# Marcus & Millichap, Inc. (MMI) FY 2023 MD&A

Verbatim Item 7 Management's Discussion and Analysis from Marcus & Millichap, Inc.'s 10-K for fiscal year 2023.

SEC filing source: https://www.sec.gov/Archives/edgar/data/1578732/000157873224000009/mmi-20231231.htm
Accession: 0001578732-24-000009
Filing date: 2024-02-27
Report date: 2023-12-31
Extracted structurally from real Item 7 body heading to real Item 7A/8 boundary. Published MD&A gate trimmed front/tail over-capture.
Confidence: high

Company profile: /company/MMI/
All MD&A years: /company/MMI/mda/
Previous year: /company/MMI/mda/fy2022/ (FY 2022)
Next year: /company/MMI/mda/fy2024/ (FY 2024)

Item 7. Management’s Discussion and Analysis of Financial Condition and Results of Operations

The following discussion of our financial condition and results of operations should be read in conjunction with our audited consolidated financial statements and the accompanying notes thereto included elsewhere herein. The following discussion contains, in addition to historical information, forward-looking statements that include risks and uncertainties. Our actual results may differ materially from those anticipated in these forward-looking statements as a result of certain factors, including those factors set forth under Item 1A – “Risk Factors” and Item 7 – “Management’s Discussion and Analysis of Financial Condition and Results of Operations – Overview – Factors Affecting Our Business” of this Annual Report on Form 10-K.

Overview

Our Business

We are a leading national real estate services firm specializing in commercial real estate investment sales, financing services, research, and advisory services. We have been the top commercial real estate investment broker in the United States based on the number of investment transactions for more than 15 years. As of December 31, 2023, we had 1,783 investment sales and financing professionals that are primarily exclusive independent contractors operating in more than 80 offices, who provide real estate brokerage and financing services to sellers and buyers of commercial real estate assets. During the year ended December 31, 2023, we closed 7,546 investment sales, financing and other transactions with total sales volume of approximately $43.6 billion. During the year ended December 31, 2022, we closed 12,272 investment sales, financing and other transactions with total sales volume of approximately $86.3 billion.

We generate revenue by collecting real estate brokerage commissions upon the sale, and financing fees upon the financing of commercial properties, by providing equity advisory services and loan sales, loan guarantees and providing consulting and advisory services. Real estate brokerage commissions are typically based upon the value of the property and financing fees are typically based upon the size of the loan. During the year ended December 31, 2023, approximately 87% of our revenue was generated from real estate brokerage commissions, 10% from financing fees and 3% from other revenue, including consulting and advisory services.

Acquisitions

We continue to pursue opportunities to increase our market presence through the execution of our growth strategies by targeting markets based on population, employment, level of commercial real estate sales, inventory and competitive opportunities where we believe the markets will benefit from our commercial real estate investment sales, financing, research, and advisory services.

Factors Affecting Our Business

Our business and our operating results, financial condition and liquidity are significantly affected by the number and size of commercial real estate investment sales and financing transactions that we close in any period. The number and size of these transactions are affected by our ability to recruit and retain investment sales and financing professionals, identify and contract properties for sale, and identify those that need financing and refinancing. We principally monitor the commercial real estate market through four factors, which generally drive our business. The factors are the economy, commercial real estate supply and demand, capital markets, and investor sentiment and investment activity.

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The Economy

Our business is dependent on economic conditions within the markets in which we operate. Changes in the economy on a global, national, regional, or local basis can have a positive or negative impact on our business. Economic indicators and projections related to job growth, unemployment, interest rates, retail spending and consumer confidence trends can have a positive or negative impact on our business. Overall market conditions, including global trade, interest rate changes, inflation, job creation, and global events can affect investor sentiment and, ultimately, the demand for our services from investors in real estate.

A “soft landing” has emerged as the consensus 2024 economic forecast suggests the U.S. will likely avoid a recession. However, several factors continue to pose a risk to the outlook, including the potential of the Federal Reserve holding rates too high for too long or dropping rates too soon, the upcoming election and governmental dysfunction that has made it particularly difficult to set a federal budget, geopolitical headwinds including the war in Ukraine and the Middle East conflict and possible financial market and banking sector disruptions.

Despite the risks, numerous metrics suggest the economy remains sound. Job creation has been durable with the addition of an average of 227,000 jobs per month in the fourth quarter of 2023. The unemployment rate has been range-bound in the mid to upper 3% band for 24 months straight, while weekly first-time unemployment claims from December 9, 2023 to January 20, 2024 remain near 200,000, approximately 35% below the pre-pandemic average. In addition, retail sales increased by 2.8% on an inflation adjusted basis in 2023, and consumer confidence has risen to a more than two year high. These positive trends align with steadily falling inflation. While core Personal Consumption Expenditure (excluding food and energy), the Federal Reserve’s favored measure, stood at 2.9% on a year-over-year basis as of December 2023, over the last six months this metric has remained at 1.9% annualized, which is below the Federal Reserve’s target of 2%.

Within this context, the Federal Reserve has suggested they could begin reducing rates in 2024, although the timing of any reductions remains uncertain. Decreasing the overnight rate would send a strong signal to the financial sector and commercial real estate investors that the Federal Reserve has completed the tightening cycle and begun a normalization process. That in turn could lead to modest declines in debt capital interest rates, which could support increased commercial real estate transaction activity.

Commercial Real Estate Supply and Demand

Our business is dependent on the willingness of investors to invest in or sell commercial real estate, which is affected by many factors beyond our control. These factors include the supply of commercial real estate, coupled with user demand for these properties, and the performance of real estate assets, when compared with other investment alternatives, such as stocks and bonds.

Space demand remained positive in 2023 for most commercial real estate property types, with office being the notable exception. Despite office’s filling an additional 21 million square feet in the fourth quarter, the total net office space absorption for the year was negative, resulting in a national office vacancy rate of 16.9%. Multifamily demand was positive throughout 2023, but the 236,000 additional filled units failed to keep pace with the record number of apartment completions on a macro level, resulting in a 90 basis point national average vacancy increase in 2023. Industrial properties faced a similar challenge with space demand remaining positive through the year, but falling short of the record development. Retail space also sustained positive absorption throughout the year, with limited new construction helping the sector achieve a record low vacancy rate.

