Biggest changeWe 26 Table of Contents believe that these non-GAAP measures provide useful information to investors because they improve the comparability of the financial results between periods and provide for greater transparency of key measures used to evaluate the Company’s performance. Years Ended December 31, 2022 2021 (in thousands) Net income $ 19,726 $ 15,529 Interest expense (net of interest income) 2,968 2,200 Income taxes 6,956 7,582 Depreciation and amortization 5,368 5,331 Interest accretion associated with contingent consideration 33 101 Acquisition-related costs (1) 282 240 Severance, integration and other expense 633 1,406 Foreign currency transaction gain (170) (44) Non-cash stock compensation 7,460 6,467 Adjusted EBITDA $ 43,256 $ 38,812 Years Ended December 31, 2022 2021 (in thousands) Net income $ 19,726 $ 15,529 Non-cash stock compensation 7,460 6,467 Intangible amortization 2,323 2,643 Interest accretion associated with contingent consideration 33 101 Acquisition-related costs (1) 282 240 Severance, integration and other expense 633 1,406 Foreign currency transaction gain (170) (44) Tax effect (2) (3,379) (3,460) Adjusted net income $ 26,908 $ 22,882 Years Ended December 31, 2022 2021 Net income per diluted share $ 0.39 $ 0.30 Non-cash stock compensation 0.15 0.12 Intangible amortization 0.05 0.05 Interest accretion associated with contingent consideration 0.00 0.00 Acquisition-related costs (1) 0.00 0.01 Severance, integration and other expense 0.01 0.03 Foreign currency transaction gain 0.00 0.00 Tax effect (2) (0.07) (0.07) Adjusted net income per diluted share $ 0.53 $ 0.44 ________________________________________ (1) Consists of expenses from acquisition-related costs and non-cash fair value adjustments on pre-acquisition contract liabilities.
Biggest changeWe believe that these non-GAAP measures provide useful information to investors because they improve the comparability of the financial results between periods and provide for greater transparency of key measures used to evaluate the Company’s performance. Years Ended December 31, 2023 2022 2021 (in thousands) Net income $ 6,154 $ 19,726 $ 15,529 Plus: Interest expense (net of interest income) 5,693 2,968 2,200 Income taxes 2,607 6,956 7,582 Depreciation and amortization 6,258 5,368 5,331 Interest accretion associated with contingent consideration 104 33 101 Acquisition-related costs (1) 201 282 240 Severance, integration and other expense 2,513 633 1,406 Account Receivables Reserves 4,822 — — Tax indemnity receivables 35 — — Foreign currency transaction loss (gain) 158 (170) (44) Non-cash stock compensation 9,132 7,460 6,467 Adjusted EBITDA $ 37,677 $ 43,256 $ 38,812 Years Ended December 31, 2023 2022 2021 (in thousands) Net income $ 6,154 $ 19,726 $ 15,529 Plus: Non-cash stock compensation 9,132 7,460 6,467 Intangible amortization 3,164 2,323 2,643 Interest accretion associated with contingent consideration 104 33 101 Acquisition-related costs (1) 201 282 240 Account Receivables Reserves 4,822 — — Severance, integration and other expense 2,513 633 1,406 Write-off of deferred financing costs 379 — — Foreign currency transaction loss (gain) 158 (170) (44) Tax effect (2) (6,551) (3,379) (3,460) Adjusted net income $ 20,076 $ 26,908 $ 22,882 29 Table of Contents Years Ended December 31, 2023 2022 2021 Net income per diluted share $ 0.12 $ 0.39 $ 0.30 Non-cash stock compensation 0.18 0.15 0.12 Intangible amortization 0.06 0.05 0.05 Interest accretion associated with contingent consideration 0.00 0.00 0.00 Acquisition-related costs (1) 0.01 0.00 0.01 Account Receivables Reserves 0.10 — — Severance, integration and other expense 0.05 0.01 0.03 Write-off of deferred financing costs 0.01 — — Foreign currency transaction loss (gain) 0.00 0.00 0.00 Tax effect (2) (0.13) (0.07) (0.07) Adjusted net income per diluted share $ 0.40 $ 0.53 $ 0.44 ________________________________________ (1) Consists of expenses from acquisition-related costs and non-cash fair value adjustments on pre-acquisition contract liabilities.
Our digital services now span a volume of offerings and have become embedded as part of even our traditional transaction services. Digital enablement provides capabilities, digital insights and better engagement with clients and partners.
Our digital services now span a volume of offerings and have become embedded as part of our traditional transaction services. Digital enablement provides capabilities, digital insights and better engagement with clients and partners.
