Biggest changeThe non-GAAP financial measures, definitions, and explanations to the adjustments to comparable GAAP measures are included below: Years 2021 2020 2019 (In millions, except per share data) Dollar Amount % of Revenue Dollar Amount % of Revenue Dollar Amount % of Revenue REVENUE: GAAP revenue: $ 3,659.1 $ 3,147.7 $ 3,264.3 Purchase accounting adjustments (A) 0.3 4.3 7.0 Non-GAAP revenue: $ 3,659.4 $ 3,152.0 $ 3,271.3 GROSS MARGIN: GAAP gross margin: $ 2,034.7 55.6 % $ 1,754.9 55.8 % $ 1,780.9 54.6 % Purchase accounting adjustments (A) 88.0 96.6 101.1 Acquisition / divestiture items (B) — 1.7 — Stock-based compensation / deferred compensation (C) 9.8 7.2 5.9 Restructuring and other costs (D) 0.2 1.2 1.1 Non-GAAP gross margin: $ 2,132.7 58.3 % $ 1,861.6 59.1 % $ 1,889.0 57.7 % OPERATING EXPENSES: GAAP operating expenses: $ 1,473.7 40.3 % $ 1,335.1 42.4 % $ 1,405.0 43.0 % Purchase accounting adjustments (A) (46.5) (60.0) (67.4) Acquisition / divestiture items (B) (21.8) (19.7) (20.5) Stock-based compensation / deferred compensation (C) (118.8) (83.2) (75.3) Restructuring and other costs (D) (10.9) (30.2) (26.8) Non-GAAP operating expenses: $ 1,275.7 34.9 % $ 1,142.0 36.2 % $ 1,215.0 37.1 % OPERATING INCOME: GAAP operating income: $ 561.0 15.3 % $ 419.8 13.3 % $ 375.9 11.5 % Purchase accounting adjustments (A) 134.5 156.6 168.5 Acquisition / divestiture items (B) 21.8 21.4 20.5 Stock-based compensation / deferred compensation (C) 128.6 90.4 81.2 Restructuring and other costs (D) 11.1 31.4 27.9 Non-GAAP operating income: $ 857.0 23.4 % $ 719.6 22.8 % $ 674.0 20.6 % NON-OPERATING INCOME (EXPENSE), NET: GAAP non-operating income (expense), net: $ 13.6 $ (24.8) $ (31.1) Acquisition / divestiture items (B) (42.1) (12.2) (12.1) Deferred compensation (C) (6.1) (7.5) (6.3) Non-GAAP non-operating expense, net: $ (34.6) $ (44.5) $ (49.5) 40 Table of Contents GAAP and Non-GAAP Tax Rate % (H) GAAP and Non-GAAP Tax Rate % (H) GAAP and Non-GAAP Tax Rate % (H) INCOME TAX PROVISION (BENEFIT): GAAP income tax (benefit) provision: $ 81.8 14.2 % $ 4.4 1.1 % $ (169.7) (49.2) % Non-GAAP items tax effected (E) 41.4 48.5 29.6 Difference in GAAP and Non-GAAP tax rate (F) 7.5 (4.9) 55.6 IP restructuring and tax law change impacts (G) 14.4 64.0 206.3 Non-GAAP income tax provision: $ 145.1 17.6 % $ 112.0 16.6 % $ 121.8 19.5 % NET INCOME: GAAP net income attributable to Trimble Inc.: $ 492.7 $ 389.9 $ 514.3 Purchase accounting adjustments (A) 134.5 156.6 168.5 Acquisition / divestiture items (B) (20.3) 9.2 8.4 Stock-based compensation / deferred compensation (C) 122.5 82.9 74.9 Restructuring and other costs (D) 11.1 31.4 27.9 Non-GAAP tax adjustments (E) - (G) (63.3) (107.6) (291.5) Non-GAAP net income attributable to Trimble Inc.: $ 677.2 $ 562.4 $ 502.5 DILUTED NET INCOME PER SHARE: GAAP diluted net income per share attributable to Trimble Inc.: $ 1.94 $ 1.55 $ 2.03 Purchase accounting adjustments (A) 0.53 0.62 0.67 Acquisition / divestiture items (B) (0.08) 0.04 0.03 Stock-based compensation / deferred compensation (C) 0.48 0.33 0.30 Restructuring and other costs (D) 0.04 0.12 0.11 Non-GAAP tax adjustments (E) - (G) (0.25) (0.43) (1.15) Non-GAAP diluted net income per share attributable to Trimble Inc.: $ 2.66 $ 2.23 $ 1.99 ADJUSTED EBITDA: OPERATING INCOME: GAAP net income attributable to Trimble Inc.: $ 492.7 $ 389.9 $ 514.3 Non-operating income (expense), net, income tax provision (benefit), and net gain attributable to noncontrolling interests 68.3 29.9 (138.4) GAAP operating income: 561.0 419.8 375.9 Purchase accounting adjustments (A) 134.5 156.6 168.5 Acquisition / divestiture items (B) 21.8 21.4 20.5 Stock-based compensation / deferred compensation (C) 128.6 90.4 81.2 Restructuring and other costs (D) 11.1 31.4 27.9 Non-GAAP operating income: $ 857.0 $ 719.6 $ 674.0 Depreciation expense 42.2 39.7 39.4 Income from equity method investments, net 37.7 39.4 35.8 Adjusted EBITDA: $ 936.9 25.6 % $ 798.7 25.3 % $ 749.2 22.9 % 41 Table of Contents Non-GAAP Definitions Non-GAAP revenue We define Non-GAAP revenue as GAAP revenue, excluding the effects of purchase accounting adjustments.