Although the fundamentals of most property types remain sound, both lending and investor activity remain below the pre-pandemic norm and the expectation gap between buyers and sellers remains wide. The demand for space will continue to be influenced by consumer and business sentiment as well as the broader economic outlook.

Capital Markets

Credit and liquidity issues in the financial markets have a direct impact on the flow of capital to the commercial real estate market. Real estate purchases are often financed with debt, and as a result, credit and liquidity impact transaction activity and prices. Movements of interest rates in one direction, whether increasing or decreasing, could adversely or positively affect the operations and income potential of commercial real estate properties, as well as lender and equity underwriting for real estate investments. These changes directly influence investor demand for commercial real estate investments. Furthermore, the use of debt or loan-to-value ratios can shift along with lender confidence and underwriting

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standards. At times of heightened uncertainty or liquidity issues, loan-to-values decline, requiring buyers to provide more equity and take more risk to close deals.

The capital markets remain at the heart of the commercial real estate transaction slowdown. The combination of sharply higher interest rates with tighter lender underwriting, reduced loan-to-value standards and a broad-based reduction in the volume of available debt capital have restrained market liquidity and forced investors to recalibrate their underwriting. This exacerbated the buyer/seller expectation gap and reduced trading throughout 2023.

Although the Federal Reserve has suggested an increased likelihood of reductions in the overnight rate in 2024, the timing of any adjustments remains unclear. The Federal Reserve has held interest rates flat in the 5.25% - 5.5% range since July 2023, but considering that the annualized rate of inflation over the last six months has been below the Federal Reserve’s 2% target, it appears that inflation risks may be substantively contained. Prevailing Wall Street sentiment has assigned a 90% likelihood that the overnight rate at the end of 2024 will be lowered by 100 basis points or more, which would likely place downward pressure on the interest rates charged for commercial real estate debt capital. The 10-year treasury rate has remained range bound near 4% since early December 2023, and many economists predict it will remain in that range through 2024. In general, rate stability with a modest downward bias in combination with a stable economy could support increased investor activity in 2024.

Investor Sentiment and Investment Activity

We facilitate investors buying, selling, and financing properties in order to generate commissions. Investors’ desires and need to engage in real estate transactions are dependent on many factors that are beyond our control. The economy, supply and demand for properly positioned properties, available credit and market events impact investor sentiment and, therefore, transaction velocity. In addition, our private clients, who make up the largest source of revenue, are often motivated to buy, sell and/or refinance properties due to personal circumstances, such as death, divorce, partnership breakups and estate planning.

Commercial real estate sales activity remained constrained through 2023 as tightened lender underwriting, significantly higher interest rates, recession risk and broad-based uncertainty impacted investor decisions. We believe a significant volume of investment capital remains undeployed waiting for economic, interest rate, financial market, geopolitical and commercial real estate pricing clarity. Price adjustments are necessary to recalibrate values to higher interest rates, but the duration of the recalibration process will depend on the combination of Federal Reserve rate policies, political stability and the market forces driving long-term interest rates. Once investors re-engage in the market, it will likely take time to navigate the price discovery process and for sales activity to revive.

Office properties, particularly those in the urban core, face the greatest uncertainty and the greatest challenges in acquiring debt financing. Apartment financing, underpinned by Fannie Mae and Freddie Mac, has generally been the most attainable, with typically lower interest rates than other property types. However, the rapid interest rate spike relative to the sector's very low cap rates and the large apartment development pipeline together with slackening rent growth has impacted apartment sales. Defensive assets — such as single-tenant net lease properties backed by high-credit tenants — and medical office assets continue to receive buyer interest, but sales of these types of properties have also fallen as the flow of 1031 exchange capital coming from other property types has diminished. Ultimately, the market velocity will be dictated by a combination of the economic outlook, geopolitical forces, Federal Reserve action, interest rates and the narrowing of the buyer/seller expectation gap. If, and when, the Federal Reserve reduces rates, we believe commercial real estate sales activity should begin to increase toward its historical norm in 2024.

Seasonality

Our real estate brokerage commissions and financing fees have tended to be seasonal and, combined with other factors, can affect an investor’s ability to compare our financial condition and results of operations on a quarter-by-quarter basis. Historically, this seasonality has generally caused our revenue, operating income, net income, and cash flows from operating activities to be lower in the first half of the year and higher in the second half of the year, particularly in the fourth quarter. The concentration of earnings and cash flows in the last six months of the year, particularly in the fourth quarter, is due to an industry-wide focus of clients to complete transactions towards the end of the calendar year. This historical trend can be disrupted both positively and negatively by major economic events, political events, natural disasters or pandemics such as the COVID-19 pandemic, which may impact, among other things, investor sentiment for a particular property type or location, volatility in financial markets, current and future projections of interest rates, attractiveness of other asset classes, market liquidity, and the extent of limitations or availability of capital allocations for larger property

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buyers, among others. Private client investors may accelerate or delay transactions due to personal or business-related reasons unrelated to economic events. In addition, our operating margins are typically lower during the second half of each year due to our commission structure for some of our senior investment sales and financing professionals. These senior investment sales and financing professionals are on a graduated commission schedule that resets annually, pursuant to which higher commissions are paid for higher sales volumes. During the year ended December 31, 2023, seasonal fluctuations were disrupted by changes in overall market conditions and increased interest rates, and going forward our historical pattern of seasonality may or may not continue to the same degree experienced in prior years.

Key Financial Measures and Indicators

Revenue

Our revenue is primarily generated from our real estate investment sales business. In addition to real estate brokerage commissions, we generate revenue from financing fees and from other revenue, which are primarily comprised of consulting and advisory fees.

Because our business is transaction oriented, we rely on investment sales and financing professionals to continually develop leads, identify properties to sell and finance, market those properties and close the sale timely to generate a consistent flow of revenue. While our sales volume is impacted by seasonality factors, the timing of closings is also dependent on many market and personal factors unique to a particular client or transaction, particularly clients transacting in the $1 million to $10 million private client market. These factors can cause transactions to be accelerated or delayed beyond our control. Further, commission rates earned are generally inversely related to the value of the property sold. As a result of our expansion into the middle and larger transaction markets, we have seen our overall commission rates fluctuate from period-to-period as a result of changes in the relative mix of the number and volume of investment sales transactions closed in the middle and larger transaction markets as compared to the $1 million to $10 million private client market. These factors may result in period-to-period variations in our revenue that differ from historical patterns.