The variance from the U.S. statutory rate of 21.0% for the year ended December 31, 2022 was primarily caused by the impact of higher tax rates applicable on company earnings in foreign jurisdictions and non-deductible expenses for tax purposes in the United States.
The variance from the U.S. statutory rate of 21.0% for the year ended December 31, 2023 was primarily caused by the impact of higher tax rates applicable on company earnings in foreign jurisdictions and non-deductible expenses for tax purposes in the United States.
The firm specializes in digital transformation services, including automation, cloud and data analytics; sourcing advisory; managed governance and risk services; network carrier services; technology strategy and operations design; change management; market intelligence and technology research and analysis.
The Company specializes in digital transformation services, including automation, cloud and data analytics; sourcing advisory; managed governance and risk services; network carrier services; technology strategy and operations design; change management; market intelligence and technology research and analysis.
We may not be able to obtain financing arrangements in amounts or on terms acceptable to us in the future. The Company has financial covenants underlying its debt which require a Debt to adjusted EBITDA ratio of 3.25. The Company was in compliance with its financial covenants under the 2020 Credit Agreement as of December 31, 2022.
We may not be able to obtain financing arrangements in amounts or on terms acceptable to us in the future. The Company has financial covenants underlying its debt which require a debt to adjusted EBITDA ratio of 3.25. The Company was in compliance with its financial covenants under the 2023 Credit Agreement as of December 31, 2023.
The anticipated cash needs of our business could change significantly if we pursue and complete additional business acquisitions, if our business plans change, if economic conditions change from those currently prevailing or from those now anticipated, or if other unexpected circumstances arise that may have a material effect on the cash flow or profitability of our business.
The anticipated cash needs of our business could change significantly if we pursue and complete additional business acquisitions, if our business plans change, if economic conditions change from 31 Table of Contents those currently prevailing or from those now anticipated, or if other unexpected circumstances arise that may have a material effect on the cash flow or profitability of our business.
Employee Retirement Plans For both fiscal years ended December 31, 2022 and 2021, we contributed $2.1 million, respectively, to our 401(k) plan (the “Savings Plan”) on a fully discretionary basis. These amounts were invested by the participants in a variety of investment options under an arrangement with a third-party asset manager.
Employee Retirement Plans For the fiscal years ended December 31, 2023 and 2022, we contributed $0.0 million and $2.1 million, respectively, to our 401(k) plan (the “Savings Plan”) on a fully discretionary basis. These amounts were invested by the participants in a variety of investment options under an arrangement with a third-party asset manager.
Since future events and their impact cannot be determined with certainty, the actual results may differ from estimates. Such differences may be material to the consolidated financial statements. 29 Table of Contents We believe the application of accounting policies, and the estimates inherently required therein, are reasonable.
Since future events and their impact cannot be determined with certainty, the actual results may differ from estimates. Such differences may be material to the consolidated financial statements. We believe the application of accounting policies, and the estimates inherently required therein, are reasonable.
See “Non-GAAP Financial Measures” below for information about our use of these non-GAAP financial measures, including our reasons for including these measures and reconciliations of each non-GAAP financial measure to the most directly comparable GAAP financial measure. NON-GAAP FINANCIAL MEASURES We use non-GAAP financial measures to supplement the financial information presented on a GAAP basis.
See “Non-GAAP Financial 28 Table of Contents Measures” below for information about our use of these non-GAAP financial measures, including our reasons for including these measures and reconciliations of each non-GAAP financial measure to the most directly comparable GAAP financial measure. NON-GAAP FINANCIAL MEASURES We use non-GAAP financial measures to supplement the financial information presented on a GAAP basis.
The incremental borrowing rate used to discount future cash flows was 6.3% and 2.0% for December 31, 2022 and December 31, 2021, respectively. The Company also considered recent transactions of peer group companies for similar instruments with comparable terms and maturities as well as an analysis of current market conditions and interest rates.
The incremental borrowing rate used to discount future cash flows was 6.9% and 6.3% for December 31, 2023 and December 31, 2022, respectively. The Company also considered recent transactions of peer group companies for similar instruments with comparable terms and maturities as well as an analysis of current market conditions and interest rates.
Other areas that could impact the business would also include natural disasters, pandemics, such as COVID-19, legislative and regulatory changes and capital market disruptions. We principally derive revenues from fees for services generated on a project-by-project basis.
Other areas that could impact the business would also include natural disasters, pandemics, wars, legislative and regulatory changes and capital market disruptions. We principally derive revenues from fees for services generated on a project-by-project basis.
In addition, the Company is required to comply with a total leverage ratio and fixed charge coverage ratio. ● The senior secured credit facility contains customary events of default, including cross-default to other material agreements, judgment default and change of control.
