Biggest changeThe increase was primarily due to (1) a $8.9 million increase in event expenses due to the return of in-person attendance at our events, (2) a $7.4 million increase in compensation and benefit costs due to an increase in headcount, benefit costs, and merit increases, which were partially offset by lower incentive bonus costs, (3) a $2.4 million increase in stock compensation expense, (4) a $1.7 million increase in travel and entertainment expenses due to the return of in-person attendance at our events and increased general business travel, and (5) a $0.8 million increase in professional services costs primarily due to an increase in contractor costs. 17 Selling and Marketing Absolute Percentage Increase Increase 2022 2021 (Decrease) (Decrease) Selling and marketing expenses (dollars in millions) $ 181.9 $ 170.9 $ 11.0 6 % Selling and marketing expenses as a percentage of total revenues 34 % 35 % (1) point — Selling and marketing employees (at end of period) 804 720 84 12 % Selling and marketing expenses increased 6% in 2022 compared to 2021, and increased by 8% when excluding the effect of changes in foreign currencies.
Biggest changeSelling and Marketing Absolute Percentage Increase Increase 2023 2022 (Decrease) (Decrease) Selling and marketing expenses (dollars in millions) $ 167.4 $ 181.9 $ (14.6 ) (8 %) Selling and marketing expenses as a percentage of total revenues 35 % 34 % 1 point Selling and marketing employees (at end of period) 682 804 (122 ) (15 %) Selling and marketing expenses decreased 8% in 2023 compared to 2022.
We consider all available evidence, both positive and negative, to determine whether, based on the weight of that evidence, a valuation allowance is needed for some portion or all of a net deferred income tax asset. Judgment is required in considering the relative impact of negative and positive evidence.
We consider all available evidence, both positive and negative, to determine whether, based on the weight of that evidence, a valuation allowance is needed for some portion or 16 all of a net deferred income tax asset. Judgment is required in considering the relative impact of negative and positive evidence.
Wallet retention is calculated on a percentage basis by dividing the annualized contract value of our current clients, who were also clients a year ago, by the total annualized contract value from a year ago. • Clients — is calculated at the enterprise level as all clients that have an active CV contract.
Wallet retention is calculated on a percentage basis by dividing the annualized contract value of our current clients, who were also clients a year ago, by the total annualized contract value from a year ago. 14 • Clients — is calculated at the enterprise level as all clients that have an active CV contract.
A detailed description and analysis of the fiscal year 2020 year-over-year changes can be found in 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. Liquidity and Capital Resources We have historically financed our operations primarily through funds generated from operations.
A detailed description and analysis of the fiscal year 2021 year-over-year changes can be found in 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, 2022. Liquidity and Capital Resources We have historically financed our operations primarily through funds generated from operations.
Judgement is required in determining the use of a qualitative or quantitative assessment, as well as in determining each reporting unit’s estimated fair value as it requires us to make estimates of market conditions and operational performance, including projected financial results, discount rates, control premium, and valuation multiples for key financial metrics.
Judgment is required in determining the use of a qualitative or quantitative assessment, as well as in determining each reporting unit’s estimated fair value as it requires us to make estimates of market conditions and operational performance, including projected financial results, discount rates, control premium, and valuation multiples for key financial metrics.
We believe that our current cash balance and cash flows from operations will satisfy working capital, financing activities, and capital expenditure requirements for the next twelve months and to meet our known long-term cash requirements. As of December 31, 2022, we did not have any significant unrecognized tax benefits for uncertain tax positions.
We believe that our current cash balance and cash flows from operations will satisfy working capital, financing activities, and capital expenditure requirements for the next twelve months and to meet our known long-term cash requirements. As of December 31, 2023, we did not have any significant unrecognized tax benefits for uncertain tax positions.
In addition to the contractual cash commitments included above, we have other payables and liabilities that may be legally enforceable but are not considered contractual commitments. See Note 14 – Certain Balance Sheet Accounts in the Notes to Consolidated Financial Statements for more information on our payables and liabilities.
In addition to the contractual cash commitments included above, we have other payables and liabilities that may be legally enforceable but are not considered contractual commitments. See Note 13 – Certain Balance Sheet Accounts in the Notes to Consolidated Financial Statements for more information on our payables and liabilities.
We obtain the standalone selling prices of our products and services based upon an analysis of standalone sales of these products and services.
We obtain the 15 standalone selling prices of our products and services based upon an analysis of standalone sales of these products and services.
We were in full compliance with the covenants as of December 31, 2022 and expect to continue to be in compliance through the next 12 months. Additional future contractual cash obligations extending over the next 12 months and beyond primarily consist of operating lease payments.