Biggest changeThe non-GAAP financial measures, definitions, and explanations to the adjustments to comparable GAAP measures are included below: Years 2022 2021 2020 (In millions, except per share data) Dollar Amount % of Revenue Dollar Amount % of Revenue Dollar Amount % of Revenue REVENUE: GAAP revenue: $ 3,676.3 $ 3,659.1 $ 3,147.7 Purchase accounting adjustments (A) — 0.3 4.3 Non-GAAP revenue: $ 3,676.3 $ 3,659.4 $ 3,152.0 GROSS MARGIN: GAAP gross margin: $ 2,105.6 57.3 % $ 2,034.7 55.6 % $ 1,754.9 55.8 % Purchase accounting adjustments (A) 85.0 88.0 96.6 Acquisition / divestiture items (B) 0.2 — 1.7 Stock-based compensation / deferred compensation (C) 12.1 9.8 7.2 Restructuring and other costs (D) 1.7 0.2 1.2 Non-GAAP gross margin: $ 2,204.6 60.0 % $ 2,132.7 58.3 % $ 1,861.6 59.1 % OPERATING EXPENSES: GAAP operating expenses: $ 1,594.7 43.4 % $ 1,473.7 40.3 % $ 1,335.1 42.4 % Purchase accounting adjustments (A) (46.6) (46.5) (60.0) Acquisition / divestiture items (B) (32.6) (21.8) (19.7) Stock-based compensation / deferred compensation (C) (99.9) (118.8) (83.2) Restructuring and other costs (D) (52.5) (10.9) (30.2) Non-GAAP operating expenses: $ 1,363.1 37.1 % $ 1,275.7 34.9 % $ 1,142.0 36.2 % OPERATING INCOME: GAAP operating income: $ 510.9 13.9 % $ 561.0 15.3 % $ 419.8 13.3 % Purchase accounting adjustments (A) 131.6 134.5 156.6 Acquisition / divestiture items (B) 32.8 21.8 21.4 Stock-based compensation / deferred compensation (C) 112.0 128.6 90.4 Restructuring and other costs (D) 54.2 11.1 31.4 Non-GAAP operating income: $ 841.5 22.9 % $ 857.0 23.4 % $ 719.6 22.8 % 45 Table of Contents NON-OPERATING INCOME (EXPENSE), NET: GAAP non-operating income (expense), net: $ 58.2 $ 13.6 $ (24.8) Acquisition / divestiture items (B) (107.5) (42.1) (12.2) Deferred compensation (C) 8.5 (6.1) (7.5) Restructuring and other costs (D) 6.0 — — Non-GAAP non-operating expense, net: $ (34.8) $ (34.6) $ (44.5) GAAP and Non-GAAP Tax Rate % (H) GAAP and Non-GAAP Tax Rate % (H) GAAP and Non-GAAP Tax Rate % (H) INCOME TAX PROVISION (BENEFIT): GAAP income tax provision: $ 119.4 21.0 % $ 81.8 14.2 % $ 4.4 1.1 % Non-GAAP items tax effected (E) 49.9 41.4 48.5 Difference in GAAP and Non-GAAP tax rate (F) (22.9) 7.5 (4.9) IP restructuring and tax law change impacts (G) — 14.4 64.0 Non-GAAP income tax provision: $ 146.4 18.2 % $ 145.1 17.6 % $ 112.0 16.6 % NET INCOME: GAAP net income attributable to Trimble Inc.: $ 449.7 $ 492.7 $ 389.9 Purchase accounting adjustments (A) 131.6 134.5 156.6 Acquisition / divestiture items (B) (74.7) (20.3) 9.2 Stock-based compensation / deferred compensation (C) 120.5 122.5 82.9 Restructuring and other costs (D) 60.2 11.1 31.4 Non-GAAP tax adjustments (E) - (G) (27.0) (63.3) (107.6) Non-GAAP net income attributable to Trimble Inc.: $ 660.3 $ 677.2 $ 562.4 DILUTED NET INCOME PER SHARE: GAAP diluted net income per share attributable to Trimble Inc.: $ 1.80 $ 1.94 $ 1.55 Purchase accounting adjustments (A) 0.53 0.53 0.62 Acquisition / divestiture items (B) (0.30) (0.08) 0.04 Stock-based compensation / deferred compensation (C) 0.48 0.48 0.33 Restructuring and other costs (D) 0.24 0.04 0.12 Non-GAAP tax adjustments (E) - (G) (0.11) (0.25) (0.43) Non-GAAP diluted net income per share attributable to Trimble Inc.: $ 2.64 $ 2.66 $ 2.23 ADJUSTED EBITDA: OPERATING INCOME: GAAP net income attributable to Trimble Inc.: $ 449.7 $ 492.7 $ 389.9 Non-operating income (expense), net, income tax provision, and net gain attributable to noncontrolling interests 61.2 68.3 29.9 GAAP operating income: 510.9 561.0 419.8 Purchase accounting adjustments (A) 131.6 134.5 156.6 Acquisition / divestiture items (B) 32.8 21.8 21.4 Stock-based compensation / deferred compensation (C) 112.0 128.6 90.4 Restructuring and other costs (D) 54.2 11.1 31.4 Non-GAAP operating income: $ 841.5 $ 857.0 $ 719.6 Depreciation expense and cloud computing amortization 44.7 42.2 39.7 Income from equity method investments, net 31.1 37.7 39.4 Adjusted EBITDA: $ 917.3 25.0 % $ 936.9 25.6 % $ 798.7 25.3 % 46 Table of Contents Non-GAAP Definitions Non-GAAP revenue We define Non-GAAP revenue as GAAP revenue, excluding the effects of purchase accounting adjustments for acquisitions occurring prior to 2021.
Our growth strategy is centered on multiple elements: • Executing on our Connect and Scale strategy; • Increasing focus on software and services; • Focus on attractive markets with significant growth and profitability potential; • Domain knowledge and technological innovation that benefit a diverse customer base; • Geographic expansion with localization strategy; • Optimized go-to-market strategies to best access our markets; • Strategic acquisitions; • Venture fund investments; and • Sustainability.
Our growth strategy is centered on multiple elements: • Executing on our Connect and Scale strategy; • Increasing focus on software and services; • Focus on attractive markets with significant growth and profitability potential; • Domain knowledge and technological innovation that benefit a diverse customer base; • Geographic expansion with localization strategy; • Optimized go-to-market strategies to best access our markets; • Strategic acquisitions and venture fund investments; and • Sustainability.
Judgment is required to determine stand-alone selling price (“SSP”) for each distinct performance obligation. We use a range of amounts to estimate SSP when products and services are sold separately and determine whether there is a discount to be allocated based on the relative SSP of the various products and services.
Judgment is required to determine stand-alone selling price (“SSP”) for each performance obligation. We use a range of amounts to estimate SSP when products and services are sold separately and determine whether there is a discount to be allocated based on the relative SSP of the various products and services.
ARR is calculated by adding the portion of the contract value of all of our term licenses attributable to the current quarter to our non-GAAP recurring revenue for the current quarter and dividing that sum by the number of days in the quarter and then multiplying that quotient by 365.
ARR is calculated by taking our non-GAAP recurring revenue for the current quarter and adding the portion of the contract value of all of our term licenses attributable to the current quarter, and dividing that sum by the number of days in the quarter and then multiplying that quotient by 365.
We adopted ASU 2021-08 in the fourth quarter of 2021 for all acquisitions occurring in 2021, which requires the application of ASC 606, Revenue from Contracts with Customers, to recognize and measure contract assets and contract liabilities on the acquisition date.
We adopted ASU 2021-08 in the fourth quarter of 2021 for all acquisitions occurring in 2021 and going forward, which requires the application of ASC 606, Revenue from Contracts with Customers, to recognize and measure contract assets and contract liabilities on the acquisition date.