In addition, the Company is required to comply with a consolidated leverage ratio and consolidated interest coverage ratio. ● The senior secured credit facility contains customary events of default, including cross-default to other material agreements, judgment default and change of control.
The fair value of the Company's outstanding borrowings is approximately $76.5 million and $73.6 million as of December 31, 2022 and December 31, 2021, respectively. The fair values of debt have been estimated using a discounted cash flow analysis based on the Company's incremental borrowing rate for similar borrowing arrangements.
The fair value of the Company's outstanding borrowings is approximately $79.8 million and $76.5 million as of December 31, 2023 and December 31, 2022, respectively. The fair values of debt have been estimated using a discounted cash flow analysis based on the Company's incremental borrowing rate for similar borrowing arrangements.
We provide adjusted EBITDA (defined as net income, plus interest, taxes, depreciation and amortization, foreign currency transaction gains/losses, non-cash stock compensation, interest accretion associated with contingent consideration, acquisition-related costs, and severance, integration and other expense), adjusted net income (defined as net income, plus amortization of intangible assets, non-cash stock compensation, foreign currency transaction gains/losses, interest accretion associated with contingent consideration, acquisition-related costs, and severance, integration and other expense on a tax-adjusted basis) and adjusted net income per diluted share, excluding the net of tax effect of the items set forth in the table below.
We provide adjusted EBITDA (defined as net income, plus interest, taxes, depreciation and amortization, foreign currency transaction gains/losses, non-cash stock compensation, interest accretion associated with contingent consideration, tax indemnity receivables, accounts receivables reserve, acquisition-related costs, and severance, integration and other expense), adjusted net income (defined as net income, plus amortization of intangible assets, non-cash stock compensation, foreign currency transaction gains/losses, interest accretion associated with contingent consideration, acquisition-related costs, accounts receivables reserves, write-off of deferred financing cost and severance, integration and other expense on a tax-adjusted basis) and adjusted net income per diluted share, excluding the net of tax effect of the items set forth in the table below.
The Company’s financial statements include outstanding borrowings of $79.2 million and $74.5 million as of December 31, 2022 and December 31, 2021, respectively, which are carried at amortized cost. The fair value of debt is classified within Level 3 of the fair value hierarchy.
The Company’s financial statements include outstanding borrowings of $79.2 million both as of December 31, 2023 and December 31, 2022, which are carried at amortized cost. The fair value of debt is classified within Level 3 of the fair value hierarchy.
Founded in 2006, and based in Stamford, Connecticut, ISG employs approximately 1,600 digital-ready professionals operating in more than 20 countries—a global team known for its innovative thinking, market influence, deep industry and technology expertise and world-class research and analytical capabilities based on the industry’s most comprehensive marketplace data.
Founded in 2006, and based in Stamford, Connecticut, ISG employs over 1,500 digital-ready professionals operating in more than 20 countries—a global team known for its innovative thinking, market influence, deep industry and technology expertise and world-class research and analytical capabilities based on the industry’s most comprehensive marketplace data. For more information, visit www.isg-one.com.
The increase in revenue in the Americas was primarily attributable to an increase in our Advisory, Research, NaSa and GovernX service lines, partially offset by a decrease in our Automation service line.
The increase in revenue in the Americas was primarily attributable to an increase in our Consulting and Automation service lines. The slight decrease in revenue in Europe was primarily attributable to a decrease in our Advisory service line, partially offset by an increase in our Automation and Research service lines.
Our effective tax rate for the year ended December 31, 2022 was 26.1% compared to 32.8% for the year ended December 31, 2021.
Our effective tax rate for the year ended December 31, 2023 was 29.8% compared to 26.1% for the year ended December 31, 2022.
The revenue in Europe was flat with an increase in our Automation and GovernX service lines, being offset by a decrease in our Advisory, Research and NaSa service lines. The increase in revenue in Asia Pacific was primarily attributable to an increase in our NaSa, Advisory and GovernX service lines, partially offset by a decrease in our Research service line.
The decrease in revenue in Asia Pacific was primarily attributable to a decrease in our Advisory and NaSa service lines, partially offset by an increase in our Research service line.
Time-and-expense engagements do not provide us with a high degree of predictability as to performance in future periods. Unexpected changes in the demand for our services can result in significant variations in utilization and revenues and present a challenge to optimal hiring and staffing. The volume of work performed for any particular client can vary widely from period to period.
Time-and-expense engagements do not provide us with a high degree of predictability as to performance in future periods. Unexpected changes in the demand for our services can result in significant variations in utilization and revenues and present a challenge to optimal hiring and staffing.