We were in full compliance with the covenants as of December 31, 2023 and expect to continue to be in compliance through the next 12 months. Additional future contractual cash obligations extending over the next 12 months and beyond primarily consist of operating lease payments.
During 2022, we recorded $3.7 million of right-of-use asset impairments and $1.3 million of leasehold improvement impairments related to closing one floor of our offices located at 150 Spear Street, San Francisco, California.
During 2022, we recorded $3.7 million of right-of-use asset impairments and $1.3 million of leasehold improvement impairments related to closing one floor of our offices located at 150 Spear Street, San Francisco, California. • Income Taxes .
Recent Accounting Pronouncements See Note 1 – Summary of Significant Accounting Policies in the Notes to Consolidated Financial Statements for a full description of recent accounting pronouncements, including the expected dates of adoption and effects on results of operations and financial condition. 21
Recent Accounting Pronouncements See Note 1 – Summary of Significant Accounting Policies in the Notes to Consolidated Financial Statements for a full description of recent accounting pronouncements, including the expected dates of adoption and effects on results of operations and financial condition. 22
Although write-offs of customer receivables have not been significant during the last three years ($0.7 million, $0.3 million, and $0.9 million during 2022, 2021, and 2020, respectively), if our customers' financial condition were to deteriorate unexpectedly, we could experience a significant increase in our expense.
Although write-offs of customer receivables have not been significant during the last three years ($0.7 million, $0.7 million, and $0.3 million during 2023, 2022, and 2021, respectively), if our customers' financial condition were to deteriorate unexpectedly, we could experience a significant increase in our expense.
Contract value also includes our reprint products, as these products are used throughout the year by our clients and are typically renewed. • Client retention — represents the percentage of client companies (defined as all clients that buy a CV product) at the prior year measurement date that have active contracts at the current year measurement date. • Wallet retention — represents a measure of the CV we have retained with clients over a twelve-month period.
Contract value also includes our reprint products, as these products are used throughout the year by our clients and are typically renewed. • Client retention — represents the percentage of client companies (defined as all clients that buy a CV product) at the prior year measurement date that have active contracts at the current year measurement date. • Wallet retention — represents a measure of the CV we have retained with clients over a twelve-month period, including increases or decreases in retained client CV during the period.
Results of Operations for the years ended December 31, 2022 and 2021 The following table sets forth our Consolidated Statements of Income as a percentage of total revenues for the years noted.
Results of Operations for the years ended December 31, 2023 and 2022 The following table sets forth our Consolidated Statements of Operations as a percentage of total revenues for the years noted.
As of December 31, 2022, we had $291.7 million of goodwill and intangible assets with finite lives recorded in our Consolidated Balance Sheets. When acquiring a business, as of the acquisition date, we determine the estimated fair values of the assets acquired and liabilities assumed, which may include a significant amount of intangible assets and goodwill.
As of December 31, 2023, we had $281.9 million of goodwill and intangible assets with finite lives recorded in our Consolidated Balance Sheets. When acquiring a business, as of the acquisition date, we determine the estimated fair values of the assets acquired and liabilities assumed, which may include a significant amount of intangible assets and goodwill.
The accounting policies used by the segments are the same as those used in the consolidated financial statements. We do not review or evaluate assets as part of segment performance.
The accounting policies used by the segments are the same as those used in the consolidated financial statements. We do not review or evaluate assets as part of segment performance. Accordingly, we do not identify or allocate assets by reportable segment.
The decrease in our retention rates and number of clients is primarily attributable 1) macroeconomic conditions affecting our client base including a) funding and budget pressure on our smaller technology clients and b) the uncertain economic conditions caused by high inflation, increasing interest rates, geopolitical turbulence, and the threat of recession, and 2) the ongoing transition of our client base to our Forrester Decisions product platform that was launched in August 2021.
The decrease in our retention rates and number of clients from the prior year period is primarily attributable to 1) macroeconomic conditions affecting our client base including a) funding and budget pressure on our smaller technology clients and the technology industry in general, and b) the uncertain economic conditions caused by inflation, increased interest rates, geopolitical turbulence, and the threat of recession during 2023, and 2) the ongoing transition of our client base to our Forrester Decisions product platform that was launched in August 2021.
Our products and services are delivered through each segment as described below. The Research segment includes the revenues from all of our research products as well as consulting revenues from advisory services (such as speeches and advisory days) delivered by our research organization.
The Research segment includes the revenues from all of our research products as well as consulting revenues from advisory services (such as speeches and advisory days) delivered by our research organization.