Non-GAAP diluted net income per share We defined Non-GAAP diluted net income per share as GAAP diluted net income per share, excluding the effects of purchase accounting adjustments, acquisition/divestiture items, stock-based compensation, restructuring and other costs, and non-GAAP tax adjustments.
Non-GAAP diluted net income per share We define Non-GAAP diluted net income per share as GAAP diluted net income per share, excluding the effects of purchase accounting adjustments, acquisition/divestiture items, stock-based compensation, restructuring and other costs, and non-GAAP tax adjustments.
Income Tax Provision In December 2021, due to a change in the Netherlands tax law, the statutory tax rate was further increased from 25.0% to 25.8% effective January 1, 2022. As a result, we recorded a one-time tax benefit of $14.4 million in 2021 due to the revaluation of the Netherlands deferred tax assets.
In December 2021, due to a change in the Netherlands tax law, the statutory tax rate was increased from 25.0% to 25.8% effective January 1, 2022. As a result, we recorded a one-time tax benefit of $14.4 million in 2021 due to the revaluation of the Netherlands deferred tax assets.
Our representative customers include construction owners, contractors, engineering and construction firms, surveying companies, farmers and agricultural companies, energy and utility companies, trucking companies, and state, federal, and municipal governments. Further information on our business is presented in Part I, Item 1, “Business”.
Our representative customers include construction owners, contractors, engineering and construction firms, surveying companies, farmers and agricultural companies, energy and utility companies, trucking companies, and state, federal, and municipal governments. Further information on our business is presented in Part I, Item 1, “Business” of this report.
In instances where SSP is not directly observable, we determine SSP using information that may include market conditions and other observable inputs. Income Taxes We are a U.S. based multinational company operating in multiple U.S. and foreign jurisdictions. Judgment is required in evaluating our uncertain tax positions and determining our provision for income taxes.
In instances where SSP is not directly observable, we determine SSP using information that may include market conditions and other observable inputs. 35 Table of Contents Income Taxes We are a U.S. based multinational company operating in multiple U.S. and foreign jurisdictions. Judgment is required in evaluating our uncertain tax positions and determining our provision for income taxes.
Basis of Presentation We use a 52–53 week fiscal year ending on the Friday nearest to December 31, which for 2021 was December 31, 2021. Both 2021 and 2020 were 52–week years.
Basis of Presentation We use a 52–53 week fiscal year ending on the Friday nearest to December 31, which for 2022 was December 30, 2022. Both 2022 and 2021 were 52–week years.
These percentages are defined as GAAP income tax provision as a percentage of GAAP income before taxes and non-GAAP income tax provision as a percentage of non-GAAP income before taxes. 43 Table of Contents
These percentages are defined as GAAP income tax provision as a percentage of GAAP income before taxes and non-GAAP income tax provision as a percentage of non-GAAP income before taxes. 48 Table of Contents
Discussions of 2019 items and year-to-year comparisons between 2020 and 2019 that are not included in this Annual Report on Form 10-K can be found in “Management's Discussion and Analysis of Financial Condition and Results of Operations” in Part II, Item 7 of our Annual Report on Form 10-K, for the year ended January 1, 2021.
Discussions of 2020 items and year-to-year comparisons between 2021 and 2020 that are not included in this report can be found in “Management's Discussion and Analysis of Financial Condition and Results of Operations” in Part II, Item 7 of our Annual Report on Form 10-K, for the year ended December 31, 2021.
Non-GAAP non-operating expense, net We define Non-GAAP non-operating expenses, net as GAAP non-operating expenses, net, excluding acquisition/divestiture items and deferred compensation. We believe this measure helps investors evaluate our non-operating expense trends.
Non-GAAP non-operating expense, net We define Non-GAAP non-operating expenses, net as GAAP non-operating expenses, net, excluding acquisition/divestiture items, deferred compensation, and restructuring and other costs. We believe this measure helps investors evaluate our non-operating expense trends.
This amount adjusts the provision for income taxes to reflect the effect of the non-GAAP items (A) - (D) on non-GAAP net income. This amount excludes the GAAP tax rate impact resulting from the non-U.S. intercompany transfer of intellectual property, which is separately disclosed in item (G). (F) Difference in GAAP and Non-GAAP tax rate .
(E) Non-GAAP items tax effected . This amount adjusts the provision for income taxes to reflect the effect of the non-GAAP items (A) - (D) on non-GAAP net income. This amount excludes the GAAP tax rate impact resulting from the non-U.S. intercompany transfer of intellectual property, which is separately disclosed in item (G).
For a full definition of ARR as used in this discussion and analysis, refer to the “Supplemental Disclosure of Non-GAAP Financial Measures and Annualized Recurring Revenue” later in this item 7.
For a full definition of ARR, organic ARR, and organic revenue growth as used in this discussion and analysis, refer to the “Supplemental Disclosure of Non-GAAP Financial Measures and Annualized Recurring Revenue” found later in this Item 7.
Adjusted EBITDA is a performance measure that we believe offers a useful view of the overall operations of our business because it facilitates operating performance comparisons by removing potential differences 42 Table of Contents caused by variations unrelated to operating performance, such as capital structures (interest expense), income taxes, depreciation and amortization expenses.
Adjusted EBITDA is a performance measure that we believe offers a useful view of the overall operations of our business because it facilitates operating performance comparisons by removing 47 Table of Contents potential differences caused by variations unrelated to operating performance, such as capital structures (interest expense), income taxes, depreciation, and amortization of purchased intangibles and cloud computing costs.
We believe our investors benefit by understanding our non-GAAP operating performance as reflected in a per share calculation as a way of measuring non-GAAP operating performance by ownership in the company. Adjusted EBITDA We define Adjusted EBITDA as non-GAAP operating income plus depreciation expense and income from equity method investments, net. Other companies may define Adjusted EBITDA differently.
We believe our investors benefit by understanding our non-GAAP operating performance as reflected in a per share calculation as a way of measuring non-GAAP operating performance by ownership in the company. Adjusted EBITDA We define Adjusted EBITDA as non-GAAP operating income plus depreciation expense, cloud computing amortization, and income from equity method investments, net.
Adjusted EBITDA is not intended to purport to be an alternative to net income or operating income as a measure of operating performance or cash flow from operating activities as a measure of liquidity.
Other companies may define Adjusted EBITDA differently. Adjusted EBITDA is not intended to purport to be an alternative to net income or operating income as a measure of operating performance or cash flow from operating activities as a measure of liquidity.