Net cash provided from operations was primarily attributable to our net income after adjustments for non-cash charges of approximately $34.1 million partially offset by $23.0 million use of working capital primarily attributable to a $14.0 million change in accounts receivables and contract assets, a $7.2 million change in accrued expenses and other liabilities, a $1.0 million change in prepaid expense and other assets, a $0.7 million change in accounts payables; and $0.1 million change in contract liabilities; ● treasury share repurchases of $12.1 million; ● payments related to tax withholding for stock-based compensation of $4.1 million; ● cash dividends paid to shareholders of $7.5 million; ● proceeds from revolving facility of $9.0 million; ● principal payments on borrowings of $4.3 million; ● payment of contingent consideration of $1.0 million; ● payment for Change 4 Growth acquisition of $3.5 million: ● capital expenditures for property, plant and equipment of $3.4 million; and ● proceeds from issuance of employee stock purchase plan shares of $0.9 million.
Net cash provided from operations was primarily attributable to our net income after adjustments for non-cash charges of approximately $25.5 million partially offset by $13.2 million use of working capital primarily attributable to a $6.7 million change in accounts receivables and contract assets, a $6.5 million change in prepaid expense and other assets, a $4.9 million change in accounts payables, partially offset by a $3.8 million change in accrued expenses and other liabilities; and $1.1 million change in contract liabilities; ● treasury share repurchases of $3.5 million; ● repayment of outstanding debt of $84.2 million; ● payments related to tax withholding for stock-based compensation of $2.7 million; ● cash dividends paid to shareholders of $8.7 million; ● proceeds from revolving facility of $84.2 million; ● payment of contingent consideration of $1.5 million; ● payment for Ventana acquisition of $1.0 million: 30 Table of Contents ● payments related to debt financing costs of $0.8 million; ● capital expenditures for property, plant and equipment of $3.4 million; and ● proceeds from issuance of employee stock purchase plan shares of $0.9 million.
For more information, visit www.isg-one.com. 22 Table of Contents Our strategy is to strengthen our existing market position and develop new services and products to support future growth plans. As a result, we are focused on growing our existing service model, expanding geographically, developing new industry sectors, productizing market data assets, expanding our managed services offerings and growing via acquisitions.
Our strategy is to strengthen our existing market position and develop new services and products to support future growth plans. As a result, we are focused on growing our existing service model, expanding geographically, developing new industry sectors, productizing market data assets, expanding our managed services offerings and growing via acquisitions.
The volume of billings and timing of collections and payments affect these account balances. 27 Table of Contents The following table summarizes our cash flows for the years ended December 31, 2022 and 2021: Years Ended December 31, 2022 2021 (in thousands) Net cash provided by (used in): Operating activities $ 11,146 $ 41,942 Investing activities (6,873) (2,320) Financing activities (18,941) (34,125) Effect of exchange rate changes on cash (2,271) (1,713) Net (decrease) increase in cash, cash equivalents, and restricted cash $ (16,939) $ 3,784 As of December 31, 2022, our liquidity and capital resources included cash, cash equivalents and restricted cash of $30.7 million compared to $47.6 million as of December 31, 2021, a net decrease of $16.9 million, which was primarily attributable to the following: ● our operating activities provided net cash of $11.1 million for the year ended December 31, 2022.
The following table summarizes our cash flows for the years ended December 31, 2023, 2022 and 2021: Years Ended December 31, 2023 2022 2021 (in thousands) Net cash provided by (used in): Operating activities $ 12,272 $ 11,146 $ 41,942 Investing activities (4,433) (6,873) (2,320) Financing activities (16,198) (18,941) (34,125) Effect of exchange rate changes on cash 498 (2,271) (1,713) Net (decrease) increase in cash, cash equivalents, and restricted cash $ (7,861) $ (16,939) $ 3,784 As of December 31, 2023, our liquidity and capital resources included cash, cash equivalents and restricted cash of $22.8 million compared to $30.7 million as of December 31, 2022, a net decrease of $7.9 million, which was primarily attributable to the following: ● our operating activities provided net cash of $12.3 million for the year ended December 31, 2023.
BUSINESS OVERVIEW Information Services Group, Inc. (Nasdaq: III) is a leading global technology research and advisory firm. A trusted business partner to over 900 clients, including more than 75 of the top 100 enterprises in our markets, ISG is committed to helping corporations, public sector organizations and service and technology providers achieve operational excellence and faster growth.
A trusted business partner to over 900 clients, including more than 75 of the top 100 enterprises in our markets, ISG is committed to helping corporations, public sector organizations and service and technology providers achieve operational excellence and faster growth.
Statutory and 401(k) plans are offered to employees as appropriate. Direct costs also include employee taxes, health insurance, workers compensation and disability insurance. A portion of compensation expenses for certain billable employees are allocated between direct costs and selling, general and administrative costs based on relative time spent between billable and non-billable activities.
