, 2022, 2021 and 2020, respectively (See Note 10, "Income Taxes" in the Notes to Consolidated Financial Statements for further discussion on our income taxes): (Dollars in thousands) 2022 2021 2020 Income (loss) before income taxes $ 997 $ (27,332) $ (21,770) Income taxes computed at the federal statutory rate $ 209 21.0 % $ (5,740) 21.0 % $ (4,572) 21.0 % State income taxes, net of federal benefit 121 12.1 % (1,513) 5.5 % (703) 3.2 % Goodwill impairment — — % — — % 6,341 (29.1) % Change in valuation allowance (21,850) (2,191.6) % 2,070 (7.6) % 22,108 (101.6) % Research and development and other tax credits (88) (8.8) % (808) 3.0 % (1,316) 6.0 % Excess executive compensation 231 23.1 % 272 (1.0) % 266 (1.2) % Other 518 52.0 % 567 (2.1) % 331 (1.5) % (Benefit from) provision for income taxes $ (20,859) (2,092.2) % $ (5,152) 18.8 % $ 22,455 (103.1) % Benefit from income taxes changed by $15.7 million for the year ended December 31, 2022, from 2021 primarily due to a reduction of the valuation allowance in 2022, offset by an increase in both federal and state income taxes stemming from a swing from a loss before income taxes in 2021 to income in 2022 as a result of our restructuring efforts.
The following provides the effective tax rate reconciliation for the years ended December 31, 2023, 2022 and 2021, respectively (See Note 10, "Income Taxes" in the Notes to Consolidated Financial Statements for further discussion on our income taxes): (Dollars in thousands) 2023 2022 2021 Income (loss) before income taxes $ 22,325 $ 997 $ (27,332) Income taxes computed at the federal statutory rate $ 4,688 21.0 % $ 209 21.0 % $ (5,740) 21.0 % State income taxes, net of federal benefit 1,343 6.0 % 121 12.1 % (1,513) 5.5 % Change in valuation allowance — — % (21,850) (2,191.6) % 2,070 (7.6) % Research and development and other tax credits — — % (88) (8.8) % (808) 3.0 % Excess executive compensation 405 1.8 % 231 23.1 % 272 (1.0) % Other 223 0.9 % 518 52.0 % 567 (2.1) % Provision for (benefit from) income taxes $ 6,659 29.8 % $ (20,859) (2,092.2) % $ (5,152) 18.8 % The provision for income taxes changed by $27.5 million for the year ended December 31, 2023, compared to 2022 primarily due to a reduction of the valuation allowance in 2022, as well as an increase in both federal and state income taxes stemming from higher income in 2023.
The following reflects the impact of subscribers and ARPU on the change in wireless revenue: Units in Service as of December 31, Revenue for the Year Ended December 31, Change Due To: (Units and Dollars in Thousands) 2022 2021 Change 2022 2021 Change ARPU Units Paging revenue 817 847 (30) $ 73,323 $ 75,845 $ (2,522) $ 475 $ (2,997) As demand for one-way and two-way messaging has declined, we have developed or added service offerings such as encrypted paging and Spok Mobile with a pager number in order to increase our revenue potential and mitigate the decline in our wireless revenue.
The following reflects the impact of subscribers and ARPU on the change in wireless revenue: Units in Service as of December 31, Revenue for the Year Ended December 31, Change Due To: (Units and Dollars in Thousands) 2023 2022 Change 2023 2022 Change ARPU Units Paging revenue 765 817 (52) $ 73,135 $ 73,323 $ (188) $ 3,449 $ (3,637) As demand for one-way and two-way messaging has declined, we have developed or added service offerings such as encrypted paging and Spok Mobile with a pager number in order to increase our revenue potential and mitigate the decline in our wireless revenue.
For the years ended December 31, 2022 and 2021, no goodwill impairment was recognized. 37 Table of Contents We evaluate our long-lived assets for impairment whenever events or changes in circumstances indicate that the carrying amount of the asset group may not be recoverable.
Goodwill and Long-Lived Asset Impairment We perform our annual goodwill impairment testing in the fourth quarter of each year. For the years ended December 31, 2023 and 2022, no goodwill impairment was recognized. We evaluate our long-lived assets for impairment whenever events or changes in circumstances indicate that the carrying amount of the asset group may not be recoverable.
Cash from operations varies depending on changes in various working capital items, including deferred revenues, accounts payable, accounts receivable, prepaid expenses and various accrued expenses. For the year ended December 31, 2022, net cash provided by operating activities was $6.5 million, a decrease of $1.5 million compared to 2021.
Cash from operations varies depending on changes in various working capital items, including deferred revenues, accounts payable, accounts receivable, prepaid expenses and various accrued expenses. For the year ended December 31, 2023, net cash provided by operating activities was $26.2 million, an increase of $19.7 million compared to 2022.