We are focusing on CV products as these products are our most profitable products and historically our contracts for CV products have renewed at high rates (as measured by our client retention and wallet retention metrics). Our CV products make up essentially all of our research revenues.
We are focusing on CV products as these products are our most profitable products and historically our contracts for CV products have renewed at high rates (as measured by our client retention and wallet retention metrics).
We have included the recast CV metric below for the year ended December 31, 2021, and we have also provided recast CV amounts dating back to the fourth quarter of 2020, on the investor relations section of our website.
We have included the recast CV and Wallet Retention metrics below for the period ended December 31, 2022, and we have also provided recast CV and Wallet Retention amounts dating back to the fourth quarter of 2021, on the investor relations section of our website.
Research revenues, which constituted 66% of our revenues during 2022, are generally renewable annually and are typically payable in advance. We generated cash from operating activities of $39.4 million and $107.1 million during the years ended December 31, 2022 and 2021, respectively.
Research revenues, which constituted 70% of our revenues during 2023, are generally renewable and are typically payable in advance. We generated cash from operating activities of $21.7 million and $39.4 million during the years ended December 31, 2023 and 2022, respectively.
Other income (expense), net increased by $1.5 million in 2022 compared to 2021 due to a decrease in foreign currency losses and an increase in interest income. Gains on Investments, Net Gains on investments, net primarily represents our share of equity method investment gains and losses from our technology-related investment funds.
Other income (expense), net increased by $2.1 million in 2023 compared to 2022 primarily due to an increase in interest income due to higher interest rates in 2023. Gains on Investments, Net Gains on investments, net primarily represents our share of equity method investment gains and losses from our technology-related investment funds.
When there is an insufficient history of standalone sales, we use judgment to estimate the standalone selling price, taking into consideration available market conditions, factors used to set list prices, pricing of similar products, and internal pricing objectives.
When there is an insufficient history of standalone sales, we use judgment to estimate the standalone selling price, taking into consideration available market conditions, factors used to set list prices, pricing of similar products, and internal pricing objectives. Standalone selling prices are typically analyzed and updated on an annual basis, or as business conditions change.
The project consulting organization delivers a majority of our project consulting revenue and certain advisory services. The Events segment includes the revenues and the costs of the organization responsible for developing and hosting in-person and virtual events.
The project consulting organization delivers a majority of our project consulting revenue and certain advisory services. The Events segment includes the revenues and the costs of the organization responsible for developing and hosting in-person and virtual events. We evaluate reportable segment performance and allocate resources based on segment revenues and expenses.
Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations Overview We derive revenues from subscriptions to our Research products and services, licensing electronic “reprints” of our Research, performing consulting projects and advisory services, and hosting events. We offer contracts for our Research products that are typically renewable annually and payable in advance.
Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations Overview We derive revenues from subscriptions to our Research products and services, licensing electronic “reprints” of our Research, performing consulting projects and advisory services, and hosting events.
Critical Accounting Estimates Management’s discussion and analysis of financial condition and results of operations are based upon our consolidated financial statements, which have been prepared in accordance with generally accepted accounting principles in the United States of America (“GAAP”).
The ongoing macroeconomic conditions and product transition are anticipated to pressure our key metrics through 2024. Critical Accounting Estimates Management’s discussion and analysis of financial condition and results of operations are based upon our consolidated financial statements, which have been prepared in accordance with generally accepted accounting principles in the United States of America (“GAAP”).
This method requires the use of judgement in determining the required number of hours to complete the project. We are required to estimate the amount of prepaid performance obligations that will expire unused and recognize revenue for that estimate over the same period the related rights are exercised by our customers.
We are required to estimate the amount of prepaid performance obligations that will expire unused and recognize revenue for that estimate over the same period the related rights are exercised by our customers.
During 2021, we used $49.1 million of cash from financing activities primarily due to $34.4 million of repayments of our debt, which consisted of $9.4 million of required payments on our term loan and $25.0 million of discretionary payments on our revolving credit facility, $20.1 million for purchases of our common stock, as well as $3.4 million in taxes paid related to net share settlements of restricted stock units, partially offset by $9.2 million of net proceeds from the issuance of common stock under our stock-based incentive plans.
During 2023, we used $18.3 million of cash from financing activities primarily due to $15.0 million of discretionary repayments of our revolving credit facility, $4.1 million for purchases of our common stock, and $2.7 million in taxes paid related to net share settlements of restricted stock units, partially offset by $3.5 million of net proceeds from the issuance of common stock under our stock-based incentive plans.