A small percentage of our transactions include retainer fees and/or breakage fees. Retainer fees are credited against a success-based fee paid upon the closing of a transaction or a breakage fee. Transactions that are terminated before completion will sometimes generate breakage fees, which are usually calculated as a set amount or a percentage of the fee we would have received had the transaction closed.

Real Estate Brokerage Commissions

We earn real estate brokerage commissions by acting as a broker for commercial real estate owners seeking to sell or investors seeking to buy properties. Revenue from real estate brokerage commissions is recognized at the close of escrow.

Financing Fees

We earn financing fees by securing financing on purchase transactions or by securing refinancing of our clients’ existing mortgage debt. We recognize financing fee revenue at the time the loan closes, and we have no remaining significant obligations in connection with the transaction.

To a lesser extent, we also earn fees on loan performance, equity advisory services, loan sales, loan guarantees and ancillary services associated with financing activities. We recognize guarantee fees over the term of the guarantee and other fees when we have no further obligations, generally upon the closing of the transaction. We no longer hold any mortgage servicing rights ("MSRs"), but prior to the third quarter of 2022, we recognized mortgage servicing revenue upon the acquisition of a servicing obligation. We generated mortgage servicing fees through the provision of collection, remittance, recordkeeping, reporting, and other related mortgage servicing functions, activities, and services.

Other Revenue

Other revenue includes fees generated from consulting and advisory services, leasing, as well as referral fees from other real estate brokers, and are recognized when services are provided, upon closing of the transaction or when we have no further obligations.

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Operating Expenses

Our operating expenses consist of cost of services, selling, general and administrative expenses and depreciation and amortization. The significant components of our expenses are further described below.

Cost of Services

The majority of our cost of services expense is variable commissions paid to our investment sales and financing professionals and compensation-related costs related to our financing activities. Commission expenses are directly attributable to providing services to our clients for investment sales and financing services. Most of our investment sales and financing professionals are independent contractors and are paid commissions; however, because there are some who are initially paid a salary and certain of our financing professionals are employees, costs of services also include employee-related compensation, employer taxes and benefits for those employees. The commission rates we pay to our investment sales and financing professionals vary based on individual contracts negotiated and are generally higher for the more experienced professionals. Some of our most senior investment sales and financing professionals can also earn additional commissions after meeting certain annual financial thresholds. These additional commissions are recognized as cost of services in the period in which they are earned. Payment of a portion of these additional commissions are generally deferred for a period of three years, at our election, and paid at the end of the third calendar year. Cost of services also includes referral fees paid to other real estate brokers where we are the principal service provider. Cost of services, therefore, can vary based on the commission structure of the independent contractors that closed transactions in any particular period.

Selling, General and Administrative Expenses

The largest expense component within selling, general and administrative expenses is personnel expenses for our management team and sales and support staff, as well as business development, marketing, and expensing of forgivable loans over the retention period of our sales and financing professionals. In addition, these costs include facilities costs (excluding depreciation and amortization), staff related expenses, sales, marketing, legal, telecommunication, network, data sources, transaction costs related to acquisitions, changes in fair value for contingent and deferred consideration and other administrative expenses. Also included in selling, general and administrative are expenses for stock-based compensation to non-employee directors, employees and independent contractors (i.e. investment sales and financing professionals) under the 2013 Plan and the ESPP.

Depreciation and Amortization Expense

Depreciation expense consists of depreciation recorded on our computer software and hardware equipment, as well as our furniture, fixtures and equipment. Depreciation is recognized over estimated useful lives ranging from three to seven years for assets. Amortization expense consists of (i) amortization recorded on intangible assets amortized on a straight-line basis using a useful life between one and seven years and (ii) amortization recorded for the 2022 and 2021 periods on our mortgage servicing rights using the interest method over the period that servicing income was expected to be received. Such servicing rights were terminated in June 2022.

Other Income, Net

Other income, net primarily consists of interest income, realized gains and losses on our marketable debt securities, available-for-sale, net gains or losses on our deferred compensation plan assets, foreign currency gains and losses and other non-operating income and expenses.

Interest Expense

Interest expense primarily consists of interest expense associated with the stock appreciation rights (“SARs”) liability, and our credit agreement.

(Benefit) Provision for Income Taxes

We are subject to U.S. and Canadian federal taxes and individual state and local taxes based on the income generated in the jurisdictions in which we operate. Our effective tax rate fluctuates as a result of (i) changes in our annual effective tax rate applied to current pre-tax income (loss), (ii) the change in the mix of our activities in the jurisdictions in which we operate due to differing tax rates in those jurisdictions and (iii) the impact of permanent items, including compensation

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charges, qualified transportation fringe benefits, uncertain tax positions, meals and entertainment and tax-exempt deferred compensation plan assets. Our (benefit) provision for income taxes includes the windfall tax benefits and shortfall expenses, net, from shares issued in connection with our 2013 Plan and ESPP.

We record deferred taxes, net based on the tax rate expected to be in effect at the time those items are expected to be recognized for tax purposes.

Results of Operations

The following is a discussion of our results of operations for the years ended December 31, 2023 and 2022. The tables included in the period comparisons below provide summaries of our results of operations. The period-to-period comparisons of financial results are not necessarily indicative of future results.