Similar to our quarterly assessment of goodwill, significant judgment is required in the determination of a triggering event given the qualitative nature of the assessment. We did not identify any triggering event for long-lived and amortizable intangible assets in 2022.
Similar to our quarterly assessment of goodwill, significant judgment is required in the determination of a triggering event given the qualitative nature of the assessment. We did not identify any triggering events for long-lived assets in 2023. We did not record any impairment of long-lived assets or definite-lived intangible assets for the years ended December 31, 2023 and 2022.
Other Income For the year ended December 31, 2022, compared to 2021, other income increased by $0.1 million. Provision for (Benefit from) Income Taxes The effects of foreign taxes are immaterial for all periods presented.
Other Income For the year ended December 31, 2022, other income was $0.2 million as compared to no other income for the year ended December 31, 2023. Provision for (Benefit from) Income Taxes The effects of foreign taxes are immaterial for all periods presented.
This repurchase authority allows us, at management’s discretion, to selectively repurchase shares of our common stock from time to time in the open market depending upon market price and other factors. 39 Table of Contents Cash Flows Overview In the event that net cash provided by operating activities and cash on hand are not sufficient to meet future cash requirements, we may be required to reduce planned capital expenses, reduce or eliminate our cash dividends to stockholders, not repurchase shares of our common stock under the share repurchase program, sell assets or seek additional financing.
Cash Flows Overview In the event that net cash provided by operating activities and cash on hand are not sufficient to meet future cash requirements, we may be required to reduce planned capital expenses, reduce or eliminate our cash dividends to stockholders, not repurchase shares of our common stock under the share repurchase program, sell assets or seek additional financing.
The assessment and determination of performance obligations for a given contract requires significant judgment. Wireless service contracts are generally considered to be a single promise and therefore accounted for as a single performance obligation.
Revenue Recognition We review each contract to determine whether to account for the various promises as one or more performance obligations. The assessment and determination of performance obligations for a given contract requires significant judgment. Wireless service contracts are generally considered to be a single promise and therefore accounted for as a single performance obligation.
In March 2021, we relocated our corporate headquarters to office space located in Alexandria, Virginia, consisting of approximately 26,000 square feet of space under a lease that will expire on September 30, 2026. Over the life of this lease, cash payments are expected to total approximately $4.9 million.
In March 2021, we relocated our corporate headquarters to office space located in Alexandria, Virginia, consisting of approximately 26,000 square feet of space under a lease that was to expire on September 30, 2026.
Cost of Revenue Cost of revenue consisted primarily of the following items: (Dollars in thousands) 2022 Change 2021 Change 2020 Payroll and related $ 17,394 $ (2,941) (14.5) % $ 20,335 $ 658 3.3 % $ 19,677 Cost of sales 5,951 (479) (7.4) % 6,430 56 0.9 % 6,374 Recoverable taxes and fees 3,205 (138) (4.1) % 3,343 531 18.9 % 2,812 Stock-based compensation 344 (557) (61.8) % 901 457 102.9 % 444 Other 1,373 (88) (6.0) % 1,461 (179) (10.9) % 1,640 Total cost of revenue $ 28,267 $ (4,203) (12.9) % $ 32,470 $ 1,523 4.9 % $ 30,947 FTEs 133 (49) (26.9) % 182 (7) (3.7) % 189 Cost of revenue decreased for the year ended December 31, 2022, compared to December 31, 2021, driven by decreases in payroll and related expenses, stock-based compensation, and cost of sales.
Cost of Revenue Cost of revenue consisted primarily of the following items: (Dollars in thousands) 2023 Change 2022 Change 2021 Payroll and related $ 16,029 $ (1,365) (7.8) % $ 17,394 $ (2,941) (14.5) % $ 20,335 Cost of sales 5,449 (502) (8.4) % 5,951 (479) (7.4) % 6,430 Recoverable taxes and fees 3,737 532 16.6 % 3,205 (138) (4.1) % 3,343 Stock-based compensation 258 (86) (25.0) % 344 (557) (61.8) % 901 Other 1,345 (28) (2.0) % 1,373 (88) (6.0) % 1,461 Total cost of revenue $ 26,818 $ (1,449) (5.1) % $ 28,267 $ (4,203) (12.9) % $ 32,470 FTEs 142 9 6.8 % 133 (49) (26.9) % 182 Cost of revenue decreased for the year ended December 31, 2023, compared to 2022, primarily driven by decreases in payroll and related expenses and, cost of sales, partially offset by an increase in recoverable taxes and fees.
Our product offerings are capable of addressing a customer’s clinical communications needs. We develop, sell and support enterprise-wide systems for healthcare and other organizations needing to automate, centralize and standardize their approach to clinical communications.