Factors that could cause or contribute to these differences include, but are not limited to, those discussed below and those listed under “Risks Factors.” This section of this Annual Report on Form 10-K generally discusses 2021 and 2020 items and year-to-year comparisons between 2021 and 2020.
Factors that could cause or contribute to these differences include, but are not limited to, those discussed below and those listed under “Risks Factors.” This section of this report generally discusses 2022 and 2021 items and year-to-year comparisons between 2022 and 2021.
When performing the quantitative approach, we compare the reporting unit’s carrying amount, including goodwill, to the reporting unit's fair value. The estimation of a reporting unit's fair value involves using estimates and assumptions, including expected future operating performance using risk-adjusted discount rates.
Alternatively, we may bypass the qualitative assessment and perform a quantitative impairment test. When performing a quantitative approach, we compare the reporting unit’s carrying amount, including goodwill, to the reporting unit's fair value. The estimation of a reporting unit's fair value involves using estimates and assumptions, including expected future operating performance using risk-adjusted discount rates.
Tax Payable At the end of 2021, we had income taxes payable of $101.6 million, with $47.1 million payable within the next 12 months. The amount payable within the next 12 months includes $6.7 million representing a one-time transition tax liability as a result of the 2017 Tax Cuts and Jobs Act (the “Tax Act”).
Tax Payable At the end of 2022, we had income taxes payab le of $64.6 million, with $23.7 million payable within the next 12 months. The amount payable within the next 12 months includes $13.6 million representing a one-time transition tax liability as a result of the 2017 Tax Cuts and Jobs Act (the “Tax Act”).
R&D expense increased primarily due to higher compensation expense, including incentive compensation . We believe that the development and introduction of new products are critical to our future success, and we expect to continue active development of new products. S&M expense increased primarily due to higher compensation expense, including incentive compensation and commissions.
We believe that the development and introduction of new solutions are critical to our future success, and we expect to continue the active development of new products. S&M expense increased primarily due to higher compensation expense, including commissions, higher marketing costs including trade shows, higher travel expenses, and the impact of acquisitions.
This amount represents the difference between the GAAP and non-GAAP tax rates applied to the non-GAAP operating income plus the non-GAAP non-operating expense, net. The GAAP tax rate used for this calculation excludes the net deferred tax impacts resulting from the non-U.S. intercompany transfer of intellectual property, which is separately disclosed in item (G).
The GAAP tax rate used for this calculation excludes the net deferred tax impacts resulting from the non-U.S. intercompany transfer of intellectual property, which is separately disclosed in item (G).
Amortization of Purchased Intangible Assets The following table shows amortization of purchased intangible assets for the periods indicated: 2021 2020 Dollar Change % Change (In millions) Cost of sales $ 87.7 $ 92.3 $ (4.6) (5) % Operating expenses 50.9 65.5 (14.6) (22) % Total amortization expense of purchased intangibles $ 138.6 $ 157.8 $ (19.2) (12) % Total amortization expense of purchased intangibles as a percentage of revenue 4 % 5 % 35 Table of Contents In 2021, total amortization of purchased intangibles decreased primarily due to the expiration of prior year acquisitions' amortization.
Amortization of Purchased Intangible Assets The following table shows amortization of purchased intangible assets for the periods indicated: 2022 2021 Dollar Change % Change (In millions) Cost of sales $ 85.0 $ 87.7 $ (2.7) (3) % Operating expenses 46.6 50.9 (4.3) (8) % Total amortization expense of purchased intangibles $ 131.6 $ 138.6 $ (7.0) (5) % Total amortization expense of purchased intangibles as a percentage of revenue 4 % 4 % In 2022, total amortization of purchased intangibles decreased primarily due to the expiration of prior years’ acquisition amortization.
We consider the accounting polices described below to be our critical accounting policies. These critical accounting policies are impacted significantly by judgments, assumptions, and estimates used in the preparation of the consolidated financial statements, and actual results could differ materially from the amounts reported based on these policies.
These critical accounting policies are impacted significantly by judgments, assumptions, and estimates used in the preparation of the consolidated financial statements, and actual results could differ materially from the amounts reported based on these policies. Our accounting policies are more fully described in Note 1 “ Description of Business and Accounting Policies ” of this report.
Other than the items discussed above, we do not have any off-balance sheet financing arrangements or liabilities. Debt At the end of 2021, we had outstanding floating and fixed-rate senior notes with varying maturities for an aggregate principal amount of approximately $1.3 billion. Future interest payments total $264.2 million, with $60.8 million payable within the next 12 months.
Other than the items discussed above, we do not have any off-balance sheet financing arrangements or liabilities. 43 Table of Contents Debt At the end of 2022, we had outstanding floating and fixed-rate senior notes with varying maturities for an aggregate principal amount of approximately $1.5 billion.
Risk Factors” for further discussion of the possible impact of the COVID-19 pandemic and its resulting effects on our business. 32 Table of Contents CRITICAL ACCOUNTING POLICIES AND ESTIMATES The preparation of financial statements and related disclosures in conformity with U.S. generally accepted accounting principles (“GAAP”) requires us to make judgments, assumptions, and estimates that affect the reported amounts of assets, liabilities, revenue, costs of sales, operating expenses, and related disclosures.
CRITICAL ACCOUNTING POLICIES AND ESTIMATES The preparation of financial statements and related disclosures in conformity with U.S. generally accepted accounting principles (“GAAP”) requires us to make judgments, assumptions, and estimates that affect the reported amounts of assets, liabilities, revenue, costs of sales, operating expenses, and related disclosures. We consider the accounting polices described below to be our critical accounting policies.
Lastly, we believe that our core operating performance offers a supplemental measure for period-to-period comparisons and can be used to evaluate our historical and prospective financial performance, as well as our performance relative to competitors.
Lastly, we believe that our core operating performance offers a supplemental measure for period-to-period comparisons and can be used to evaluate our historical and prospective financial performance, as well as our performance relative to competitors. Organic revenue growth is a non-GAAP measure that refers to revenue excluding the impacts of (i) foreign currency translation, and (ii) acquisitions and divestitures.
We review intangible assets for impairment whenever events or changes in circumstances indicate that the carrying amount of those assets may not be recoverable based on their future cash flows. The estimated future cash flows are primarily based on assumptions about expected future operating performance.
If the reporting unit's carrying amount exceeds its fair value, an impairment loss is recognized. We review intangible assets for impairment whenever events or changes in circumstances indicate that the carrying amount of those assets may not be recoverable based on their future cash flows.
For debt refinancing, we anticipate we will have readily accessible capital markets in order to secure appropriate funding. Our material cash requirements include the following contractual and other obligations and cash needs: Leases We have operating leases primarily for certain of our major facilities including corporate offices, research and development facilities, and manufacturing facilities.