Key Operating Metrics

We regularly review a number of key metrics to evaluate our business, measure our performance, identify trends affecting our business, formulate financial projections and make strategic decisions. We also believe these metrics are relevant to investors’ and others’ assessment of our financial condition and results of operations. During the years ended December 31, 2023, 2022, and 2021, we closed more than 7,500, 12,200 and 13,200 investment sales, financing and other transactions, respectively, with total sales volume of approximately $43.6 billion, $86.3 billion and $84.4 billion, respectively. Such key metrics for real estate brokerage and financing activities (excluding other transactions) are as follows:

[[GREPCENT_TABLE]]
[["","","","Years Ended December 31,"],["Real Estate Brokerage","","","","","2023","","2022","","2021"],["Average Number of Investment Sales Professionals","","","","","1,744","","","1,817","","","1,925"],["Average Number of Transactions per Investment Sales Professional","","","","","3.14","","","5.01","","","5.01"],["Average Commission per Transaction","","","","","$","102,238","","","$","128,450","","","$","121,319"],["Average Commission Rate","","","","","1.82","%","","1.72","%","","1.73","%"],["Average Transaction Size (in thousands)","","","","","$","5,630","","","$","7,473","","","$","6,994"],["Total Number of Transactions","","","","","5,475","","","9,111","","","9,652"],["Total Sales Volume (in millions)","","","","","$","30,823","","","$","68,088","","","$","67,507"]]
[[/GREPCENT_TABLE]]

[[GREPCENT_TABLE]]
[["","","","Years Ended December 31,"],["Financing (1)","","","","","2023","","2022","","2021"],["Average Number of Financing Professionals","","","","","96","","","86","","","85"],["Average Number of Transactions per Financing Professional","","","","","11.21","","","24.92","","","29.11"],["Average Fee per Transaction","","","","","$","50,677","","","$","44,546","","","$","37,959"],["Average Fee Rate","","","","","0.81","%","","0.74","%","","0.81","%"],["Average Transaction Size (in thousands)","","","","","$","6,254","","","$","5,984","","","$","4,691"],["Total Number of Transactions","","","","","1,076","","","2,143","","","2,474"],["Total Financing Volume (in millions)","","","","","$","6,729","","","$","12,823","","","$","11,605"]]
[[/GREPCENT_TABLE]]

(1)Operating metrics exclude certain financing fees not directly associated to transactions.

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Comparison of Years Ended December 31, 2023 and 2022

Below are key operating results for the year ended December 31, 2023 compared to the results for the year ended December 31, 2022 (dollars in thousands):

[[GREPCENT_TABLE]]
[["","Year Ended December 31 2023,","","Percentage of Revenue","","Year Ended December 31 2022,","","Percentage of Revenue","","Change"],["","","","","Dollar","","Percentage"],["Revenue:"],["Real estate brokerage commissions","$","559,752","","","86.6","%","","$","1,170,310","","","89.9","%","","$","(610,558)","","","(52.2)","%"],["Financing fees","66,898","","","10.4","","","112,978","","","8.7","","","(46,080)","","","(40.8)","%"],["Other revenue","19,277","","","3.0","","","18,422","","","1.4","","","855","","","4.6","%"],["Total revenue","645,927","","","100","","","1,301,710","","","100","","","(655,783)","","","(50.4)","%"],["Operating expenses:"],["Cost of services","406,645","","","63.0","","","850,894","","","65.4","","","(444,249)","","","(52.2)","%"],["Selling, general and administrative","285,023","","","44.1","","","300,009","","","23.0","","","(14,986)","","","(5.0)","%"],["Depreciation and amortization","13,627","","","2.1","","","13,406","","","1.0","","","221","","","1.6","%"],["Total operating expenses","705,295","","","109.2","","","1,164,309","","","89.4","","","(459,014)","","","(39.4)","%"],["Operating (loss) income","(59,368)","","","(9.2)","","","137,401","","","10.6","","","(196,769)","","","(143.2)","%"],["Other income, net","19,855","","","3.0","","","5,336","","","0.4","","","14,519","","","272.1","%"],["Interest expense","(888)","","","(0.1)","","","(708)","","","(0.1)","","","(180)","","","25.4","%"],["(Loss) income before (benefit) provision for income taxes","(40,401)","","","(6.3)","","","142,029","","","10.9","","","(182,430)","","","(128.4)","%"],["(Benefit) provision for income taxes","(6,366)","","","(1.0)","","","37,804","","","2.9","","","(44,170)","","","(116.8)","%"],["Net (loss) income","$","(34,035)","","","(5.3)","%","","$","104,225","","","8.0","%","","$","(138,260)","","","(132.7)","%"],["Adjusted EBITDA (1)","$","(19,630)","","","(3.0)","%","","$","165,504","","","12.7","%","","$","(185,134)","","","(111.9)","%"]]
[[/GREPCENT_TABLE]]

(1)Adjusted EBITDA is not a measurement of our financial performance under U.S. GAAP and should not be considered as an alternative to net income, operating income or any other measures derived in accordance with U.S. GAAP. For a definition of Adjusted EBITDA and a reconciliation of Adjusted EBITDA to net (loss) income, which is the most directly comparable U.S. GAAP financial measure, see “Non-GAAP Financial Measure” below.

Revenue

Our total revenue was $645.9 million in 2023 compared to $1,301.7 million in 2022, a decrease of $655.8 million, or 50.4%. Total revenue decreased as a result of decreases in real estate brokerage commissions and financing fees, as described below. See "Factors Affecting Our Business" section for additional market information.

Real estate brokerage commissions. Revenue from real estate brokerage commissions decreased to $559.8 million in 2023, from $1,170.3 million in 2022, a decrease of $610.6 million, or 52.2%. The number of transactions decreased by 39.9% and the average transaction size decreased by 24.7%, which drove a decrease of revenue of 45.3% in the Private Client Market and a decrease of 64.2% in the combined Middle Market and Larger Transaction Market. The average commission rate increased by 10 basis points in 2023 compared to 2022, as a result of a shift in the proportion of transactions to the Private Client Market from the Middle Market and Larger Transaction Market as Private Client Market transactions typically earn higher commission rates.

Financing fees. Revenue from financing fees decreased to $66.9 million in 2023 from $113.0 million in 2022, a decrease of $46.1 million, or 40.8%, resulting primarily from a 49.8% decrease in the number of financing transactions. This decrease was partially offset by an increase in the average transaction size of 4.5%, and an increase in the average fee per transaction of 13.8%, resulting in an increase in the average fee rate of seven basis points.

Other revenue. Other revenue of $19.3 million in 2023 was comparable to $18.4 million in 2022.

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Total Operating Expenses

Our total operating expenses were $705.3 million in 2023 compared to $1,164.3 million in 2022, a decrease of $459.0 million, or 39.4%. Cost of services decreased by $444.2 million and selling, general, and administrative expenses decreased by $15.0 million, as described below.