Our customers rely on Spok for workflow improvement, secure texting, paging services, contact center optimization and public safety response. Our product offerings are capable of addressing a customer’s clinical communications needs. We develop, sell and support enterprise-wide systems for healthcare and other organizations needing to automate, centralize and standardize their approach to clinical communications.
As we reach certain minimum frequency commitments, as outlined by the FCC, we may be unable to continue our efforts to rationalize and consolidate our networks. The decrease in payroll and related expenses is attributable to the restructuring activities and the related elimination of positions.
As we reach certain minimum frequency commitments, as outlined by the FCC, we may be unable to continue our efforts to rationalize and consolidate our networks.
For software licenses, revenue is not recognized until the related license(s) has been made available to the customer and the customer can begin to benefit from its right to use the license(s). Our software licenses represent a right to use Spok’s Intellectual Property ("IP") as it exists at a point in time at which the license is granted.
Our software licenses and hardware are generally recognized at a point in time when we have transferred control to the customer. For software licenses, revenue is not recognized until the related license(s) has been made available to the customer and the customer can begin to benefit from its right to use the license(s).
Results of Operations The following table is a summary of our Consolidated Statements of Operations for the years ended December 31, 2022, 2021 and 2020 and the discussion that follows compares the year ended December 31, 2022 to the year ended December 31, 2021.
Returned approximately $25.6 million of capital to stockholders in the form of cash dividends. 30 Table of Contents Results of Operations The following table is a summary of our Consolidated Statements of Operations for the years ended December 31, 2023, 2022 and 2021, and the discussion that follows compares the year ended December 31, 2023 to the year ended December 31, 2022.
As our wireless products and services are replaced with other competing technologies, such as the shift from narrowband wireless service offerings to broadband technology services, our wireless revenue will continue to decrease.
We believe that demand for wireless services will continue to decline for the foreseeable future in line with recent trends, as our wireless products and services are replaced with other competing technologies, such as the shift from narrowband wireless service offerings to broadband technology services.
Outside Services decreased as a result of lower legal and other professional services for the twelve months ended December 31, 2022. The decrease in facility rent, office and technology costs was primarily due to the closing of the Minnesota office in February 2022.
The decrease in facility rent, office and technology costs was primarily due to reduction of office space in 2023. Outside services expense decreased as a result of lower legal and other professional services in 2023.
The table below details total revenue for the periods stated: (Dollars in thousands) 2022 Change 2021 Change 2020 Wireless revenue: Paging revenue $ 73,323 $ (2,522) (3.3) % $ 75,845 $ (4,071) (5.1) % $ 79,916 Product and other revenue 2,299 (682) (22.9) % 2,981 (696) (18.9) % 3,677 Wireless revenue 75,622 (3,204) (4.1) % 78,826 (4,767) (5.7) % 83,593 Software revenue: License 7,202 1,285 21.7 % 5,917 672 12.8 % 5,245 Professional services 12,565 (4,596) (26.8) % 17,161 (749) (4.2) % 17,910 Hardware 2,211 (56) (2.5) % 2,267 (574) (20.2) % 2,841 Operations revenue 21,978 (3,367) (13.3) % 25,345 (651) (2.5) % 25,996 Maintenance 36,934 (1,048) (2.8) % 37,982 (609) (1.6) % 38,591 Software revenue 58,912 (4,415) (7.0) % 63,327 (1,260) (2.0) % 64,587 Total revenue $ 134,534 $ (7,619) (5.4) % $ 142,153 $ (6,027) (4.1) % $ 148,180 Wireless Revenue Wireless revenue consists of two primary components: paging revenue and product and other revenue.
The table below details total revenue for the periods stated: (Dollars in thousands) 2023 Change 2022 Change 2021 Wireless revenue: Paging revenue $ 73,135 $ (188) (0.3) % $ 73,323 $ (2,522) (3.3) % $ 75,845 Product and other revenue 2,833 534 23.2 % 2,299 (682) (22.9) % 2,981 Wireless revenue 75,968 346 0.5 % 75,622 (3,204) (4.1) % 78,826 Software revenue: License 8,721 1,519 21.1 % 7,202 1,285 21.7 % 5,917 Professional services 14,694 2,129 16.9 % 12,565 (4,596) (26.8) % 17,161 Hardware 2,675 464 21.0 % 2,211 (56) (2.5) % 2,267 Operations revenue 26,090 4,112 18.7 % 21,978 (3,367) (13.3) % 25,345 Maintenance 36,967 33 0.1 % 36,934 (1,048) (2.8) % 37,982 Software revenue 63,057 4,145 7.0 % 58,912 (4,415) (7.0) % 63,327 Total revenue $ 139,025 $ 4,491 3.3 % $ 134,534 $ (7,619) (5.4) % $ 142,153 Wireless Revenue Wireless revenue consists of two primary components: paging revenue and product and other revenue.