Direct costs also include employee taxes, health insurance, workers compensation and disability insurance. 27 Table of Contents A portion of compensation expenses for certain billable employees are allocated between direct costs and selling, general and administrative costs based on relative time spent between billable and non-billable activities.
Our accounting policies are more fully described in “Note 2—Summary of Significant Accounting Policies” in the “Notes to the Consolidated Financial Statements.” We have identified revenue recognition as a critical accounting estimate: Revenue Recognition We recognize our revenues by applying the following five steps: (1) identifying the contract with the customer; (2) identifying the performance obligation(s) in the contract; (3) determining the transaction price; (4) allocating the transaction price to the performance obligation(s); and (5) recognizing revenue when (or as) the Company satisfies the performance obligation(s).
We have identified revenue recognition as a critical accounting estimate: Revenue Recognition We recognize our revenues by applying the following five steps: (1) identifying the contract with the customer; (2) identifying the performance obligation(s) in the contract; (3) determining the transaction price; (4) allocating the transaction price to the performance obligation(s); and (5) recognizing revenue when (or as) the Company satisfies the performance obligation(s).
This MD&A provides an analysis of our consolidated financial results and cash flows for 2022 and 2021 under the headings “Results of Operations,” “Non-GAAP Financial Presentation and Measures,” and “Liquidity and Capital Resources.” For a similar detailed discussion comparing 2021 and 2020, refer to those headings under Item 7., “Management’s Discussion and Analysis of Financial Condition and Results of Operations,” in our Annual Report on Form 10-K for the year ended December 31, 2021.
This MD&A provides an analysis of our consolidated financial results and cash flows for 2023 and 2022 under the headings “Results of Operations,” “Non-GAAP Financial Presentation,” “Non-GAAP Financial Measures,” and “Liquidity and Capital Resources.” For a similar detailed discussion comparing 2022 and 2021, refer to those headings under Item 7.
The material terms under the 2020 Credit Agreement are as follows: ● Each of the term loan facility and revolving credit facility has a maturity date of March 10, 2025 (the “Maturity Date”). ● The credit facility is secured by all of the equity interests owned by the Company and its direct and indirect domestic subsidiaries and subject to agreed exceptions, the Company’s direct and indirect “first-tier” foreign subsidiaries and a perfected first priority security interest in all of the Company’s and its direct and indirect domestic subsidiaries’ tangible and intangible assets. ● The Company’s direct and indirect existing and future wholly owned domestic subsidiaries serve as guarantors to the Company’s obligations under the senior secured facility. ● At the Company’s option, the credit facility bears interest at a rate per annum equal to either (i) the “Base Rate” (which is the highest of (a) the rate publicly announced from time to time by the administrative agent as its “prime rate”, (b) the Federal Funds Rate plus 0.5% per annum and (c) the Eurodollar Rate, plus 1.0%), plus the applicable margin or (ii) Eurodollar Rate (adjusted for maximum reserves) as determined by the Administrative Agent (as defined in the 2020 Credit Agreement), plus the applicable margin.
Capitalized terms used but not defined herein have the meanings ascribed to them in the 2023 Credit Agreement: ● The revolving credit facility has a maturity date of February 22, 2028. ● The credit facility is secured by all of the equity interests owned by the Company, and its direct and indirect domestic subsidiaries and, subject to agreed exceptions, the Company’s direct and indirect “first-tier” foreign subsidiaries, and a perfected first priority security interest in all of the Company’s and its direct and indirect domestic subsidiaries’ tangible and intangible assets. ● The Company’s direct and indirect existing and future wholly owned domestic subsidiaries serve as guarantors to the Company’s obligations under the senior secured facility. ● At the Company’s option, the credit facility bears interest at a rate per annum equal to either (i) the “Base Rate” (which is the highest of (a) the rate publicly announced from time to time by the administrative agent as its “prime rate,” (b) the Federal Funds Rate plus 0.5% per annum and (c) Term SOFR, plus 1.0%), plus the applicable margin (as defined below) or (ii) Term SOFR (which is the Term SOFR screen rate for the relevant interest period plus a credit spread adjustment of 0.10%) as determined by the administrative agent, plus the applicable margin.
There are situations where the number of hours to complete projects may exceed our original estimate as a result of an increase in project scope or unforeseen events. The results of any revisions in these estimates are reflected in the period in which they become known.
There are situations where the number of hours to complete projects may exceed our original estimate as a result of an increase in project scope or unforeseen events.
CURRENT ENVIRONMENT Inflation rates and the adverse effect of interest rates have increased significantly in the past year. Inflation has not had a material effect on our business operations, financial performance and results of operations, other than its impact on the general economy. Our exposure from changes to interest rates also has not had a material impact.