Cost of services. Cost of services are variable commissions paid to our investment sales professionals and compensation-related costs in connection with our financing activities. Cost of services decreased to $406.6 million in 2023 from $850.9 million in 2022, a decrease of $444.2 million, or 52.2%. The decrease was primarily due to decreased commission expenses driven by the related decreased revenue discussed above. Cost of services as a percentage of total revenue decreased by 240 basis points to 63.0% compared to 2022 primarily due to our senior investment sales and financing professionals earning a lower amount of additional commissions due to lower revenue.

Selling, general, and administrative expense. Selling, general and administrative expense decreased to $285.0 million in 2023, from $300.0 million in 2022, a decrease of $15.0 million or 5.0%. The decrease was primarily due to a reduction in compensation-related costs, specifically performance-based bonuses for 2023, partially offset by an increase in business development, marketing, and expensing of forgivable loans related to the long-term retention of our sales and financing professionals. As a percentage of revenue, selling, general and administrative expense increased due to the fixed nature of certain of these expenses.

Depreciation and amortization expense. Depreciation and amortization expense increased by an immaterial amount in 2023 compared to 2022.

Other Income, Net

Other income, net increased to $19.9 million in 2023 from $5.3 million in 2022. The increase of $14.5 million was primarily driven by an increase of $8.9 million in income from investments as a result of increased interest rates and a favorable change of $3.3 million in the value of our deferred compensation plan assets that are held in a rabbi trust.

Interest Expense

Interest expense increased by an immaterial amount in 2023 compared to 2022, and primarily relates to interest expense on our SARs liability.

(Benefit) Provision for Income Taxes

The benefit for income taxes was $6.4 million in 2023, compared to a provision for income taxes of $37.8 million in 2022. The effective income tax rate for 2023 was 15.8% compared to 26.6% for 2022. The majority of the reduction in the effective tax rate is related to permanent and other items and state income tax expense as presented in Note 12 - "Income Taxes" of our accompanying Notes to Consolidated Financial Statements.

Comparison of Years Ended December 31, 2022 and 2021

A discussion regarding our results of operations for the year ended December 31, 2022 compared to the results for the year ended December 31, 2021 can be found under Item 7 – “Management’s Discussion and Analysis of Financial Condition and Results of Operations – Results of Operations” in our Annual Report on Form 10-K for the fiscal year ended December 31, 2022, filed with the SEC on February 28, 2023, which is available on the SEC’s website at www.sec.gov.

Non-GAAP Financial Measure

In this Annual Report on Form 10-K, we include a non-GAAP financial measure, Adjusted EBITDA. We define Adjusted EBITDA as net (loss) income before (i) interest income and other, including net realized gains (losses) on marketable debt securities, available-for-sale and cash, cash equivalents, and restricted cash, (ii) interest expense, (iii) (benefit) provision for income taxes, (iv) depreciation and amortization, (v) stock-based compensation, and (vi) non-cash MSR activity. We use Adjusted EBITDA in our business operations to evaluate the performance of our business, develop budgets and measure our performance against those budgets, among other things. We also believe that analysts and investors use Adjusted EBITDA as a supplemental measure to evaluate our overall operating performance. However, Adjusted EBITDA has material limitations as a supplemental metric and should not be considered in isolation, or as a substitute for analysis of our results as reported under U.S. GAAP. We find Adjusted EBITDA to be a useful management

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metric to assist in evaluating performance, because Adjusted EBITDA eliminates items related to capital structure, taxes and non-cash items. In light of the foregoing limitations, we do not rely solely on Adjusted EBITDA as a performance measure and also consider our U.S. GAAP results. Adjusted EBITDA is not a measurement of our financial performance under U.S. GAAP and should not be considered as an alternative to net income, operating income or any other measures calculated in accordance with U.S. GAAP. Because Adjusted EBITDA is not calculated in the same manner by all companies, it may not be comparable to other similarly titled measures used by other companies. A reconciliation of the most directly comparable U.S. GAAP financial measure, net income, to Adjusted EBITDA is as follows (in thousands):

[[GREPCENT_TABLE]]
[["","","","Years Ended December 31,"],["","","","","","2023","","2022","","2021"],["Net (loss) income","","","","","$","(34,035)","","","$","104,225","","","$","142,470"],["Adjustments:"],["Interest income and other (1)","","","","","(17,890)","","","(7,951)","","","(2,496)"],["Interest expense","","","","","888","","","708","","","580"],["(Benefit) provision for income taxes","","","","","(6,366)","","","37,804","","","50,833"],["Depreciation and amortization","","","","","13,627","","","13,406","","","11,721"],["Stock-based compensation","","","","","24,146","","","17,312","","","10,361"],["Non-cash MSR activity (2)","","","","","\u2014","","","\u2014","","","(467)"],["Adjusted EBITDA","","","","","$","(19,630)","","","$","165,504","","","$","213,002"]]
[[/GREPCENT_TABLE]]

(1)Other includes net realized gains (losses) on marketable debt securities, available-for-sale.

(2)Non-cash MSR activity includes the assumption of servicing obligations.

Liquidity and Capital Resources

Our primary sources of liquidity are cash and cash equivalents, cash flows from operations, marketable debt securities, available-for-sale and, if necessary, borrowings under the Credit Agreement (as defined herein). In order to enhance our yield, we have invested a portion of our cash in money market funds and fixed and variable income debt securities, in accordance with our investment policy approved by the Board of Directors. Certain of our investments in money market funds may not maintain a stable net asset value and may impose a discretionary liquidity fee. To date, we have not experienced any restrictions on our ability to redeem funds from money market funds. Although we have historically funded our operations through operating cash flows, there can be no assurance that we can continue to meet our cash requirements entirely through our operations, cash and cash equivalents, proceeds from the sale of marketable debt securities, available-for-sale or availability under the Credit Agreement.