If the cash outside of the U.S. is needed for operations in the U.S., we would be required to accrue and pay U.S. state taxes and may be required to pay withholding taxes to foreign jurisdictions to repatriate these funds.
If the cash outside of the U.S. is needed for operations in the U.S., we would be required to accrue and pay U.S. state taxes and may be required to pay withholding taxes to foreign jurisdictions to repatriate these funds. 21 However, our intent is to permanently reinvest these funds outside of the U.S. and our current plans do not demonstrate a need to repatriate these funds for our U.S. operations.
Clients purchase consulting projects and advisory services independently and/or to supplement their access to our subscription-based products. Consulting project revenues, which are based upon fixed-fee agreements, are recognized as the services are provided. Advisory service revenues, such as speeches and advisory days, are recognized when the service is complete or the customer receives the agreed upon deliverable.
Consulting project revenues, which are based upon fixed-fee agreements, are recognized as the services are provided. Advisory service revenues, such as speeches and advisory days, are recognized when the service is complete or the customer receives the agreed upon deliverable. Billings attributable to consulting projects and advisory services are initially recorded as deferred revenue.
Remaining lease payments within one year, within two to three years, within four to five years, and after five years from December 31, 2022 are $16.5 million, $30.1 million, $17.7 million, and $8.7 million, respectively.
Remaining lease payments within one year, within two to three years, within four to five years, and after five years from December 31, 2023 are $16.0 million, $26.2 million, $8.6 million, and $6.0 million, respectively.
As of December 31, 2022, we had cash, cash equivalents, and marketable investments of $123.3 million. This balance includes $81.4 million held outside of the U.S.
As of December 31, 2023, we had cash, cash equivalents, and marketable investments of $124.5 million. This balance includes $75.8 million held outside of the U.S.
We completed the annual goodwill impairment testing as of November 30, 2022 utilizing a qualitative assessment to determine if it was more likely than not that the fair values of each of our reporting units was less than their respective carrying values and concluded that no impairments existed.
We completed the annual goodwill impairment testing as of November 30, 2023 utilizing a quantitative assessment to determine if the fair values of each of our reporting units was less than their respective carrying values and concluded that no impairments existed. Future events could cause us to conclude that impairment indicators exist and that goodwill is impaired.
Intangible assets with finite lives as of December 31, 2022 consist of acquired customer relationships, acquired technology, and acquired trademarks and were valued according to the future cash flows they were estimated to produce or the estimated costs to replace the assets.
Any resulting impairment loss could have a material adverse impact on our results of operations. Intangible assets with finite lives as of December 31, 2023 consist of acquired customer relationships, acquired technology, and acquired trademarks and were valued according to the future cash flows they were estimated to produce or the estimated costs to replace the assets.
The Amended Credit Agreement permits an increase in commitments under the Revolving Credit Facility in an aggregate principal amount up to $50.0 million, subject to approval by the Administrative Agent and certain customary terms and conditions. Additional information is provided in Note 4 – Debt in the Notes to Consolidated Financial Statements.
The credit facility permits the Company to increase the revolving credit commitments in an aggregate principal amount up to $50.0 million, subject to approval by the administrative agent and certain customary terms and conditions.
Billings attributable to consulting projects and advisory services are initially recorded as deferred revenue. Events revenues consist of ticket and sponsorship sales for a Forrester-hosted event. Billings for events are also initially recorded as deferred revenue and are recognized as revenue upon completion of each event.
Events revenues consist of ticket and sponsorship sales for a Forrester-hosted event. Billings for events are also initially recorded as deferred revenue and are recognized as revenue upon completion of each event. Our primary operating expenses consist of cost of services and fulfillment, selling and marketing expenses, and general and administrative expenses.
Subscription products are recognized as revenue over the term of the contract. Accordingly, a substantial portion of our billings are initially recorded as deferred revenue. Reprints include an obligation to deliver a customer-selected research document and certain usage data provided through an on-line platform, which represents two performance obligations.
Reprints include an obligation to deliver a customer-selected research document and certain usage data provided through an on-line platform, which represents two performance obligations. We recognize revenue for the performance obligation for the data portion of the reprint ratably over the license term.