Inflation has not had a material effect on our business operations, financial performance and results of operations, other than its impact on the general economy. Our exposure from changes to interest rates has impacted our business operations, financial performance and results of operations, as our interest expense has increased from $3.2 million in 2022 to $6.2 million in 2023.
Operating assets and liabilities consist primarily of accounts receivable and contract assets, prepaid expense and other assets, accounts payable, contract liabilities, accrued expenses and other liabilities.
Operating assets and liabilities consist primarily of accounts receivable and contract assets, prepaid expense and other assets, accounts payable, contract liabilities, accrued expenses and other liabilities. The volume of billings and timing of collections and payments affect these account balances.
Depreciation expenses are generally computed by applying the straight-line method over the estimated useful lives of assets. We also capitalize some costs associated with the purchase and development of internal-use software, system conversions and website development costs. These costs are amortized over the estimated useful life of the software or system.
We also capitalize some costs associated with the purchase and development of internal-use software, system conversions and website development costs. These costs are amortized over the estimated useful life of the software or system. We amortize our intangible assets (e.g., client relationships and databases) over their estimated useful lives.
The contract periods range from a few months to in excess of a year. We also enter into arrangements for the sale of automation software licenses and related delivery of consulting or implementation services at the same time or within close proximity to one another.
We also enter into arrangements for the sale of automation software licenses and related delivery of consulting or implementation services at the same time or within close proximity to one another. Such software-related performance obligations include the sale of on-premise software, hybrid and software-as-a-service licenses, as well as other software-related services.
Our inability or failure to realize these offsets could adversely affect our business operations, financial performance and results of operations. EXECUTIVE SUMMARY ISG delivered another record performance in 2022. Coming off our best year ever, we elevated our results to new heights.
Our inability or failure to realize these offsets could adversely affect our business operations, financial performance and results of operations. EXECUTIVE SUMMARY 2023 was a largely successful year for ISG. We delivered another year of record revenues, at $291 million.
The increase in operating expenses was due primarily to higher travel and entertainment expenses of $3.3 million, compensation expenses of $3.0 million, event-related expenses of $1.5 million, non-cash stock compensation of $1.0 million, professional fees of $0.6 million, bad debt expenses of $0.5 million, occupancy expenses of $0.4 million, subscriptions fees of $0.3 million and computer expenses of $0.3 million.
The increase in operating expenses was due primarily to higher bad debt expense of $5.1 million (refer to Note 2 for details), license fees of $5.0 million, contract labor of $3.0 million, restructuring costs of $1.9 million, travel and entertainment expenses of $1.7 million, non-cash stock based compensation of $1.7 million, computer expenses of $1.0 million, professional fees of $0.7 million and conference expenses of $0.5 million.
Additionally, these contracts can also have a fixed component and a contingent component that is based on the savings generated by the Company. For network and software contingency contracts with termination for convenience clauses, revenue is recognized over time due to the existence of provisions for payment for progress incurred to date plus a reasonable profit margin.
For network and software contingency contracts with termination for convenience clauses, revenue is recognized over time due to the existence of provisions for payment for progress incurred to date plus a reasonable profit margin. The contract periods range from a few months to in excess of a year.
We also derive revenues based on negotiating reductions in network and software costs of companies with the entities’ related service providers and providing other services such as audits of network and communication expenses and consultation for network architecture. These contracts can be fixed in fees or can be based on the level of savings achieved related to its communications costs.
For ongoing managed services contract, revenue is recognized over time, consistent with the weekly or monthly fee specified within such arrangements. We also derive revenues based on negotiating reductions in network and software costs of companies with the entities’ related service providers and providing other services such as audits of network and communication expenses and consultation for network architecture.
The cost increases were partially offset by lower contract labor of $4.2 million, changes in fair value of contingent consideration of $1.5 million, lower restructuring costs of $0.8 million and communication expenses of $0.4 million. Compensation costs consist of a mix of fixed and variable salaries, annual bonuses, benefits and retirement plan contributions.
The cost increases were partially offset by lower compensation expenses of $2.4 million. Compensation costs consist of a mix of fixed and variable salaries, annual bonuses, benefits and retirement plan contributions. Statutory and 401(k) plans are offered to employees as appropriate.
Revenue associated with events is recognized at the point of time at which the event occurs and is primarily comprised of sponsorships. Conversely, revenue associated with research subscriptions is recognized over time, as the customer accesses our data or related platforms.
Conversely, revenue associated with research subscriptions is recognized over time, as the customer accesses our data or related platforms. In addition, we sell research products for which the revenue is recognized at a point in time upon delivery to the client.