Cash Flows

Our total cash, cash equivalents, and restricted cash balance decreased by $65.1 million to $170.8 million at December 31, 2023, compared to $235.9 million at December 31, 2022. The following table sets forth our summary cash flows for the years ended December 31, 2023, 2022, and 2021 (in thousands):

[[GREPCENT_TABLE]]
[["","Years Ended December 31,"],["","2023","","2022","","2021"],["Net cash (used in) provided by operating activities","$","(72,430)","","","$","13,629","","","$","255,903"],["Net cash provided by (used in) investing activities","74,867","","","(53,975)","","","(108,356)"],["Net cash used in financing activities","(67,679)","","","(105,555)","","","(5,919)"],["Effect of currency exchange rate changes on cash, cash equivalents, and restricted cash","122","","","(366)","","","(2,640)"],["Net (decrease) increase in cash, cash equivalents, and restricted cash","(65,120)","","","(146,267)","","","138,988"],["Cash, cash equivalents, and restricted cash at beginning of period","235,873","","","382,140","","","243,152"],["Cash, cash equivalents, and restricted cash at end of period","$","170,753","","","$","235,873","","","$","382,140"]]
[[/GREPCENT_TABLE]]

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Operating Activities

Cash flows used in operating activities were $72.4 million in 2023 compared to cash flows provided by operating activities of $13.6 million in 2022. The $86.0 million decrease in cash flows from operating activities in 2023 compared to 2022 was primarily due to decreased operating income, as discussed above. The cash flows from operating activities were also affected by the timing of certain cash receipts and payments.

Investing Activities

Cash flows provided by investing activities were $74.9 million in 2023 compared to cash flows used in investing activities of $54.0 million in 2022. The $128.9 million increase in cash provided by investing activities in 2023 compared to 2022 was primarily due to a net increase of $119.1 million in net proceeds from sales, purchases, and maturities of securities in 2023 compared to the same period in 2022, as well as the 2022 acquisition of a business for $12.5 million, with no corresponding outflow in 2023.

Financing Activities

Cash flows used in financing activities were $67.7 million in 2023 compared to $105.6 million in 2022. The decrease of $37.9 million in cash flows used in financing activities in 2023 compared to 2022 was primarily due to a decrease of $5.3 million in taxes paid related to net share settlement of stock-based awards, along with a decrease of $40.3 million in dividends paid, partially offset by an increase of $10.4 million in stock repurchases. The decrease in dividend paid relates primarily to a one-time special dividend paid in 2022 with no corresponding one-time dividend payment in 2023.

Liquidity

We believe that our existing balances of cash and cash equivalents, cash flows expected to be generated from our operations, and proceeds from the sale of marketable debt securities, available-for-sale will be sufficient to satisfy our operating requirements for at least the next 12 months and beyond. If we need to raise additional capital through public or private debt or equity financings, strategic relationships or other arrangements, this capital might not be available to us in a timely manner, on acceptable terms, or at all. Our failure to raise sufficient capital when needed could prevent us from funding acquisitions or otherwise financing our growth or operations. As of December 31, 2023, cash, cash equivalents, and restricted cash and marketable debt securities, available-for-sale, aggregated $407.1 million.

Credit Agreement

We have a credit agreement with Wells Fargo Bank, National Association (as amended, the "Credit Agreement") which provides for a $10.0 million principal amount senior secured revolving credit facility that is guaranteed by all of our domestic subsidiaries and matures on June 1, 2024. We monitor covenant compliance on a regular basis to ensure continued compliance with the Credit Agreement. Our ability to borrow under the Credit Agreement is limited by our ability to comply with its covenants or obtain necessary waivers. See Note 15 – “Commitments and Contingencies” of our accompanying Notes to Consolidated Financial Statements for additional information on the Credit Agreement.

Off Balance Sheet Arrangements

The Company, in connection with the Strategic Alliance with M&T Realty Capital Corporation (“MTRCC”), has agreed to provide loan opportunities that may be funded through MTRCC’s agreement with Fannie Mae, which requires MTRCC to guarantee a portion of each funded loan. On a loan-by-loan basis, the Company, at its option, can assume a portion of MTRCC’s guarantee obligation to Fannie Mae of loan opportunities presented to and closed by MTRCC. As of December 31, 2023, the Company has agreed to a maximum aggregate guarantee obligation of $152.6 million relating to loans with an unpaid balance of $915.4 million. The maximum guarantee obligation is not representative of the actual loss we would incur. The Company would be liable for this amount only if all of the loans for which it is providing a guarantee to MTRCC were to default and all of the collateral underlying these loans was determined to be without value at the time of settlement. The Company records a loan-loss obligation and is required to provide cash collateral to MTRCC for this obligation and has provided $283,000 as of December 31, 2023 which is included in cash and cash equivalent on the balance sheet.

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Material Cash Requirements

The following table summarizes current and long-term material cash requirements as of December 31, 2023, which we expect to fund primarily with operating cash flows (in thousands):

[[GREPCENT_TABLE]]
[["","Total","","Less than 1 Year","","1-3 Years","","3-5 Years","","More Than 5 Years","","Other (7)"],["Operating lease liabilities, including imputed interest (1)","$","100,099","","","$","21,795","","","$","38,241","","","$","20,711","","","$","19,352","","","$","\u2014"],["SARs liability (principal and interest) (2)","19,264","","","2,457","","","5,559","","","1,382","","","9,866","","","\u2014"],["Deferred commissions payable (3)","48,706","","","20,508","","","28,198","","","\u2014","","","\u2014","","","\u2014"],["Deferred compensation liability (4)","8,356","","","201","","","221","","","207","","","1,587","","","6,140"],["Contingent consideration (5)","5,482","","","819","","","4,588","","","75","","","\u2014","","","\u2014"],["Deferred consideration (5)","1,570","","","1,177","","","393","","","\u2014","","","\u2014","","","\u2014"],["Other (6)","15,888","","","9,162","","","2,130","","","1,130","","","390","","","3,076"],["","$","199,365","","","$","56,119","","","$","79,330","","","$","23,505","","","$","31,195","","","$","9,216"]]
[[/GREPCENT_TABLE]]

(1)See Note 4 – “Operating Leases” of our accompanying Notes to Consolidated Financial Statements.

(2)Forecasted principal payments are based on each participant’s estimated retirement age and current contractual interest rate of 5.79% as of January 1, 2023 and reflect required payments that resulted from the retirement of certain executives. See Note 7 – “Selected Balance Sheet Data” of our accompanying Notes to Consolidated Financial Statements.