Years Ended December 31, 2022 2021 Revenues: Research revenues 65.9 % 65.8 % Consulting revenues 28.4 31.6 Events revenues 5.7 2.6 Total revenues 100.0 100.0 Operating expenses: Cost of services and fulfillment 41.6 40.8 Selling and marketing 33.8 34.6 General and administrative 12.6 11.7 Depreciation 1.7 1.9 Amortization of intangible assets 2.5 3.1 Integration costs — 0.1 Restructuring costs 1.7 — Income from operations 6.1 7.8 Interest expense (0.5 ) (0.9 ) Other income (expense), net — (0.2 ) Gains on investments, net 0.1 — Income before income taxes 5.7 6.7 Income tax expense 1.6 1.7 Net income 4.1 % 5.0 % 16 2022 compared to 2021 Revenues Absolute Percentage Increase Increase 2022 2021 (Decrease) (Decrease) (dollars in millions) Total revenues $ 537.8 $ 494.3 $ 43.5 9 % Research revenues $ 354.5 $ 325.3 $ 29.1 9 % Consulting revenues $ 152.6 $ 156.1 $ (3.5 ) (2 %) Events revenues $ 30.7 $ 12.9 $ 17.9 139 % Revenues attributable to customers outside of the U.S. $ 111.7 $ 112.7 $ (1.0 ) (1 %) Percentage of revenue attributable to customers outside of the U.S. 21 % 23 % (2) points — Total revenues increased 9% during 2022 compared to 2021, and increased by 10% when excluding the effect of changes in foreign currencies.
Years Ended December 31, 2023 2022 Revenues: Research revenues 69.6 % 65.9 % Consulting revenues 24.6 28.4 Events revenues 5.8 5.7 Total revenues 100.0 100.0 Operating expenses: Cost of services and fulfillment 42.5 41.6 Selling and marketing 34.8 33.8 General and administrative 14.2 12.6 Depreciation 1.8 1.7 Amortization of intangible assets 2.5 2.5 Restructuring costs 2.8 1.7 Income from operations 1.4 6.1 Interest expense (0.6 ) (0.5 ) Other income, net 0.5 — Gains on investments, net — 0.1 Income before income taxes 1.3 5.7 Income tax expense 0.7 1.6 Net income 0.6 % 4.1 % 2023 compared to 2022 Revenues Absolute Percentage Increase Increase 2023 2022 (Decrease) (Decrease) (dollars in millions) Total revenues $ 480.8 $ 537.8 $ (57.0 ) (11 %) Research revenues $ 334.4 $ 354.5 $ (20.1 ) (6 %) Consulting revenues $ 118.2 $ 152.6 $ (34.4 ) (23 %) Events revenues $ 28.2 $ 30.7 $ (2.6 ) (8 %) Revenues attributable to customers outside of the U.S. $ 107.3 $ 111.7 $ (4.4 ) (4 %) Percentage of revenue attributable to customers outside of the U.S. 22 % 21 % 1 point Research revenues are recognized as revenue primarily on a ratable basis over the term of the contracts, which are generally 12 or 24-month periods.
These increases were partially offset by a benefit related to a change in tax legislation during 2022. Segment Results We operate in three segments: Research, Consulting, and Events. These segments, which are also our reportable segments, are based on our management structure and how management uses financial information to evaluate performance and determine how to allocate resources.
Segment Results We operate in three segments: Research, Consulting, and Events. These segments, which are also our reportable segments, are based on our management structure and how management uses financial information to evaluate performance and determine how to allocate resources. Our products and services are delivered through each segment as described below.
Restructuring In the fourth quarter of 2022, we incurred restructuring costs of $9.3 million. Approximately $5.0 million of the costs related to an impairment of the right-of-use asset and leasehold improvements for the closing of one floor of our offices located at 150 Spear Street, San Francisco, California.
We recorded a restructuring charge of $5.0 million during the fourth quarter of 2022 related to closing one floor of our offices in California, of which $3.7 million related to an impairment of a right-of-use asset and $1.3 million related to an impairment of leasehold improvements.
The Revolving Credit Facility matures on December 21, 2026. There was a balance of $50.0 million outstanding on the facility at December 31, 2022. The Amended Credit Agreement contains certain customary restrictive loan covenants, including among others, financial covenants that apply a maximum leverage ratio, minimum interest coverage ratio, and maximum annual capital expenditures.
The credit facility contains certain customary restrictive loan covenants, including among others, financial covenants that apply a maximum leverage ratio, minimum interest coverage ratio, and maximum annual capital expenditures.
The increase in expenses was primarily due to (1) a $3.6 million increase in compensation and benefit costs primarily due to an increase in headcount, benefit costs, and merit increases and (2) a $1.5 million increase in professional services primarily due to an increase in contractor costs. Event segment revenues increased 139% during 2022 compared to 2021.