Selling and Marketing Selling and marketing consisted primarily of the following items: (Dollars in thousands) 2022 Change 2021 Change 2020 Payroll and related $ 10,298 $ (3,403) (24.8) % $ 13,701 $ 1,048 8.3 % $ 12,653 Commissions 4,033 (393) (8.9) % 4,426 125 2.9 % 4,301 Advertising and events 1,303 (262) (16.7) % 1,565 (69) (4.2) % 1,634 Stock-based compensation 344 (660) (65.7) % 1,004 144 16.7 % 860 Other 318 (69) (17.8) % 387 (481) (55.4) % 868 Total selling and marketing $ 16,296 $ (4,787) (22.7) % $ 21,083 $ 767 3.8 % $ 20,316 FTEs 65 (28) (30.1) % 93 (12) (11.4) % 105 Selling and marketing expense decreased for the year ended December 31, 2022, compared to 2021, driven by decreases in payroll and related expenses and stock-based compensation.
Selling and Marketing Selling and marketing consisted primarily of the following items: (Dollars in thousands) 2023 Change 2022 Change 2021 Payroll and related $ 9,766 $ (532) (5.2) % $ 10,298 $ (3,403) (24.8) % $ 13,701 Commissions 4,517 484 12.0 % 4,033 (393) (8.9) % 4,426 Advertising and events 1,127 (176) (13.5) % 1,303 (262) (16.7) % 1,565 Stock-based compensation 424 80 23.3 % 344 (660) (65.7) % 1,004 Other 516 198 62.3 % 318 (69) (17.8) % 387 Total selling and marketing $ 16,350 $ 54 0.3 % $ 16,296 $ (4,787) (22.7) % $ 21,083 FTEs 64 (1) (1.5) % 65 (28) (30.1) % 93 Selling and marketing expenses increased marginally for the year ended December 31, 2023, compared to 2022, primarily driven by an increase in commissions related to higher operations bookings, partially offset by decreases in payroll and related expenses.
Research and Development Research and development consisted primarily of the following items: (Dollars in thousands) 2022 Change 2021 Change 2020 Payroll and related $ 8,469 $ (8,959) (51.4) % $ 17,428 $ 47 0.3 % $ 17,381 Outside services 4,442 (3,414) (43.5) % 7,856 (2) — % 7,858 Capitalized software development — 10,842 (100.0) % (10,842) 410 (3.6) % (11,252) Stock-based compensation 216 (1,233) (85.1) % 1,449 484 50.2 % 965 Other 498 (1,125) (69.3) % 1,623 833 105.4 % 790 Total research and development $ 13,625 $ (3,889) (22.2) % $ 17,514 $ 1,772 11.3 % $ 15,742 FTEs 35 (67) (65.7) % 102 (19) (15.7) % 121 Research and development expenses decreased for the year ended December 31, 2022, compared to 2021, driven largely by the decision to discontinue Spok Go which resulted in the discontinuation of Spok Go software development cost capitalization and the elimination of positions and associated outside services.
Research and Development Research and development consisted primarily of the following items: (Dollars in thousands) 2023 Change 2022 Change 2021 Payroll and related $ 6,262 $ (2,207) (26.1) % $ 8,469 $ (8,959) (51.4) % $ 17,428 Outside services 4,151 (291) (6.6) % 4,442 (3,414) (43.5) % 7,856 Capitalized software development — — — % — 10,842 (100.0) % (10,842) Stock-based compensation 45 (171) (79.2) % 216 (1,233) (85.1) % 1,449 Other 91 (407) (81.7) % 498 (1,125) (69.3) % 1,623 Total research and development $ 10,549 $ (3,076) (22.6) % $ 13,625 $ (3,889) (22.2) % $ 17,514 FTEs 38 3 8.6 % 35 (67) (65.7) % 102 Research and development expenses decreased for the year ended December 31, 2023, compared to 2022, primarily driven by decreases in payroll and related, other and outside services expenses.
Discounts are generally allocated proportionately based on the relative SSP of the identified performance obligations for a given contract. Our wireless, professional, maintenance, and subscription services are generally recognized over time due to a customer's simultaneous receipt and consumption of the benefit as we perform the work.
Our wireless, professional, maintenance, and subscription services are generally recognized over time due to a customer's simultaneous receipt and consumption of the benefit as we perform the work. As we transfer control over time, we recognize revenue based on the extent of progress towards completion of the performance obligation.
This assessment is required to determine whether, based on all available evidence, it is "more likely than not" (meaning a probability of greater than 50%) that all or some portion of our deferred income tax assets will be realized in future periods. 38 Table of Contents Historically, the cumulative loss incurred by the Company over the prior three-year period constituted a piece of objective negative evidence which limited our ability to consider other subjective evidence.