(3)Includes short-term and long-term deferred commissions payable (excludes commissions currently payable on closed transactions). See Note 7 – “Selected Balance Sheet Data” of our accompanying Notes to Consolidated Financial Statements.

(4)Represents current estimated payouts for participants currently receiving payments based on their elections at the time of deferral. We hold assets in a rabbi trust of $10.8 million to settle outstanding amounts when they become due. Amounts assume no increase or decrease in the liability due to future returns or losses. See Note 7 – “Selected Balance Sheet Data” of our accompanying Notes to the Consolidated Financial Statements.

(5)Relates to contingent and deferred consideration in connection with our business acquisitions. See Note 6 – “Acquisitions, Goodwill and Other Intangible Assets” and Note 9 – “Fair Value Measurements” of our accompanying Notes to Consolidated Financial Statements.

(6)Relates to amounts that may be advanced to sales and financing professionals. See Note 15 – “Commitments and Contingencies” of our accompanying Notes to Consolidated Financial Statements.

(7)Amounts in Other represent amounts where payments are dependent on future events, which may occur at any time from less than 1 year to more than 5 years and relates to our deferred compensation liability and certain advances to sales and financing professionals. Payments for deferred compensation liability are based on the participants’ elections at the time of deferral and may not begin before separation from service. The ultimate resolution depends on many factors and assumptions. Certain amounts advanced to sales and financing professionals are contingent upon reaching specified performance criteria. Accordingly, we are not able to reasonably estimate the timing of such payments, if any.

Other than operating expenses, including those accrued and payable as December 31, 2023, cash requirements for 2024 are expected to consist primarily of capital expenditures for the future acquisitions, if any, payment of dividends, payments for stock repurchases, and advances to our investment sales and financing professionals.

Inflation

Our commissions and other variable costs related to revenue are primarily affected by real estate market supply and demand, which may be affected by uncertain or changing economic and market conditions, including inflation/deflation arising in connection with and in response to various macroeconomic factors and impact of increased interest rates on the broader economy.

The annual inflation rate in the U.S. increased to 9.1% in June 2022, the highest annual inflation rate since November 1981, but has fallen to 3.4% in December 2023. In 2022 through 2023, the Federal Reserve increased the federal funds rate to the 5.25%-5.5% range in an effort to combat inflation, and this has had an adverse impact on commercial real estate

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transactions. Inflation has increased the wages paid to our employees and independent contractors. Furthermore, our clients are also affected by inflation and increased interest rates. Entering 2024, consensus forecasts anticipate the Federal Reserve will begin cutting rates this year, but the timing and magnitude of any prospective cuts will be dependent on a continued decline in inflation and slowing economic growth.

Critical Accounting Estimates

We prepare our financial statements in accordance with U.S. GAAP. In applying many of these accounting principles, we make assumptions, estimates and/or judgments that affect the reported amounts of assets, liabilities, revenues and expenses in our consolidated financial statements. We base our estimates and judgments on historical experience and other assumptions that we believe are reasonable under the circumstances. These assumptions, estimates and/or judgments, however, are often subjective and our actual results may change based on changing circumstances or changes in our analyses. If actual amounts are ultimately different from our estimates, the revisions are included in our results of operations for the period in which the actual amounts become known.

We believe that the critical accounting policies discussed below involve a greater degree of judgment or complexity than our other accounting policies. Accordingly, these are the policies we believe are the most critical to aid in fully understanding and evaluating our consolidated financial condition and results of operations. See the notes to our consolidated financial statements for a summary of our significant accounting policies.

Income Taxes

We account for income taxes under the asset and liability method. We recognize deferred tax assets and liabilities for the future tax consequences attributable to (i) differences between the financial statement carrying amounts of existing assets and liabilities and their respective tax basis, and (ii) operating losses and tax credit carryforwards. We measure existing deferred tax assets and liabilities using enacted tax rates expected to apply to taxable income in the years in which we expect to have temporary differences realized or settled. We recognize in the provision for income taxes, the effect on deferred tax assets and liabilities of a change in tax rates in the period that includes the enactment date. We periodically evaluate deferred tax assets to assess whether it is likely that the deferred tax assets will be realized. In determining whether a valuation allowance is required, we consider the timing of deferred tax reversals, current year taxable income, and historical performance. Valuation allowances are provided against deferred tax assets when it is more-likely-than-not that some portion or all of the deferred tax asset will not be realized. Our valuation allowance is related principally to losses incurred in our Canadian operations. Future results of operations of the Canadian business will impact valuation allowances in the future.

Due to the nature of our business, which includes activity in the U.S. and Canada, incorporating numerous states and provinces as well as local jurisdictions, our tax position can be complex. As such, our effective tax rate is subject to changes as a result of fluctuations in the mix of our activity in the various jurisdictions in which we operate including changes in tax rates, state apportionment, tax related interest and penalties, valuation allowances and other permanent items, including net windfalls and shortfalls related to stock-based compensation. Calculating some of the amounts involves a high degree of judgment. Our state taxes, net of federal benefit, has ranged from 1.5% to 4.8% over the past 3 years.

We evaluate our tax positions quarterly. The threshold for recognizing the benefits of tax return positions in the financial statements is “more likely than not” to be sustained by the taxing authority and requires measurement of a tax position meeting the more-likely-than-not criterion, based on the largest benefit that is more than 50% likely to be realized. We assess our inventory of tax positions with respect to all applicable income tax issues for all open tax years (in each respective jurisdiction) and determine whether uncertain tax positions are required to be recognized in our consolidated financial statements.

The above factors create volatility in our effective tax rate from quarter to quarter and have caused our effective tax rates to range from 15.8% to 26.6% over the past three years.

We recognize interest and penalties incurred as income tax expense. See Note 12 – “Income Taxes” of our accompanying Notes to Consolidated Financial Statements for additional information.

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Leases

Our leases consist of purpose built-out office space, which reverts to the lessor upon termination of the lease and operating leases for autos. We determine if an arrangement is a lease at inception. Right-of-use assets (“ROU assets”) represent our right to use an underlying asset for the lease term and lease liabilities represent our contractual obligation to make lease payments under the lease. Operating leases are included in operating lease ROU assets, non-current, and operating lease liabilities current and non-current captions in the consolidated balance sheets.