Our material cash requirements include the following contractual and other obligations and cash needs: Leases We have operating leases primarily for certain of our major facilities including corporate offices, research and development facilities, and manufacturing facilities. Operating leases represent undiscounted lease payments and include short-term leases.
In addition, we have unrecognized tax benefits of $63.3 million included in Other non-current liabilities, including interest and penalties. At this time, we cannot make a reasonably reliable estimate of the period of cash settlement with tax authorities regarding this liability, and therefore, such amounts are not included in the contractual obligations table above.
In addition, we have unrecognized tax benefits of $75.5 million included in Other non-current liabilities, including interest and penalties. At this time, we cannot make a reasonably reliable estimate of the period of cash settlement with tax authorities regarding this liability. Refer to Note 12 “Income Taxes” of this report for additional information regarding our taxes.
Non- GAAP non-operating expense, net, exclude unusual one-time acquisition/divestiture charges and/or divestiture gains/losses. The costs that have been excluded from the non-GAAP measures are costs specific to particular acquisitions. As a result, these are one-time costs that vary significantly in amount and timing and are not indicative of our core operating performance. (C) Stock-based compensation / deferred compensation .
Non-GAAP non-operating expense, net, excludes unusual one-time acquisition/divestiture charges, including foreign currency exchange rate gains/losses related to an acquisition, divestiture gains/losses, and strategic investment impairments. These are one-time costs that vary significantly in amount and timing and are not indicative of our core operating performance. (C) Stock-based compensation / deferred compensation .
RESULTS OF OPERATIONS Overview The following table shows revenue by category, gross margin and gross margin as a percentage of revenue, operating income and operating income as a percentage of revenue, diluted earnings per share, and annualized recurring revenue compared for the periods indicated: 2021 2020 Dollar Change % Change (In millions) Revenue: Product $ 2,247.5 $ 1,828.0 $ 419.5 23 % Service 649.4 644.8 4.6 1 % Subscription 762.2 674.9 87.3 13 % Total revenue $ 3,659.1 $ 3,147.7 $ 511.4 16 % Gross margin 2,034.7 1,754.9 279.8 16 % Gross margin as a % of revenue 55.6 % 55.8 % Operating income 561.0 419.8 141.2 34 % Operating income as a % of revenue 15.3 % 13.3 % Diluted earnings per share $ 1.94 $ 1.55 $ 0.39 25 % Non-GAAP revenue (1) $ 3,659.4 $ 3,152.0 $ 507.4 16 % Non-GAAP operating income (1) 857.0 719.6 137.4 19 % Non-GAAP operating income as a % of Non-GAAP revenue (1) 23.4 % 22.8 % Non-GAAP diluted earnings per share (1) $ 2.66 $ 2.23 $ 0.43 19 % Annualized Recurring Revenue (“ARR”) (1) $ 1,409.1 $ 1,295.8 $ 113.3 9 % (1) Refer to “Supplemental Disclosure of Non-GAAP Financial Measures and Annualized Recurring Revenue” of this Annual Report on Form 10-K for definitions.
The estimated future cash flows are primarily based on assumptions about expected future operating performance. 36 Table of Contents RESULTS OF OPERATIONS Overview The following table shows revenue by category, gross margin and gross margin as a percentage of revenue, operating income and operating income as a percentage of revenue, diluted earnings per share, and annualized recurring revenue compared for the periods indicated: 2022 2021 Dollar Change % Change (In millions) Revenue: Product $ 2,152.0 $ 2,247.5 $ (95.5) (4) % Service 641.3 649.4 (8.1) (1) % Subscription 883.0 762.2 120.8 16 % Total revenue $ 3,676.3 $ 3,659.1 $ 17.2 — % Gross margin 2,105.6 2,034.7 70.9 3 % Gross margin as a % of revenue 57.3 % 55.6 % Operating income 510.9 561.0 (50.1) (9) % Operating income as a % of revenue 13.9 % 15.3 % Diluted earnings per share $ 1.80 $ 1.94 $ (0.14) (7) % Non-GAAP revenue (1) $ 3,676.3 $ 3,659.4 $ 16.9 — % Non-GAAP operating income (1) 841.5 857.0 (15.5) (2) % Non-GAAP operating income as a % of Non-GAAP revenue (1) 22.9 % 23.4 % Non-GAAP diluted earnings per share (1) $ 2.64 $ 2.66 $ (0.02) (1) % Annualized Recurring Revenue (“ARR”) (1) $ 1,603.7 $ 1,409.1 $ 194.6 14 % (1) Refer to “Supplemental Disclosure of Non-GAAP Financial Measures and Annualized Recurring Revenue” of this report for definitions.
Critical estimates when valuing intangible assets include expected future cash flows based on consideration of future growth rates and margins, customer attrition rates, future changes in technology and brand awareness, loyalty and position, and discount rates. We evaluate goodwill on an annual basis or more frequently if indicators of potential impairment exist.
When determining the fair values, we make significant estimates and assumptions, especially concerning intangible assets. Critical estimates when valuing intangible assets include expected future cash flows based on consideration of future growth rates and margins, customer attrition rates, future changes in technology and brand awareness, loyalty and position, and discount rates.
LIQUIDITY AND CAPITAL RESOURCES At the End of Year 2021 2020 Dollar Change % Change (In millions) Cash and cash equivalents $ 325.7 $ 237.7 $ 88.0 37 % As a percentage of total assets 4.6 % 3.5 % Principal balance of outstanding debt $ 1,300.0 $ 1,555.9 $ (255.9) (16) % Years 2021 2020 Dollar Change % Change (In millions) Cash provided by operating activities $ 750.5 $ 672.0 $ 78.5 12 % Cash used in investing activities (203.5) (231.8) 28.3 (12) % Cash used in financing activities (447.7) (400.3) (47.4) 12 % Effect of exchange rate changes on cash and cash equivalents (11.3) 8.6 (19.9) (231) % Net increase in cash and cash equivalents $ 88.0 $ 48.5 Operating Activities The increase in cash provided by operating activities was primarily driven by higher net income adjusted for non-cash items, and higher account payables, partially offset by higher inventory purchases.
LIQUIDITY AND CAPITAL RESOURCES At the End of Year 2022 2021 Dollar Change % Change (In millions) Cash and cash equivalents $ 271.0 $ 325.7 $ (54.7) (17) % As a percentage of total assets 3.7 % 4.6 % Principal balance of outstanding debt $ 1,525.0 $ 1,300.0 $ 225.0 17 % Years 2022 2021 Dollar Change % Change (In millions) Cash provided by operating activities $ 391.2 $ 750.5 $ (359.3) (48) % Cash used in investing activities (226.3) (203.5) (22.8) 11 % Cash used in financing activities (199.0) (447.7) 248.7 (56) % Effect of exchange rate changes on cash and cash equivalents (20.6) (11.3) (9.3) 82 % Net increase in cash and cash equivalents $ (54.7) $ 88.0 Operating Activities The decrease in cash provided by operating activities was primarily driven by lower net income after adjusting for non-cash items and divestiture gains, higher bonus and cash tax payments, higher accounts receivable, higher inventory purchases, and lower accounts payable associated with the timing of inventory payments.