The decrease in expenses was primarily due to a $2.0 million decrease in professional services primarily due to a decrease in contractor costs and consulting fees, partially offset by a $0.6 million increase in compensation and benefit costs primarily due to merit increases. 20 Consulting segment revenues decreased 19% during 2023 compared to 2022.
General and Administrative Absolute Percentage Increase Increase 2022 2021 (Decrease) (Decrease) General and administrative expenses (dollars in millions) $ 67.7 $ 58.1 $ 9.6 17 % General and administrative expenses as a percentage of total revenues 13 % 12 % 1 point — General and administrative employees (at end of period) 309 239 70 29 % General and administrative expenses increased 17% in 2022 compared to 2021, and increased by 19% when excluding the effect of changes in foreign currencies.
General and Administrative Absolute Percentage Increase Increase 2023 2022 (Decrease) (Decrease) General and administrative expenses (dollars in millions) $ 68.5 $ 67.7 $ 0.8 1 % General and administrative expenses as a percentage of total revenues 14 % 13 % 1 point General and administrative employees (at end of period) 281 309 (28 ) (9 %) General and administrative expenses increased 1% in 2023 compared to 2022.
Standalone selling prices are typically analyzed and updated on an annual basis, or as business conditions change. 14 Consulting project revenues are recognized over time as the services are provided, based on an input method that calculates the total hours expended compared to the estimated hours required to satisfy the performance obligation.
Consulting project revenues are recognized over time as the services are provided, based on an input method that calculates the total hours expended compared to the estimated hours required to satisfy the performance obligation. This method requires the use of judgement in determining the required number of hours to complete the project.
Interest Expense Interest expense consists of interest on our borrowings and realized gains and losses on the related interest rate swap. Interest expense decreased by $1.8 million in 2022 compared to 2021 due to lower average outstanding borrowings. The benefit from lower outstanding borrowings was partially offset by an increase in the annualized interest rate on our borrowings during 2022.
Interest expense increased by $0.6 million in 2023 compared to 2022 due to an increase in the annualized interest rate on our borrowings, which was partially offset by lower average outstanding borrowings. Other Income (Expense), Net Other income (expense), net primarily consists of interest income, gains and losses on foreign currency, and gains and losses on foreign currency forward contracts.
In arriving at these judgments, the weight given to the potential effect of negative and positive evidence is commensurate with the extent to which it can be objectively verified.
In arriving at these judgments, the weight given to the potential effect of negative and positive evidence is commensurate with the extent to which it can be objectively verified. As of December 31, 2023 and 2022, we maintained a valuation allowance of $1.1 million and $1.0 million, respectively, primarily relating to foreign net operating loss carryforwards from an acquisition.
We recognize revenue for the performance obligation for the data portion of the reprint ratably over the license term. We recognize revenue for the performance obligation for the research document at the time of providing access to the document. Billings for licensing of reprints are initially recorded as deferred revenue.
We recognize revenue for the performance obligation for the research document at the time of providing access to the document. Billings for licensing of reprints are initially recorded as deferred revenue. Clients purchase consulting projects and advisory services independently and/or to supplement their access to our subscription-based products.
Cost of Services and Fulfillment Absolute Percentage Increase Increase 2022 2021 (Decrease) (Decrease) Cost of services and fulfillment (dollars in millions) $ 223.8 $ 201.8 $ 22.0 11 % Cost of services and fulfillment as a percentage of total revenues 42 % 41 % 1 point — Service and fulfillment employees (at end of period) 920 822 98 12 % Cost of services and fulfillment expenses increased 11% in 2022 compared to 2021, and increased by 13% when excluding the effect of changes in foreign currencies.
Cost of Services and Fulfillment Absolute Percentage Increase Increase 2023 2022 (Decrease) (Decrease) Cost of services and fulfillment (dollars in millions) $ 204.5 $ 223.8 $ (19.3 ) (9 %) Cost of services and fulfillment as a percentage of total revenues 43 % 42 % 1 point Service and fulfillment employees (at end of period) 781 920 (139 ) (15 %) Cost of services and fulfillment expenses decreased 9% in 2023 compared to 2022.
During 2021, we used cash in investing activities of $29.3 million, which consisted of $18.6 million in net purchases of marketable 20 investments and $10.7 million of purchases of property and equipment, primarily consisting of computer software, leasehold improvements and equipment.
The $17.8 million decrease in cash provided from operations during 2023 was primarily due to an $18.8 million decrease in net income. During 2023, we used cash in investing activities of $36.8 million, which consisted of $31.3 million in net purchases of marketable investments and $5.5 million of purchases of property and equipment, primarily consisting of computer software.
