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UNITED STATES
SECURITIES AND EXCHANGE COMMISSION
Washington, D.C. 20549
_________________________
FORM 10-Q
_________________________
(Mark One)
xQUARTERLY REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES
EXCHANGE ACT OF 1934
For the quarterly period ended June 30, 2024
or
oTRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES
EXCHANGE ACT OF 1934
For the transition period from ______________ to ______________
Commission File Number: 001-39799
_________________________
Certara, Inc.
(Exact name of registrant as specified in its charter)
_________________________
Delaware82-2180925
(State or other jurisdiction of
incorporation or organization)
(I.R.S. Employer
Identification Number)
4 Radnor Corporate Center
Suite 350
Radnor, Pennsylvania 19087
(Address of Principal Executive Offices)
(415) 237-8272
(Registrant’s telephone number)
_________________________
Securities registered pursuant to Section 12(b) of the Act:
Title of Each ClassTrading symbolName of Exchange on which registered
Common stock, par value $0.01 per shareCERTThe Nasdaq Stock Market LLC
Indicate by check mark whether the registrant (1) has filed all reports required to be filed by Section 13 or 15(d) of the Securities Exchange Act of 1934 during the preceding 12 months (or for such shorter period that the registrant was required to file such reports), and (2) has been subject to such filing requirements for the past 90 days. Yes x No o


Indicate by check mark whether the registrant has submitted electronically every Interactive Data File required to be submitted pursuant to Rule 405 of Regulation S-T (§232.405 of this chapter) during the preceding 12 months (or for such shorter period that the registrant was required to submit such files). Yes x No o
Indicate by check mark whether the registrant is a large accelerated filer, an accelerated filer, a non-accelerated filer, a smaller reporting company, or an emerging growth company. See the definitions of “large accelerated filer,” “accelerated filer,” “smaller reporting company,” and “emerging growth company” in Rule 12b-2 of the Exchange Act.
Large accelerated filerxAccelerated filero
Non-accelerated fileroSmaller reporting companyoEmerging growth companyo
If an emerging growth company, indicate by check mark if the registrant has elected not to use the extended transition period for complying with any new or revised financial accounting standards provided pursuant to Section 13(a) of the Exchange Act. o
Indicate by check mark whether the registrant is a shell company (as defined in Rule 12b-2 of the Exchange Act). Yes o No x
As of August 1, 2024, the registrant had 160,888,754 shares of common stock, par value $0.01 per share, outstanding.


Certara, Inc.
Unless otherwise indicated, references to the “Company,” “Certara,” “we,” “us,” and “our” refer to Certara, Inc. and its consolidated subsidiaries.
SPECIAL NOTE REGARDING FORWARD-LOOKING STATEMENTS
This Quarterly Report on Form 10-Q (this “Quarterly Report”) contains “forward-looking statements” within the meaning of Section 27A of the Securities Act of 1933, as amended (the “Securities Act”), and Section 21E of the Securities Exchange Act of 1934, as amended (the “Exchange Act”), which are subject to the “safe harbor” created by those sections. All statements (other than statements of historical facts) in this Quarterly Report regarding the prospects of the industry and our prospects, plans, financial position and business strategy may constitute forward-looking statements. In addition, forward-looking statements generally can be identified by the use of forward-looking terminology such as “may,” “should,” “expect,” “might,” “intend,” “will,” “estimate,” “anticipate,” “plan,” “believe,” “predict,” “potential,” “continue,” “suggest,” “project” or “target” or the negatives of these terms or variations of them or similar terminology. Although we believe that the expectations reflected in these forward-looking statements are reasonable, we cannot provide any assurance that these expectations will prove to be correct. Such statements reflect the current views of our management with respect to our operations, results of operations and future financial performance. The following factors are among those that may cause actual results to differ materially from the forward-looking statements:
any deceleration in, or resistance to, the acceptance of model-informed biopharmaceutical discovery and development;
our ability to compete within our market;
changes or delays in government regulation relating to the biopharmaceutical industry;
trends in research and development (“R&D”) spending, the use of third parties by biopharmaceutical companies and a shift toward more R&D occurring at smaller biotechnology companies;
consolidation within the biopharmaceutical industry;
pricing pressures due to increased customer utilization of our products;
our ability to successfully enter new markets, increase our customer base and expand our relationships with existing customers;
our ability to retain key personnel or recruit additional qualified personnel;
risks related to the mischaracterization of our independent contractors;
any delays or defects in our release of new or enhanced software or other biosimulation tools;
issues relating to the use of artificial intelligence and machine learning in our products and services;
failure of our existing customers to renew their software licenses or any delays or terminations of contracts or reductions in scope of work by our existing customers;
risks related to our contracts with government customers, including the ability of third parties to challenge our receipt of such contracts;
our ability to sustain recent growth rates;
increasing competition, regulation and other cost pressures within the pharmaceutical and biotechnology industries;
any future acquisitions and our ability to successfully integrate such acquisitions;
the accuracy of our addressable market estimates;
2