This assessment is required to determine whether, based on all available evidence, it is "more likely than not" (meaning a probability of greater than 50%) that all or some portion of our deferred income tax assets will be realized in future periods.
We believe that the following discussion addresses the Company’s most critical accounting estimates, which are those that involve a significant level of estimation uncertainty and have had or are reasonably likely to have a material impact on the Company’s financial condition and results of operations. 41 Table of Contents Revenue Recognition We review each contract to determine whether to account for the various promises as one or more performance obligations.
Actual results could differ significantly from those estimates. We believe that the following discussion addresses the Company’s most critical accounting estimates, which are those that involve a significant level of estimation uncertainty and have had or are reasonably likely to have a material impact on the Company’s financial condition and results of operations.
In instances where SSP is not directly observable, we determine the SSP using information that may include contractually stated prices, market conditions, costs, renewal contracts, list prices and other observable inputs. A discount is present if the total transaction price is less than the sum of the estimated SSPs of the goods or services promised in the contract.
In instances where SSP is not directly 42 Table of Contents observable, we determine the SSP using information that may include contractually stated prices, market conditions, costs, renewal contracts, list prices and other observable inputs.
The following table sets forth information on our net cash flows from operating, investing, and financing activities for the periods stated: For the Year Ended December 31, (Dollars in thousands) 2022 2021 2020 Net cash provided by operating activities $ 6,456 $ 7,968 $ 26,163 Net cash provided by (used in) investing activities 11,257 (225) (14,571) Net cash used in financing activities (26,221) (11,753) (10,373) Operating Activities As discussed above, we are dependent on cash flows from operating activities to meet our cash requirements.
Based on current and anticipated levels of operations, we anticipate that net cash provided by operating activities, together with the available cash on hand at December 31, 2023, should be adequate to meet anticipated cash requirements for the short term (next 12 months) and long term (beyond 12 months). 40 Table of Contents The following table sets forth information on our net cash flows from operating, investing, and financing activities for the periods stated: For the Year Ended December 31, (Dollars in thousands) 2023 2022 2021 Net cash provided by operating activities $ 26,184 $ 6,456 $ 7,968 Net cash (used in) provided by investing activities (3,417) 11,257 (225) Net cash used in financing activities (26,677) (26,221) (11,753) Operating Activities As discussed above, we are dependent on cash flows from operating activities to meet our cash requirements.
As we transfer control over time, we recognize revenue based on the extent of progress towards completion of the performance obligation. The selection of the method to measure progress towards completion requires significant judgment and is based on the nature of the products or services to be provided.
The selection of the method to measure progress towards completion requires significant judgment and is based on the nature of the products or services to be provided. Generally, we use the time-elapsed measure of progress for performance obligations that include wireless, maintenance, or subscription services.
Additionally, there was a general decrease in employees compensated with stock-based compensation in 2022, attributable to the restructuring activities and the related elimination of positions. 36 Table of Contents General and Administrative General and administrative consisted primarily of the following items: (Dollars in thousands) 2022 Change 2021 Change 2020 Payroll and related $ 14,563 $ (770) (5.0) % $ 15,333 $ 995 6.9 % $ 14,338 Stock-based compensation 2,704 (722) (21.1) % 3,426 377 12.4 % 3,049 Facility rent, office and technology costs 9,282 (953) (9.3) % 10,235 1,219 13.5 % 9,016 Outside services 6,414 (3,100) (32.6) % 9,514 1,703 21.8 % 7,811 Taxes, licenses and permits 1,015 (32) (3.1) % 1,047 719 219.2 % 328 Bad debt 751 91 13.8 % 660 (391) (37.2) % 1,051 Other 3,067 (249) (7.5) % 3,316 (691) (17.2) % 4,007 Total general and administrative $ 37,796 $ (5,735) (13.2) % $ 43,531 $ 3,931 9.9 % $ 39,600 FTEs 69 (31) (31.0) % 100 1 1.0 % 99 General and administrative expenses decreased for the year ended December 31, 2022, compared to 2021, driven by decreases in outside services, facility rent, office and technology costs, payroll and related costs, and stock-based compensation.