As our solutions have expanded, our go-to-market model has also evolved with a balanced mix between direct, distribution, and OEM customers as well as an increasing number of enterprise level customer relationships. Additionally, in August 2021, we announced a newly formed strategic venture fund.
This shift towards recurring revenue has positively impacted our revenue mix and growth over time and is leading to improved visibility in our businesses. As our solutions have expanded, our go-to-market model has also evolved with a balanced mix between direct, distribution, and OEM customers as well as an increasing number of enterprise level customer relationships.
Operating leases represent undiscounted lease payments and include short-term leases. At the end of 2021, we had fixed lease payment obligations of $190.7 million, with $50.5 million payable within the next 12 months. Refer to Note 7 of this Annual Report on Form 10-K for additional information regarding our leases.
At the end of 2022, we had fixed lease payment obligations of $171.6 million, with $48.7 million payable within the next 12 months. Refer to Note 8 “ Leases ” of this report for additional information regarding our leases.
Financing Activities The increase in cash used in financing activities was primarily driven by an increase in repurchases of common stock, partially offset by a decrease in debt repayments, net of debt proceeds. 38 Table of Contents Cash and Cash Equivalents We believe that our cash and cash equivalents and borrowings, along with cash provided by operations will be sufficient in the foreseeable future to meet our anticipated operating cash needs, expenditures related to our Connect and Scale strategy, debt service, and any stock repurchases under the stock repurchase program.
Cash and Cash Equivalents We believe that our cash and cash equivalents and borrowings, along with cash provided by operations will be sufficient in the foreseeable future to meet our anticipated operating cash needs, expenditures related to our Connect and Scale strategy, and debt service.
Results by Segment We report our financial performance, including revenue and operating income, based on four reportable segments: Buildings and Infrastructure, Geospatial, Resources and Utilities, and Transportation. Our Chief Executive Officer and Chief Operating Decision Maker views and evaluates operations based on the results of our reportable operating segments under our management reporting system.
We do not expect the provisions of the IRA to have a material impact on our financial results. Results by Segment We report our financial performance, including revenue and operating income, based on four reportable segments: Buildings and Infrastructure, Geospatial, Resources and Utilities, and Transportation.
For additional discussion of our segments, refer to Note 5 of this Annual Report on Form 10-K. 36 Table of Contents The following table shows a breakdown of revenue and operating income by segment for the periods indicated: 2021 2020 Dollar Change % Change (In millions) Buildings and Infrastructure Segment revenue $ 1,422.7 $ 1,231.0 $ 191.7 16 % Segment revenue as a percent of total revenue 39 % 39 % Segment operating income $ 411.7 $ 338.1 $ 73.6 22 % Segment operating income as a percent of segment revenue 28.9 % 27.5 % Geospatial Segment revenue $ 828.9 $ 650.5 $ 178.4 27 % Segment revenue as a percent of total revenue 23 % 21 % Segment operating income $ 244.1 $ 184.4 $ 59.7 32 % Segment operating income as a percent of segment revenue 29.4 % 28.3 % Resources and Utilities Segment revenue $ 771.3 $ 630.0 $ 141.3 22 % Segment revenue as a percent of total revenue 21 % 20 % Segment operating income $ 264.0 $ 221.0 $ 43.0 19 % Segment operating income as a percent of segment revenue 34.2 % 35.1 % Transportation Segment revenue $ 636.5 $ 640.5 $ (4.0) (1) % Segment revenue as a percent of total revenue 17 % 20 % Segment operating income $ 43.4 $ 50.1 $ (6.7) (13) % Segment operating income as a percent of segment revenue 6.8 % 7.8 % The following table shows a reconciliation of our consolidated segment operating income to our consolidated income before income taxes for the periods indicated: 2021 2020 (In millions) Consolidated segment operating income $ 963.2 $ 793.6 Unallocated general corporate expenses (106.2) (74.0) Purchase accounting adjustments (134.5) (156.6) Acquisition / divestiture items (21.8) (21.4) Stock-based compensation / deferred compensation (128.6) (90.4) Restructuring and other costs (11.1) (31.4) Consolidated operating income 561.0 419.8 Total non-operating income (expense), net 13.6 (24.8) Consolidated income before taxes $ 574.6 $ 395.0 Buildings and Infrastructure Revenue increased primarily due to strong demand for our civil construction hardware and related software and from strong recovery in markets across major regions, including strong residential construction and infrastructure spend.
The following table shows a breakdown of revenue and operating income by segment for the periods indicated: 2022 2021 Dollar Change % Change (In millions) Buildings and Infrastructure Segment revenue $ 1,494.0 $ 1,422.7 $ 71.3 5 % Segment revenue as a percent of total revenue 40.6 % 38.9 % Segment operating income $ 406.3 $ 411.7 $ (5.4) (1) % Segment operating income as a percent of segment revenue 27.2 % 28.9 % Geospatial Segment revenue $ 756.5 $ 828.9 $ (72.4) (9) % Segment revenue as a percent of total revenue 20.6 % 22.6 % Segment operating income $ 221.4 $ 244.1 $ (22.7) (9) % Segment operating income as a percent of segment revenue 29.3 % 29.4 % Resources and Utilities Segment revenue $ 821.6 $ 771.3 $ 50.3 7 % Segment revenue as a percent of total revenue 22.4 % 21.1 % Segment operating income $ 278.3 $ 264.0 $ 14.3 5 % Segment operating income as a percent of segment revenue 33.9 % 34.2 % Transportation Segment revenue $ 604.2 $ 636.5 $ (32.3) (5) % Segment revenue as a percent of total revenue 16.4 % 17.4 % Segment operating income $ 58.8 $ 43.4 $ 15.4 35 % Segment operating income as a percent of segment revenue 9.7 % 6.8 % 40 Table of Contents The following table shows a reconciliation of our consolidated segment operating income to our consolidated income before income taxes for the periods indicated: 2022 2021 (In millions) Consolidated segment operating income $ 964.8 $ 963.2 Unallocated general corporate expenses (123.3) (106.2) Purchase accounting adjustments (131.6) (134.5) Acquisition / divestiture items (32.8) (21.8) Stock-based compensation / deferred compensation (112.0) (128.6) Restructuring and other costs (54.2) (11.1) Consolidated operating income 510.9 561.0 Total non-operating income, net 58.2 13.6 Consolidated income before taxes $ 569.1 $ 574.6 Buildings and Infrastructure 2022 Change versus 2021 % Change Change in revenue - Buildings and Infrastructure 5 % Acquisitions 2 % Divestitures (5) % Foreign currency exchange (3) % Organic revenue growth 11 % Organic revenue increased due to demand for our subscription and term license software recurring offerings.