our ability to successfully operate a global business;
our ability to comply with applicable anti-corruption, trade compliance and economic sanctions laws and regulations;
risks related to litigation against us;
the adequacy of our insurance coverage and our ability to obtain adequate insurance coverage in the future;
our ability to perform our services in accordance with contractual requirements, regulatory standards and ethical considerations;
the loss of more than one of our major customers;
our future capital needs;
the ability or inability of our bookings to accurately predict our future revenue and our ability to realize the anticipated revenue reflected in our bookings;
any disruption in the operations of the third-party providers who host our software solutions or any limitations on their capacity or interference with our use;
our ability to reliably meet our data storage and management requirements, or the experience of any failures or interruptions in the delivery of our services over the internet;
any unauthorized access to or use of customer or other proprietary or confidential data or other breach of our cybersecurity measures;
the occurrence of natural disasters, pandemics, epidemic diseases, and public health crises, which may result in delays or cancellations of customer contracts or decreased utilization by our employees;
our ability to comply with the terms of any licenses governing our use of third-party open source software utilized in our software solutions;
our ability to comply with applicable privacy and cybersecurity laws;
our ability to adequately enforce or defend our ownership and use of our intellectual property and other proprietary rights;
any allegations that we are infringing, misappropriating or otherwise violating a third party’s intellectual property rights;
our ability to meet the obligations under our current or future indebtedness as they become due and have sufficient capital to operate our business and react to changes in the economy or industry;
any limitations on our ability to pursue our business strategies due to restrictions under our current or future indebtedness or inability to comply with any restrictions under such indebtedness;
any impairment of goodwill or other intangible assets;
our ability to use our net operating loss (“NOLs”) and R&D tax credit carryforwards to offset future taxable income;
the accuracy of our estimates and judgments relating to our critical accounting policies and any changes in financial reporting standards or interpretations;
any inability to design, implement, and maintain effective internal controls when required by law, or inability to timely remediate internal controls that are deemed ineffective; and
the other factors described elsewhere in this Quarterly Report, in our Annual Report on Form 10-K for the fiscal year ended December 31, 2023 (“2023 Annual Report”), and in the other documents and reports we file with the Securities and Exchange Commission (the “SEC”).
3

You should not rely upon forward-looking statements as predictions of future events. The forward-looking statements in this Quarterly Report are based on our beliefs, assumptions and expectations of future performance, taking into account the information currently available to us. These statements are based upon our current expectations and projections about future events. There are important factors, including those described in in this Quarterly Report, in the section titled “Risk Factors” in our 2023 Annual Report, and in our subsequent SEC filings, which could cause our actual results, level of activity, performance or achievements to differ materially from the results, level of activity, performance or achievements expressed or implied by the forward-looking statements. Moreover, we operate in a very competitive and rapidly changing environment. New risks emerge from time to time and it is not possible for our management to predict all risks, nor can we assess the impact of all factors on our business or the extent to which any factor, or combination of factors, may cause actual results to differ materially from those contained in any forward-looking statements we may make in this Quarterly Report. Such risk factors may be updated from time to time in our periodic filings with the SEC. Our periodic filings are accessible on the SEC’s website at www.sec.gov.
Although we believe that the expectations reflected in the forward-looking statements are reasonable, we cannot guarantee that the future results, levels of activity, performance and events and circumstances reflected in the forward-looking statements will be achieved or occur. The forward-looking statements made in this Quarterly Report relate only to events as of the date on which the statements are made. Except as required by law, we undertake no obligation to update publicly any forward-looking statements for any reason after the date of this Quarterly Report to conform these statements to actual results or to changes in our expectations.
In addition, statements that “we believe” and similar statements reflect our beliefs and opinions on the relevant subject. These statements are based upon information available to us as of the date of this Quarterly Report, and while we believe such information forms a reasonable basis for such statements, such information may be limited or incomplete, and our statements should not be read to indicate that we have conducted an exhaustive inquiry into, or review of, all potentially available relevant information. These statements are inherently uncertain and investors are cautioned not to unduly rely upon these statements..
Channels for Disclosure of Information
Investors and others should note that we may announce material information to the public through filings with the SEC, our Investors Relations website (https://ir.certara.com), press releases, public conference calls and public webcasts. We use these channels to communicate with the public about the Company, our products, our services and other matters. We encourage our investors, the media and others to review the information disclosed through these channels as such information could be deemed to be material information. The information on such channels, including on our website, is not incorporated by reference in this Quarterly Report and shall not be deemed to be incorporated by reference into any other filing under the Securities Act or the Exchange Act, except as expressly set forth by specific reference in such a filing. This list of disclosure channels may be updated from time to time.
4