Income Tax Expense Absolute Percentage Increase Increase 2022 2021 (Decrease) (Decrease) Provision for income taxes (dollars in millions) $ 8.9 $ 8.3 $ 0.6 7 % Effective tax rate 29 % 25 % 4 points — The increase in the effective tax rate during 2022 as compared to 2021 was primarily due to increased non-deductible stock compensation, an increase in foreign subsidiary income subject to U.S. tax in 2022, and an increase in non-deductible expenses related to meals and entertainment in 2022 that did not occur in 2021.
Income Tax Expense Absolute Percentage Increase Increase 2023 2022 (Decrease) (Decrease) Provision for income taxes (dollars in millions) $ 3.2 $ 8.9 $ (5.7 ) (64 %) Effective tax rate 51 % 29 % 22 points 19 The increase in the effective tax rate during 2023 as compared to 2022 was primarily due to 1) the impact from the decline in income before taxes to $6.3 million in 2023 from $30.7 million in 2022 and 2) increased non-deductible stock compensation due primarily to the effect from the settlement of share-based awards in 2023.
A summary of our key metrics is as follows (dollars in millions): 13 As of Absolute Percentage December 31, Increase Increase 2022 2021 (Decrease) (Decrease) Contract value $ 353.4 $ 343.0 $ 10.4 3 % Client retention 74 % 78 % (4) points — Wallet retention 94 % 102 % (8) points — Number of clients 2,778 3,005 (227 ) (8 %) Contract value increased 3% during 2022 and this represents an 11-point decrease from the 14% growth in contract value that we generated during 2021.
A summary of our key metrics is as follows (dollars in millions): As of Absolute Percentage December 31, Increase Increase 2023 2022 (Decrease) (Decrease) Contract value $ 332.1 $ 345.4 $ (13.3 ) (4 %) Client retention 73 % 74 % (1) point Wallet retention 87 % 94 % (7) points Number of clients 2,449 2,778 (329 ) (12 %) Contract value during 2023 decreased by 4% compared to 2022 due to lower enrichment of retained customers and a decrease in client count.
All of our events during 2022 were held as hybrid events, consisting of both in-person and virtual experiences, while all of our events during 2021 were held as virtual events. Refer to the “Segment Results” section below for a discussion of revenue and expenses by segment.
Events revenues decreased 8% during 2023 compared to 2022. The decrease in revenues was primarily due to a decrease in sponsorship revenues. 17 Refer to the “Segment Results” section below for a discussion of revenue and expenses by segment.
Accordingly, we do not identify or allocate assets by reportable segment. 19 Research Segment Consulting Segment Events Segment Consolidated Year Ended December 31, 2022 (In thousands, except percentages) Research revenues $ 354,453 $ — $ — $ 354,453 Consulting revenues 41,559 111,028 — 152,587 Events revenues — — 30,747 30,747 Total segment revenues 396,012 111,028 30,747 537,787 Segment expenses (133,566 ) (56,889 ) (21,801 ) (212,256 ) Year over year revenue change 6 % 2 % 139 % 9 % Year over year expense change 13 % 10 % 72 % 16 % Research Segment Consulting Segment Events Segment Consolidated Year Ended December 31, 2021 (In thousands) Research revenues $ 325,340 $ — $ — $ 325,340 Consulting revenues 47,247 108,867 — 156,114 Events revenues — — 12,861 12,861 Total segment revenues 372,587 108,867 12,861 494,315 Segment expenses (118,155 ) (51,770 ) (12,709 ) (182,634 ) Research segment revenues increased 6% during 2022 compared to 2021.
Research Segment Consulting Segment Events Segment Consolidated Year Ended December 31, 2023 (In thousands, except percentages) Research revenues $ 334,396 $ — $ — $ 334,396 Consulting revenues 28,826 89,402 — 118,228 Events revenues — — 28,155 28,155 Total segment revenues 363,222 89,402 28,155 480,779 Segment expenses (132,444 ) (45,028 ) (20,557 ) (198,029 ) Year over year revenue change (8 %) (19 %) (8 %) (11 %) Year over year expense change (1 %) (21 %) (6 %) (7 %) Research Segment Consulting Segment Events Segment Consolidated Year Ended December 31, 2022 (In thousands) Research revenues $ 354,453 $ — $ — $ 354,453 Consulting revenues 41,559 111,028 — 152,587 Events revenues — — 30,747 30,747 Total segment revenues 396,012 111,028 30,747 537,787 Segment expenses (133,566 ) (56,889 ) (21,801 ) (212,256 ) Research segment revenues decreased 8% during 2023 compared to 2022.