Our accounting policies are more fully described in Note 1 of this Annual Report on Form 10-K. Revenue Recognition Revenue is recognized upon transfer of control of promised products or services to customers in an amount that reflects the consideration that we expect to receive in exchange for those products or services.
Revenue Recognition Revenue is recognized upon transfer of control of promised products or services to customers in an amount that reflects the consideration that we expect to receive in exchange for those products or services. Revenue is recognized net of allowance for returns and any taxes collected from customers.
EFFECT OF NEW ACCOUNTING PRONOUNCEMENTS The impact of recent accounting pronouncements is disclosed in Note 1 of this Annual Report on Form 10-K. 39 Table of Contents S UPPLEMENTAL DISCLOSURE OF NON-GAAP FINANCIAL MEASURES AND ANNUALIZED RECURRING REVENUE To supplement our consolidated financial information, we included non-GAAP financial measures, which are not meant to be considered in isolation or as a substitute for comparable GAAP because we believe non-GAAP financial measures provide useful information to investors and others in understanding our “core operating performance”, which excludes the effect of non-cash items and certain variable charges not expected to recur, not meaningful in comparison to our past operating performance or not reflective of ongoing financial results.
EFFECT OF NEW ACCOUNTING PRONOUNCEMENTS The impact of recent accounting pronouncements is disclosed in Note 1 “Description of Business and Accounting Policies” of this report. 44 Table of Contents SUPPLEMENTAL DISCLOSURE OF NON-GAAP FINANCIAL MEASURES AND ANNUALIZED RECURRING REVENUE To supplement our consolidated financial information, we include non-GAAP financial measures, which are not meant to be considered in isolation or as a substitute for comparable GAAP.
In addition to providing non-GAAP financial measures, we disclose Annualized Recurring Revenue (“ARR”) to give the investors supplementary indicators of the value of our current recurring revenue contracts. ARR represents the estimated annualized value of recurring revenue, including subscription, maintenance and support revenue, and term license contracts for the quarter.
ARR represents the estimated annualized value of recurring revenue, including subscription, maintenance and support revenue, and term license contracts for the quarter.
Non- GAAP gross margin and operating expenses exclude restructuring and other exit costs comprised of termination benefits related to reductions in employee headcount, including executive severance agreements, the closure or exit of facilities, and cancellation of certain contracts.
Non- GAAP gross margin and operating expenses exclude restructuring and other costs comprised of termination benefits related to reductions in employee headcount and closure or exit of facilities, executive severance agreements, costs incurred in exiting business activities in Russia and Belarus, other business exit costs, Bridge Facility fees, as well as a $20 million commitment to donate to the Trimble Foundation to be paid over four quarters.
Our effective income tax rates for 2021 and 2020 were 14.2% and 1.1%, respectively. The effective income tax rate in 2021 increased compared to 2020 primarily due to the smaller one-time tax benefit recorded in 2021 relating to the revaluation of the Netherlands deferred tax assets mentioned above.
The effective income tax rate in 2022 increased compared to 2021 primarily due to a one-time tax benefit recorded in 2021 related to the revaluation of the Netherlands deferred tax assets mentioned below and lower stock-based compensation deductions during 2022.
Our focus on these growth drivers has led over time to growth in revenue and profitability and an increasingly diversified business model. We continue to experience a shift toward a more significant mix of recurring revenue contracts, as demonstrated by our success in driving annualized recurring revenue (“ARR”) growth of 9% year-over-year at the end of 2021.
We continue to experience a shift toward a more significant mix of recurring revenue contracts, as demonstrated by our success in driving annualized recurring revenue (“ARR”) of $1,603.7 million, which represents growth of 14% year-over-year at the end of 2022. ARR organic growth was 16%.
ARR should be viewed independently of revenue and deferred revenue as it is a performance measure and is not intended to be combined with or to replace either of those items.
Organic ARR refers to annualized recurring revenue excluding the impacts of (i) foreign currency translation, and (ii) acquisitions and divestitures. ARR and organic ARR should be viewed independently of revenue and deferred revenue as they are performance measures and are not intended to be combined with or to replace either of those items.
The 2021 Stock Repurchase Program does not obligate us to acquire any specific number of shares. Refer to Note 13 of this Annual Report on Form 10-K for additional information regarding our 2021 Stock Repurchase Program.
The 2021 Stock Repurchase Program does not obligate us to acquire any specific number of shares. Because of the additional outstanding indebtedness we have and expect to incur in connection with the pending Transporeon acquisition, we have temporarily discontinued share repurchases. Refer to Note 14 “Common Stock Repurchase” of this report for additional information regarding our 2021 Stock Repurchase Program.
Research and Development, Sales and Marketing, and General and Administrative Expenses The following table shows research and development (“R&D”), sales and marketing (“S&M”), and general and administrative (“G&A”) expense along with these expenses as a percentage of revenue for the periods indicated: 2021 2020 Dollar Change % Change (In millions) Research and development $ 536.6 $ 475.9 $ 60.7 13 % Percentage of revenue 14.7 % 15.1 % Sales and marketing 506.8 467.0 39.8 9 % Percentage of revenue 13.9 % 14.8 % General and administrative 369.1 300.9 68.2 23 % Percentage of revenue 10.1 % 9.6 % Total $ 1,412.5 $ 1,243.8 $ 168.7 14 % As a result of COVID-19 impacts, the year-to-year comparison of 2020 to 2021 reflects distortions in expense growth rates as our expenses normalized in 2021, with the biggest impact due to higher incentive compensation, including bonuses and stock-based compensation, particularly in G&A.
Operating income as a percentage of revenue decreased primarily due to increased operating expense, partially offset by increased gross margin as a percentage of revenue. 38 Table of Contents Research and Development, Sales and Marketing, and General and Administrative Expenses The following table shows research and development (“R&D”), sales and marketing (“S&M”), and general and administrative (“G&A”) expense along with these expenses as a percentage of revenue for the periods indicated: 2022 2021 Dollar Change % Change (In millions) Research and development $ 542.1 $ 536.6 $ 5.5 1 % Percentage of revenue 14.7 % 14.7 % Sales and marketing 553.6 506.8 46.8 9 % Percentage of revenue 15.1 % 13.9 % General and administrative 422.2 369.1 53.1 14 % Percentage of revenue 11.5 % 10.1 % Total $ 1,517.9 $ 1,412.5 $ 105.4 7 % R&D expense increased primarily due to slightly higher compensation expense and the impact of acquisitions, partially offset by favorable foreign currency and divestitures.