The decrease in payroll and related expenses reflects the cost savings resulting from positions eliminated throughout 2022 stemming from execution of the strategic business plan announced in February 2022, partially offset by a higher average cost per employee in 2023. 37 Table of Contents General and Administrative General and administrative consisted primarily of the following items: (Dollars in thousands) 2023 Change 2022 Change 2021 Payroll and related $ 13,911 $ (652) (4.5) % $ 14,563 $ (770) (5.0) % $ 15,333 Stock-based compensation 3,131 427 15.8 % 2,704 (722) (21.1) % 3,426 Facility rent, office and technology costs 7,292 (1,990) (21.4) % 9,282 (953) (9.3) % 10,235 Outside services 4,528 (1,886) (29.4) % 6,414 (3,100) (32.6) % 9,514 Taxes, licenses and permits 1,026 11 1.1 % 1,015 (32) (3.1) % 1,047 Bad debt 327 (424) (56.5) % 751 91 13.8 % 660 Other 2,953 (114) (3.7) % 3,067 (249) (7.5) % 3,316 Total general and administrative $ 33,168 $ (4,628) (12.2) % $ 37,796 $ (5,735) (13.2) % $ 43,531 FTEs 71 2 2.9 % 69 (31) (31.0) % 100 General and administrative expenses decreased for the year ended December 31, 2023, compared to 2022, driven by decreases in outside services, facility rent, office and technology costs, payroll and related expenses and bad debt.
We also offer ancillary services, such as voicemail and equipment loss or maintenance protection, which help increase the monthly recurring revenue we receive along with these traditional messaging services. The decrease in wireless revenue during 2022 compared to 2021 reflects the secular decrease in demand for our wireless services.
We also offer ancillary services, such as voicemail and equipment loss or maintenance protection, which help increase the monthly recurring revenue we receive along with these traditional messaging services. Wireless revenue is generally reflective of the number of units in service and measured monthly as Average Revenue Per User ("ARPU").
As a result of the implementation of the plan, we eliminated 176 positions, primarily in research and development, and also in professional services, selling and marketing, and back-office support functions.
As a result of the implementation of the plan, we eliminated 176 positions, primarily in research and development, and also in professional services, selling and marketing, and back-office support functions. These actions allowed us to better align costs and, as a result, continued to return capital to stockholders in the form of quarterly dividends of $0.3125 per share in 2023.
Overview and Highlights We offer a focused suite of unified clinical communication and collaboration solutions that include call center applications, clinical alerting and notifications, one-way and advanced two-way wireless messaging services, mobile communications and public safety solutions. Our customers rely on Spok for workflow improvement, secure texting, paging services, contact center optimization and public safety response.
There were no changes to previously issued total cash flows for any of the impacted periods. Overview and Highlights We offer a focused suite of unified clinical communication and collaboration solutions that include call center applications, clinical alerting and notifications, one-way and advanced two-way wireless messaging services, mobile communications and public safety solutions.
While our primary market has been the healthcare industry with a focus on prominent hospitals, our solutions can also be found in large government agencies; leading public safety institutions; colleges and universities; large hotels, resorts and casinos; and well-known manufacturers. 28 Table of Contents Revenue generated by wireless messaging services (including voice mail, personalized greetings, message storage and retrieval), equipment, maintenance plans and/or equipment loss protection to both one-way and two-way messaging subscribers is presented as wireless revenue in our statements of operations.
While our primary market has been the healthcare industry with a focus on prominent hospitals, our solutions can also be found in 29 Table of Contents large government agencies; leading public safety institutions; colleges and universities; large hotels, resorts and casinos; and well-known manufacturers.
We did not record any impairment of long-lived assets or definite-lived intangible assets for the years ended December 31, 2022 and 2020. We recorded an impairment charge of $15.7 million related to capitalized software development for the year ended December 31, 2021 based on a triggering event identified in the fourth quarter of 2021.
We recorded an impairment charge of $15.7 million related to capitalized software development for the year ended December 31, 2021 based on a triggering event identified in the fourth quarter of 2021. Recent Accounting Pronouncements Refer to Note 2, "Recent Accounting Standards," in the Notes to Consolidated Financial Statements for a summary of recent and pending accounting standards.
Interest Income, Other Income (Expense) and Income Tax (Benefit) Expense Interest Income Interest income increased by $0.3 million for the year ended December 31, 2022, compared to 2021, primarily due to an increase in interest earned on the Company's cash balances and short-term investments, driven by higher interest rates from macro economic events.
Refer to Note 1, "Organization and Significant Accounting Policies" and Note 7, "Goodwill, Capitalized Software Development and Intangible Assets, Net" in the Notes to Consolidated Financial Statements for further discussion. 38 Table of Contents Interest Income, Other Income (Expense) and Income Tax (Benefit) Expense Interest Income Interest income increased by $0.5 million for the year ended December 31, 2023, compared to 2022, primarily due to an increase in interest earned on the Company's cash balances and short-term investments, driven by higher interest rates from macroeconomic events.
Wireless revenue is generally reflective of the number of units in service and measured monthly as Average Revenue Per User ("ARPU"). On a consolidated basis, ARPU is affected by several factors, including the mix of units in service and the pricing of the various components of our services.
On a consolidated basis, ARPU is affected by several factors, including the mix of units in service and the pricing of the various components of our services. The number of units in service changes based on subscribers added, referred to as gross placements, less subscriber cancellations, or disconnects.