In the event of termination, the client is contractually required to pay for all time, materials and expenses incurred by us through the effective date of the termination. In addition, from time to time, we enter into agreements with clients that limit our right to enter into business relationships with specific competitors of that client for a specific time period.
The agreements entered into in connection with a project typically allow our clients to terminate early due to breach or for convenience with 30 days’ notice. In the event of termination, the client is contractually required to pay for all time, materials and expenses incurred by us through the effective date of the termination.
Because our billable personnel operate remotely or on client premises, all occupancy expenses are recorded as general and administrative. Depreciation and amortization expenses in 2022 and 2021 were $5.4 million and $5.3 million, respectively. Our fixed assets consist of furniture, fixtures, equipment (mainly personal computers) and leasehold improvements.
Because our billable personnel operate remotely or on client premises, all occupancy expenses are recorded as general and administrative. Depreciation and amortization expenses in 2023 and 2022 were $6.3 million and $5.4 million, respectively. The increase of $0.9 million was primarily due to the acquisitions of Change 4 Growth and Ventana Research.
RESULTS OF OPERATIONS YEAR ENDED DECEMBER 31, 2022 COMPARED TO YEAR ENDED DECEMBER 31, 2021 Revenues Revenues are generally derived from fixed-fee contracts as well as engagements priced on a time and materials basis, which are recorded based on actual time worked as the services are performed.
ISG Tango™, we believe, will enable us to capture more unadvised transaction activity among the world’s largest enterprises (the G2000), and penetrate the underserved middle market, which spends an estimated $130 billion annually on technology and business services. 26 Table of Contents RESULTS OF OPERATIONS YEAR ENDED DECEMBER 31, 2023 COMPARED TO YEAR ENDED DECEMBER 31, 2022 Revenues Revenues are generally derived from fixed-fee contracts as well as engagements priced on a time and materials basis, which are recorded based on actual time worked as the services are performed.
For managed service implementation contracts, revenue is recognized over time as a percentage of hours incurred to date as compared to the total expected hours of the implementation, consistent with the transfer of control to the customer. For ongoing managed services contract, revenue is recognized over time, consistent with the weekly or monthly fee specified within such arrangements.
The results of any revisions in these estimates are reflected in the period in which they become known. 32 Table of Contents For managed service implementation contracts, revenue is recognized over time as a percentage of hours incurred to date as compared to the total expected hours of the implementation, consistent with the transfer of control to the customer.
Geographical revenue information for the segment is as follows: Years Ended December 31, Percent Geographic Area 2022 2021 Change Change (in thousands) Americas $ 166,661 $ 160,181 $ 6,480 4 % Europe 89,908 90,256 (348) (0) % Asia Pacific 29,698 27,395 2,303 8 % Total revenues $ 286,267 $ 277,832 $ 8,435 3 % Revenues increased by $8.4 million or approximately 3% in 2022.
Our foreign operations are subject to local government regulations and to the uncertainties of the economic and political conditions of those areas, and the revenue for our foreign operations is predominantly invoiced and collected in local currency. Geographical revenue information for the segment is as follows: Years Ended December 31, Percent Geographic Area 2023 2022 Change Change (in thousands) Americas $ 177,131 $ 166,661 $ 10,470 6 % Europe 87,074 89,908 (2,834) (3) % Asia Pacific 26,849 29,698 (2,849) (10) % Total revenues $ 291,054 $ 286,267 $ 4,787 2 % Revenues increased by $4.8 million or approximately 2% in 2023.
The applicable margin is adjusted quarterly based upon the Company’s quarterly leverage ratio. 28 Table of Contents ● The term loan is repayable in nineteen consecutive quarterly installments of $1,075,000 that commenced on June 30, 2020 and a final payment of the outstanding principal amount of the term loan on the Maturity Date. ● Mandatory repayments of term loans shall be required from (subject to agreed exceptions) (i) 100% of the proceeds from asset sales by the Company and its subsidiaries, (ii) 100% of the net proceeds from issuances of debt and equity by the Company and its subsidiaries and (iii) 100% of the net proceeds from insurance recovery and condemnation events of the Company and its subsidiaries. ● The senior secured credit facility contains a number of covenants that, among other things, place restrictions on matters customarily restricted in senior secured credit facilities, including restrictions on indebtedness (including guarantee obligations), liens, fundamental changes, sales or disposition of property or assets, investments (including loans, advances, guarantees and acquisitions), transactions with affiliates, dividends and other payments in respect of capital stock, optional payments and modifications of other material debt instruments, negative pledges and agreements restricting subsidiary distributions and changes in line of business.