Depreciation Depreciation expense was consistent in 2022 compared to 2021. Amortization of Intangible Assets Amortization expense decreased by $2.0 million in 2022 compared to 2021 primarily due to a certain intangible assets becoming fully amortized in 2021. We expect amortization expense related to our intangible assets to be approximately $11.9 million for the year ending December 31, 2023.
Depreciation The fluctuation for depreciation expense was immaterial in 2023 compared to 2022. 18 Amortization of Intangible Assets Amortization expense decreased by $1.2 million in 2023 compared to 2022 primarily due to a decrease in the amortization of a trademark intangible asset.
The increase was primarily due to (1) a $9.4 million increase in compensation and benefit costs due to an increase in headcount, commissions expense, benefit costs, and merit increases, which were partially offset by lower incentive bonus costs, (2) a $1.1 million increase in stock compensation expense, and (3) a $0.9 million decrease in allocated facilities costs.
The decrease was primarily due to (1) an $11.9 million decrease in compensation and benefit costs due to a decrease in commissions expense, headcount, incentive bonus costs, and benefit costs (due to the introduction of the flexible vacation and personal paid time off policy in the United States), (2) a $1.1 million decrease in professional services costs primarily due to a decrease in consulting fees and advertising costs, and (3) a $0.9 million decrease in facilities costs due to a decrease in the number of facilities being leased.
The increase in expenses was primarily due to (1) a $13.5 million increase in compensation and benefit costs primarily due to an increase in headcount, benefit costs, and merit increases and (2) a $1.1 million increase in travel and entertainment expenses.
Event segment revenues decreased 8% during 2023 compared to 2022. The decrease in revenues was primarily due to a decrease in sponsorship revenues. Event segment expenses decreased 6% during 2023 compared to 2022. The decrease in expenses was primarily due to a $1.1 million decrease in compensation and benefits costs primarily due to a decrease in headcount and benefit costs.
We calculate CV at the foreign currency rates used for internal planning purposes each year. For comparative purposes, we have recast historical CV at the current year foreign currency rates.
The revised calculation annualizes the entitlements for contracts greater than one year. In addition, we update CV each year for the foreign currency rates used for internal planning purposes. We have updated our CV for our 2024 plan rates.
In addition, we incurred $4.3 million of costs for severance and related benefits for the termination, in January 2023, of approximately 4% of our employees across various geographies and functions to streamline operations. Approximately all of the $4.3 million of the severance and related benefit costs incurred during 2022 are expected to be paid in 2023.
We expect amortization expense related to our intangible assets to be approximately $10.0 million for the year ending December 31, 2024. Restructuring In January 2023, we implemented a reduction in our workforce of approximately 4% across various geographies and functions to streamline operations.
The increase was primarily due to (1) a $3.5 million increase in compensation and benefit costs due to an increase in headcount, benefit costs, and merit increases, which were partially offset by lower incentive bonus costs, (2) a $3.3 million increase in professional services costs due to an increase in legal and contractor costs, (3) a $1.0 million increase in stock compensation expense, and (4) a $0.9 million increase in software costs.
The decrease was primarily due to (1) a $10.2 million decrease in professional services costs primarily due to a decrease in contractor costs, outsourced expenses, and consulting fees, (2) a $7.7 million decrease in compensation and benefit costs due to a decrease in headcount, incentive bonus costs, and benefit costs (due to the introduction of the flexible vacation and personal paid time off policy in the United States), (3) a $1.0 million decrease in facilities costs due to a decrease in the number of facilities being leased, and (4) a $0.7 million decrease in software costs.
During 2020, we recorded $2.3 million of right-of-use asset impairments and $1.1 million of leasehold improvement impairments related to a facility lease we no longer used as a result of the integration of an acquired entity from 2019. • Income Taxes .
As a result of closing the offices, we recorded restructuring costs of $2.3 million, which included $1.3 million related to right-of-use asset impairments and accelerated amortization and $0.6 million related to impairments of leasehold improvements. We also incurred $0.7 million in contract termination costs.
Consulting product revenues within this segment decreased 12% primarily due to decreased delivery of consulting and advisory services by our research analysts as they shifted more of their efforts to developing and delivering our CV products. Research segment expenses increased 13% during 2022 compared to 2021.
In addition, revenue from our subscription research products was essentially consistent as revenue growth from the Forrester Decisions product was offset by declines in our legacy research products. Consulting product revenues within this segment decreased 31% primarily due to decreased delivery of consulting and advisory services by our research analysts due primarily to lower client bookings for these services.