For 2023, total research and development costs are expected to decrease from 2022 given that we incurred three to four months of Spok Go related development costs in 2022. 35 Table of Contents Technology Operations Technology operations consisted primarily of the following items: (Dollars in thousands) 2022 Change 2021 Change 2020 Payroll and related $ 9,675 $ (284) (2.9) % $ 9,959 $ 322 3.3 % $ 9,637 Site rent 11,977 (588) (4.7) % 12,565 (1,013) (7.5) % 13,578 Telecommunications 2,935 (381) (11.5) % 3,316 (452) (12.0) % 3,768 Stock-based compensation 219 (240) (52.3) % 459 269 141.6 % 190 Other 2,606 61 2.4 % 2,545 233 10.1 % 2,312 Total technology operations $ 27,412 $ (1,432) (5.0) % $ 28,844 $ (641) (2.2) % $ 29,485 FTEs 74 (12) (14.0) % 86 (2) (2.3) % 88 Technology operations expenses decreased for the year ended December 31, 2022, compared to 2021, driven by lower site rent, telecommunications costs, payroll and related and stock-based compensation costs.
The decrease in payroll and related expenses reflects the cost savings resulting from positions eliminated throughout 2022 stemming from execution of the strategic business plan announced in February 2022, partially offset by a higher average cost per employee as well as increase in headcount in 2023, The decrease in other expenses was primarily driven by the favorable settlement of a loss contingency. 36 Table of Contents Technology Operations Technology operations consisted primarily of the following items: (Dollars in thousands) 2023 Change 2022 Change 2021 Payroll and related $ 9,012 $ (663) (6.9) % $ 9,675 $ (284) (2.9) % $ 9,959 Site rent 11,468 (509) (4.2) % 11,977 (588) (4.7) % 12,565 Telecommunications 2,823 (112) (3.8) % 2,935 (381) (11.5) % 3,316 Stock-based compensation 187 (32) (14.6) % 219 (240) (52.3) % 459 Other 2,353 (253) (9.7) % 2,606 61 2.4 % 2,545 Total technology operations $ 25,843 $ (1,569) (5.7) % $ 27,412 $ (1,432) (5.0) % $ 28,844 FTEs 69 (5) (6.8) % 74 (12) (14.0) % 86 Technology operations expenses decreased for the year ended December 31, 2023, compared to 2022, primarily driven by lower payroll and related expenses and site rent costs.
The creation, maintenance and review of a project's EAC requires significant judgment to determine an appropriate number of hours over which the remaining project is expected to be completed. Our software licenses and hardware are generally recognized at a point in time when we have transferred control to the customer.
As projects progress, the EAC is periodically updated and reviewed to ensure the timing of revenue recognition is appropriate. The creation, maintenance and review of a project's EAC requires significant judgment to determine an appropriate number of hours over which the remaining project is expected to be completed.
Cost of sales expenses decreased primarily due to reduced use of third-party professional services that we utilize to augment company resources when short-term capacity constraints exist.
Cost of sales expenses decreased primarily due to reduced use of third-party professional services utilized to augment company resources when short-term capacity constraints exist. Recoverable taxes and fees increased due to the rate change for USF fees, as established by the Federal Communications Commission on a quarterly basis.
These actions allowed us to better align costs and, as a result, return capital to stockholders in the form of increased quarterly dividends of $0.3125 per share in 2022 as compared to $0.1250 in 2021. We will continue to focus on optimizing costs to allow us to prioritize cash flow generation and the return of capital to stockholders.
We will continue to focus on optimizing costs to allow us to prioritize cash flow generation and the return of capital to stockholders.
This decline was driven by accounts payable, accrued liabilities and other of $2.3 million and accounts receivable of $1.8 million.
For the year ended December 31, 2022, net cash provided by operating activities was $6.5 million, a decrease of $1.5 million compared to 2021. This decline was driven by accounts payable, accrued liabilities and other of $2.3 million and accounts receivable of $1.8 million.
The available cash and cash equivalents consist of cash in our operating accounts and cash invested in interest-bearing funds managed by third-party financial institutions. These funds invest in U.S. Treasury securities and are therefore classified as held-to-maturity and reported at amortized cost in our Consolidated Balance Sheets.
The available cash and cash equivalents consist of cash in our operating accounts and cash invested in interest-bearing funds managed by third-party financial institutions. We maintain the majority of our cash and cash equivalents in accounts with major U.S. and multi-national financial institutions, and the majority of our deposits at these institutions exceed insured limits.
Refer to Note 6, "Consolidated Financial Statement Components," in the Notes to Consolidated Financial Statements for further discussion. Severance and Restructuring For the year ended December 31, 2022, severance and restructuring expenses were $7.3 million.