Prior to the end of the first quarter-end following the closing of the credit facility, the applicable margin shall be a percentage per annum equal to 0.50% for the revolving loans maintained as Base Rate loans or 1.50% for the revolving loans maintained as Term SOFR loans. ● The senior secured credit facility contains a number of covenants that, among other things, place restrictions on matters customarily restricted in senior secured credit facilities, including restrictions on indebtedness (including guarantee obligations), liens, fundamental changes, sales or dispositions of property or assets, investments (including loans, advances, guarantees and acquisitions), transactions with affiliates, dividends and other payments in respect of capital stock, optional payments and modifications of other material debt instruments, negative pledges and agreements restricting subsidiary distributions and changes in line of business.
Such software-related performance obligations include the sale of on-premise software, hybrid and software-as-a-service licenses, as well as other software-related services. Revenue associated with the software performance obligation is primarily recognized at the point at which the software is installed or access is granted.
Revenue associated with the software performance obligation is primarily recognized at the point at which the software is installed or access is granted. Revenue associated with events is recognized at the point of time at which the event occurs and is primarily comprised of sponsorships.
The translation of foreign currency revenues into U.S. dollars negatively impacted performance in Europe and Asia Pacific compared to the prior year by $12.7 million. 24 Table of Contents Operating Expenses The following table presents a breakdown of our operating expenses by functional category: Years Ended December 31, Percent Operating Expenses 2022 2021 Change Change (in thousands) Direct costs and expenses for advisors $ 169,650 $ 168,475 $ 1,175 1 % Selling, general and administrative 81,769 78,759 3,010 4 % Depreciation and amortization 5,368 5,331 37 1 % Total operating expenses $ 256,787 $ 252,565 $ 4,222 2 % Total operating expenses increased by $4.2 million, or approximately 2%, for 2022.
Operating Expenses The following table presents a breakdown of our operating expenses by functional category: Years Ended December 31, Percent Operating Expenses 2023 2022 Change Change (in thousands) Direct costs and expenses for advisors $ 178,913 $ 169,650 $ 9,263 5 % Selling, general and administrative 91,271 81,769 9,502 12 % Depreciation and amortization 6,258 5,368 890 17 % Total operating expenses $ 276,442 $ 256,787 $ 19,655 8 % Total operating expenses increased by $19.7 million, or approximately 8%, in 2023.
When we recognize revenues in advance of billing, those revenues are recorded as contract assets. When we invoice in advance of earning revenues, those amounts are recorded as contract liabilities. Recent Accounting Pronouncements See Note 2 to our consolidated financial statements included elsewhere in this report. Item 7A.
Recent Accounting Pronouncements See Note 2 to our consolidated financial statements included elsewhere in this report.
Goodwill related to acquisitions is not amortized but is subject to annual impairment testing. 25 Table of Contents Other Income (Expense), Net The following table presents a breakdown of other expense, net: Years Ended December 31, Percent Other income (expense), net 2022 2021 Change Change (in thousands) Interest income $ 189 $ 142 $ 47 33 % Interest expense (3,157) (2,342) (815) (35) % Foreign currency transaction gain 170 44 126 286 % Total other income (expense), net $ (2,798) $ (2,156) $ (642) (30) % The total increase of $0.6 million was primarily the result of higher interest expense attributable to higher interest rates and higher borrowings outstanding.
Other Income (Expense), Net The following table presents a breakdown of other expense, net: Years Ended December 31, Percent Other income (expense), net 2023 2022 Change Change (in thousands) Interest income $ 497 $ 189 $ 308 163 % Interest expense (6,190) (3,157) (3,033) (96) % Foreign currency transaction gain (158) 170 (328) (193) % Total other expense, net $ (5,851) $ (2,798) $ (3,053) (109) % The total increase of $3.1 million was primarily the result of higher interest expense attributable to higher interest rates, our higher debt balance and $0.4 million associated with the write-off of deferred financing costs.
On March 10, 2020, the Company amended and restated the 2020 Credit Agreement to include a $86.0 million term facility and to increase the revolving commitments per the revolving facility from $30.0 million to $54.0 million.
On February 22, 2023, the Company amended and restated its senior secured credit facility to increase the revolving commitments per the revolving facility (the “2023 Credit Agreement”) from $54.0 million to $140.0 million and eliminate its term loan. The material terms under the 2023 Credit Agreement are as follows.
These provisions typically 30 Table of Contents prohibit us from performing a defined range of services that we might otherwise be willing to perform for potential clients. These provisions are generally limited to six to twelve months and usually apply only to specific employees or the specific project team.
In addition, from time to time, we enter into agreements with clients that limit our right to enter into business relationships with specific competitors of that client for a specific time period. These provisions typically prohibit us from performing a defined range of services that we might otherwise be willing to perform for potential clients.