Growth in subscription sales in many of our software businesses continued to remain strong. Price increases, which went into effect in the second half of the year, and reduced discounting had a slighter impact on revenue growth for the year. Product revenue increased due to strong hardware and related software sales in Geospatial, Resources and Utilities, and Buildings and Infrastructure.
In the second half of the year, slowing demand for our hardware and related software products impacted sales in Buildings and Infrastructure, Geospatial, and Resources and Utilities. Organic service revenue was relatively flat. Organic subscription revenue increased primarily due to strong growth in Buildings and Infrastructure and, to a lesser extent, in Resources and Utilities, Transportation, and Geospatial.
Segment operating income and operating income as a percentage of revenue increased primarily due to higher revenue and operating cost containment, partially offset by lower gross margin. Gross margin was down primarily due to product mix and increased supply chain costs for hardware products, partially offset by reduced discounting and customer price increases.
Operating income as a percentage of revenue decreased primarily due to higher operating expense, partially offset by gross margin expansion due to product mix.
Enterprise revenue continued to experience subscription revenue growth as the business transitions from a perpetual software license model. Mobility sales were down due to reduced subscriber counts, partially offset by higher hardware shipments for the year.
Enterprise subscription revenue continued to experience growth as the business transitions from a perpetual software license model. Operating income and operating income as a percentage of revenue increased primarily due to targeted cost reductions and gross margin expansion due to product mix, partially offset by divestitures and reduced revenue.
Non-Operating Income (Expense), Net The following table shows non-operating expense, net for the periods indicated: 2021 2020 Dollar Change % Change (In millions) Interest expense, net $ (65.4) $ (77.6) $ 12.2 (16) % Income from equity method investments, net 37.7 39.4 (1.7) (4) % Other income, net 41.3 13.4 27.9 208 % Total non-operating income (expense), net $ 13.6 $ (24.8) $ 38.4 (155) % In 2021, non-operating income increased primarily due to recognition of gains from the sale of businesses included in Other income, net, and to a lesser extent, lower interest costs associated with a decrease in our outstanding debt.
Non-Operating Income, Net The following table shows non-operating income, net for the periods indicated: 2022 2021 Dollar Change % Change (In millions) Divestitures gain, net $ 99.0 $ 41.4 $ 57.6 139 % Interest expense, net (71.1) (65.4) (5.7) 9 % Income from equity method investments, net 31.1 37.7 (6.6) (18) % Other expense, net (0.8) (0.1) (0.7) 700 % Total non-operating income, net $ 58.2 $ 13.6 $ 44.6 328 % In 2022, non-operating income increased primarily due to higher gains from divestitures, partially offset by lower joint-venture profitability, higher interest expense due to Bridge Facility fees, and fluctuations in deferred compensation plan assets included in Other expense, net. 39 Table of Contents Income Tax Provision Our effective income tax rates for 2022 and 2021 were 21.0% and 14.2%.
We regularly assess the likelihood of adverse outcomes from these examinations in determining the adequacy of our provision for income taxes.
We regularly assess the likelihood of adverse outcomes from these examinations in determining the adequacy of our provision for income taxes. Business Combinations and Valuation of Goodwill and Purchased Intangible Assets For business combinations, we allocate the purchase consideration to the assets acquired, liabilities assumed, and any noncontrolling interest based on their fair values at the acquisition date.
Gross margin increased primarily due to strong revenue growth. Gross margin as a percentage of total revenue shows a slight decrease mainly due to increased mix of hardware sales and increased supply chain costs, offset by price increases and reduced discounting as well as lower intangibles amortization.
Gross margin as a percentage of total revenue increased due to an increased mix of software and subscription sales, price increases, and to a lesser extent, divestitures of lower margin hardware centric businesses. Operating Income Operating income decreased primarily due to divestitures and unfavorable foreign currency, partially offset by organic revenue and gross margin expansion.
At the end of 2021, we had operating purchase obligations and commitments of $710.8 million, with $446.6 million payable within the next 12 months. Refer to Note 8 of this Annual Report on Form 10-K for additional information regarding our purchase obligations and commitments.
Future interest payments total $260.5 million, with $67.3 million payable within the next 12 months. During 2022, we had $224.6 million of proceeds from debt, net of the payments. Refer to Note 7 “Debt” of this report for additional information regarding our debt.
No single customer accounted for 10% or more of our total revenue in 2021 and 2020. No single customer accounted for 10% or more of our accounts receivable at the end of 2021 and 2020. Gross Margin Gross margins varied due to several factors including product mix, customer pricing, distribution channel, and product costs.
Gross Margin Gross margins varied due to several factors including product mix, customer pricing, distribution channel, and product costs. Gross margin increased primarily due to organic revenue growth in Buildings and Infrastructure and Resources and Utilities, partially offset by divestitures and unfavorable foreign currency.
Refer to Note 11 of this Annual Report on Form 10-K for additional information regarding our taxes. Other Purchase Obligations and Commitments Purchase obligations and commitments primarily relate to investments in our platform associated with our Connect and Scale strategy and non-cancellable inventory commitments, which increased due to the extension of lead times and the growth of our hardware business.
Other Purchase Obligations and Commitments Purchase obligations and commitments primarily relate to investments in our platform associated with our Connect and Scale strategy and non-cancellable inventory commitments. At the end of 2022, we had operating purchase obligations and commitments of $858.8 million, with $326.2 million payable within the next 12 months.
We utilize either a qualitative or quantitative approach to assess the likelihood of impairment on the first day of the fourth quarter. When performing the qualitative approach, we consider macroeconomic conditions, industry and market considerations, overall financial performance, and other relevant events and factors that may impact the reporting units.
Qualitative factors include but are not limited to macroeconomic conditions, industry and market considerations, cost factors, overall financial performance, or other relevant company-specific events. If it is determined more likely than not that the fair value of a goodwill reporting unit is less than its carrying amount, we perform a quantitative analysis.
Investing Activities The decrease in cash used in investing activities was primarily due to higher net proceeds from the sale of businesses and sale of property and equipment during 2021 , partially offset by slightly higher acquisition spending in 2021. The current year included the AgileAssets acquisition compared to the prior year, which included the Kuebix acquisition.
The decreases were partially offset by an increase in deferred revenue. 42 Table of Contents Investing Activities The increase in cash used in investing activities was primarily due to higher payments related to businesses acquired in 2022, partially offset by higher proceeds from divestitures.