No similar severance and restructuring expenses were incurred for the year ended December 31, 2023 as the restructuring program reached its conclusion in the fourth quarter of 2022. Further details can be found in Note 3 , "Restructuring" in the Notes to Consolidated Financial Statements.
However, these efforts were meant to refocus our operational efforts towards cash flow generation and the return of capital to our stockholders. With the successful completion of the restructuring and our ongoing efforts to stabilize revenue and optimize costs, we anticipate future operating periods will return to positive cash flow generation.
With the successful completion of the restructuring plan and our ongoing efforts to stabilize revenue and optimize costs, we anticipate positive cash flow generation will continue in future operating periods. In February 2022, the Board of Directors authorized a share repurchase program of up to $10 million of the Company's common stock.
Generally, we use the time-elapsed measure of progress for performance obligations that include wireless, maintenance, or subscription services. We believe this method best depicts the simultaneous transfer and consumption of the benefit based on our performance as these services are generally considered standby services.
We believe this method best depicts the simultaneous transfer and consumption of the benefit based on our performance as these services are generally considered standby services. For professional services, we leverage an input methodology based on the number of hours worked on a project versus the total expected hours necessary to complete the project.
For professional services, we leverage an input methodology based on the number of hours worked on a project versus the total expected hours necessary to complete the project. Revenues are recognized proportionally as hours are incurred. This is a significant area of judgment as it requires an estimate at completion ("EAC") for each contract.
Revenues are recognized proportionally as hours are incurred. This is a significant area of judgment as it requires an estimate at completion ("EAC") for each contract. Our initial EAC is primarily based on prior experience also taking into consideration any specific facts and circumstances for a given contract.
Treasury securities, which are classified as held-to-maturity and are measured at amortized cost on our Consolidated Balance Sheets. We maintain a level of liquidity sufficient to allow us to meet our cash needs in both the short term (next 12 months) and long term (beyond 12 months).
Any inability to access or delay in accessing these funds could adversely affect our business, financial condition and results of operations. We maintain a level of liquidity sufficient to allow us to meet our cash needs in both the short term (next 12 months) and long term (beyond 12 months).
The following table provides the Company's significant commitments and contractual obligations as of December 31, 2022: Payments Due by Period (Dollars in thousands) Total Less than 1 year 2 to 3 years 4 to 5 years More than 5 years Operating lease obligations $ 18,262 5,777 $ 8,915 $ 1,100 $ 2,470 Unconditional purchase obligations 5,162 3,195 1,965 2 — Total contractual obligations $ 23,424 $ 8,972 $ 10,880 $ 1,102 $ 2,470 We do not have any relationships with unconsolidated entities or financial partnerships, such as entities often referred to as structured finance or special purpose entities, which would have been established for the purpose of facilitating off-balance sheet arrangements or other contractually narrow or limited purposes.
We do not have any relationships with unconsolidated entities or financial partnerships, such as entities often referred to as structured finance or special purpose entities, which would have been established for the purpose of facilitating off-balance sheet arrangements or other contractually narrow or limited purposes.
These declines were partially offset by non-cash items such as capitalized software development impairment of $15.7 million, depreciation, amortization and accretion of $10.4 million, stock-based compensation of $7.2 million, and the provision for credit losses, service provisions and other of $1.2 million, as well as changes in prepaid expenses and other assets of $2.6 million, accounts receivable of $1.8 million, and lease liability of $0.8 million.
This increase was primarily driven by net income of $15.7 million, accounts receivable of $2.6 million and non-cash items such as depreciation, amortization and accretion of $4.5 million, deferred income tax expense of $6.4 million and stock-based compensation of $4.1 million. These increases were partially offset by accounts payable of $5.2 million.
We did not record any impairment of long-lived assets or definite lived intangible assets for the year ended December 31, 2022. For the year ended December 31, 2021, we recognized a capitalized software development impairment charge of $15.7 million. With the discontinuation of Spok Go and related costs, there were no capitalized software development costs as of December 31, 2022.
We did not record any impairment of long-lived assets for the years ended December 31, 2023 and 2022.
For the year ended December 31, 2022, total operating expenses decreased by $35.6 million, or 20.9%, compared to 2021, driven primarily by the restructuring of our business initiated in 2022.
Total operating expenses continued to decline, as the benefits from the restructuring of our business initiated in 2022 extended into 2023, decreasing by $16.5 million, or 12.3%, compared to 2022.
Certain of our functional categories are especially important to overall expense control and management. These operating expenses are categorized as follows: • Cost of Revenue.
Further enhancements are expected to provide additional avenues for license sales which generate new maintenance revenue and help to reduce levels of gross churn. 34 Table of Contents Operating Expenses Our operating expenses are presented in functional categories. Certain of our functional categories are especially important to overall expense control and management.