Operating lease ROU assets and liabilities are recognized on the commencement date based on the present value of lease payments over the lease term. Lease agreements may contain periods of free rent or reduced rent, predetermined fixed increases in the minimum rent and renewal or termination options, all of which add complexity and impact the determination of the lease term and lease payments to be used in calculating the lease liability. Certain facility leases provide for rental escalations related to increases in the lessors’ direct operating expenses. We use the implicit rate in the lease when determinable. As most of our leases do not have a determinable implicit rate, determining the rate to be used in our calculations is judgmental. We use an estimated incremental borrowing rate based on borrowing options under our credit agreement and apply a spread over treasury rates for the indicated term of the lease based on the information available on the commencement date of the lease. As a result, the incremental borrowing rate has and will continue to be impacted by market interest rates. The weighted average incremental borrowing rate was 4.7% in 2023 and 3.9% in 2022. Any payments for completed improvements, determined to be owed by the lessor, net of incentives received, are recorded as an increase to the ROU asset and considered in the determination of the lease cost.

We have lease agreements with lease and non-lease components, which are accounted for as a single lease component. Lease cost is recognized on a straight-line basis over the lease term. Variable lease payments consist of common area costs, insurance, taxes, utilities, parking, and other lease related costs, which are determined principally based on billings from landlords.

Investments in Marketable Debt Securities, Available-for-Sale

We maintain a portfolio of investments in a variety of fixed and variable rate debt securities, including U.S. treasuries, U.S. government sponsored entities, corporate debt, asset-backed securities, and other. We consider our investments in marketable debt securities to be available-for-sale, and accordingly, are recorded at their fair values. We determine the appropriate classification of investments in marketable debt securities at the time of purchase. Interest along with amortization of purchase premiums and accretion of discounts from the purchase date through the estimated maturity date, including consideration of variable maturities and contractual call provisions, are included in other income, net in the consolidated statements of operations. See Note 5 – “Investments in Marketable Debt Securities, Available-for-Sale” of our accompanying Notes to Consolidated Financial Statements for additional information. We typically invest in highly rated debt securities, and our investment policy generally limits the amount of credit exposure to any one issuer. The policy requires substantially all investments to be investment grade, with the primary objective of minimizing the potential risk of principal loss and matching long-term liabilities.

Unrealized losses on our marketable securities, available-for-sale, fluctuate based on changes in market interest rates due the fixed interest rates of most of the securities. Unrealized losses aggregated $2,635,000 and $5,508,000 as of December 31, 2023 and 2022, respectively. We review our investment portfolio quarterly for all securities in an unrealized loss position to determine if an impairment charge or credit reserve is required. We exclude accrued interest from both the fair value and the amortized cost basis of marketable debt securities, available-for-sale, for the purposes of identifying and measuring an impairment. An investment is impaired if the fair value is less than its amortized cost basis. Impairment relating to credit losses is recorded through a reduction in the amortized cost of the security or an allowance for credit losses and credit loss expense (included in selling, general and administrative expense), limited by the amount that the fair value is less than the amortized cost basis. Impairment that has not been recorded as a credit loss is recorded through other comprehensive (loss) income, net of applicable taxes. We made an accounting policy election to not measure an allowance for credit losses for accrued interest receivable. We evaluate write-off of accrued interest receivable by the major security-type level at the time credit loss exists for the underlying security.

Determining whether a credit loss exists requires a high degree of judgment, and we consider both qualitative and quantitative factors in making our determination. We evaluate our intent to sell, or whether we will more likely than not be required to sell, the security before recovery of its amortized cost basis. For all securities in an unrealized loss position, we evaluate, among other items, the extent and length of time the fair market value of a security is less than its amortized cost, time to maturity, duration, seniority, the financial condition of the issuer including credit ratings, any changes thereto and relative default rates and loss severity, leverage ratios, availability of liquidity to make principle and interest payments,

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performance indicators of the underlying assets, analyst reports and recommendations, and changes in base and market interest rates. If the qualitative and quantitative analysis is sufficient to conclude that an impairment related to credit losses does not exist, we typically do not perform further quantitative analysis to estimate the present value of cash flows expected to be collected from the debt security. Estimates of expected future cash flows are our best estimate based on past events, current conditions, and reasonable and supportable economic forecasts. To date, we have not recorded any credit losses or impairments on our portfolio of marketable securities, available for sale.

Contingent and Deferred Consideration

In connection with certain business acquisitions, the Company may enter into agreements to pay additional cash or other consideration based on the achievement of certain performance measures and/or service and time requirements. Contingent and deferred consideration in connection with the acquisition of a business is measured at fair value on the acquisition date and remeasured at fair value each reporting period thereafter until the consideration is settled, with changes in fair value recorded in selling, general and administrative expense in the consolidated statements of operations.

In its determination of fair value for contingent and deferred consideration, the Company uses judgment in determining the probability of achieving contractual EBITDA and other performance targets and the time frame in which the settlements will occur. Further, judgment is used in determining the appropriate current and future interest rates to apply in each situation. The Company estimated the probability of achievement of contractual EBITDA and other performance targets was between 11.1% to 100.0% based on each acquisition’s historical and estimated future performance and risk adjusted discount rates of between 5.3% to 6.4%, which resulted in a recorded fair value for the contingent consideration of $5.5 million and $7.1 million as of December 31, 2023, and 2022, respectively. The Company estimated the fair value of the deferred consideration using a discounted cash flow estimate using market rates, with the only remaining condition on such payments being the passage of time which resulted in a recorded fair value of $1.6 million and $5.1 million as of December 31, 2023, and 2022, respectively. The maximum undiscounted future settlements of contingent and deferred consideration was $14.7 million at December 31, 2023, and the Company is uncertain as to the extent of the volatility in the judgments and unobservable inputs will have on the ultimate settlement of these amounts in the foreseeable future.

Recent Accounting Pronouncements

For information regarding recent accounting pronouncements, see Note 2 – “Accounting Policies and Recent Accounting Pronouncements” of our accompanying Notes to Consolidated Financial Statements set forth in Item 8 of this Annual Report on Form 10-K. We do not believe any of the other accounting pronouncements listed in that note will have a significant impact on our business.