CERTARA, INC. AND SUBSIDIARIES
FORM 10-Q
TABLE OF CONTENTS
ItemPage
2.
5

PART I — FINANCIAL INFORMATION
Item 1. Financial Statements
CERTARA, INC. AND SUBSIDIARIES
CONDENSED CONSOLIDATED BALANCE SHEETS
(UNAUDITED)
(IN THOUSANDS, EXCEPT PER SHARE AND SHARE DATA)JUNE 30,
2024
DECEMBER 31,
2023
Assets
Current assets:
Cash and cash equivalents$224,599 $234,951 
Accounts receivable, net of allowance for credit losses of $1,968 and $1,312, respectively
90,378 84,857 
Prepaid expenses and other current assets22,099 20,393 
Total current assets337,076 340,201 
Other assets:  
Property and equipment, net2,805 2,670 
Operating lease right-of-use assets14,127 9,604 
Goodwill715,524 716,333 
Intangible assets, net of accumulated amortization of $305,203 and $273,522, respectively
463,155 487,043 
Deferred income taxes4,236 4,236 
Other long-term assets2,690 3,053 
Total assets$1,539,613 $1,563,140 
Liabilities and stockholders' equity  
Current liabilities:  
Accounts payable$4,801 $5,171 
Accrued expenses55,613 56,779 
Current portion of deferred revenue60,989 60,678 
Current portion of long-term debt3,000 3,020 
Other current liabilities4,720 4,375 
Total current liabilities129,123 130,023 
Long-term liabilities:  
Deferred revenue, net of current portion1,190 1,070 
Deferred income taxes37,524 50,826 
Operating lease liabilities, net of current portion11,150 6,955 
Long-term debt, net of current portion and debt discount293,683 288,217 
Other long-term liabilities23,542 39,209 
Total liabilities496,212 516,300 
Commitments and contingencies
Stockholders' equity  
Preferred shares, $0.01 par value, 50,000,000 shares authorized, no shares issued and outstanding as of June 30, 2024 and December 31, 2023, respectively
  
Common shares, $0.01 par value, 600,000,000 shares authorized, 161,764,197 and 160,284,901 shares issued as of June 30, 2024 and December 31, 2023, respectively; 160,881,314 and 159,848,286 shares outstanding as of June 30, 2024 and December 31, 2023, respectively
1,618 1,603 
Additional paid-in capital1,201,009 1,178,461 
Accumulated deficit(133,487)(116,230)
Accumulated other comprehensive loss(8,328)(7,593)
Treasury stock at cost, 882,883 and 436,615 shares at June 30, 2024 and December 31, 2023, respectively
(17,411)(9,401)
Total stockholders' equity1,043,401 1,046,840 
Total liabilities and stockholders' equity$1,539,613 $1,563,140 
The accompanying notes are an integral part of the condensed consolidated financial statements.
6

CERTARA, INC. AND SUBSIDIARIES
CONDENSED CONSOLIDATED STATEMENTS OF OPERATIONS
AND COMPREHENSIVE INCOME (LOSS)
(UNAUDITED)
THREE MONTHS ENDED JUNE 30, SIX MONTHS ENDED JUNE 30,
(IN THOUSANDS, EXCEPT PER SHARE AND SHARE DATA)2024 2023 2024 2023
Revenues$93,313 $90,450 $189,967 $180,751 
Cost of revenues39,809 36,224 79,064 71,080 
Operating expenses:    
Sales and marketing12,213 8,111 22,900 16,113 
Research and development9,067 7,888 21,062 17,175 
General and administrative28,071 14,245 51,050 34,017 
Intangible asset amortization12,743 10,582 25,336 21,117 
Depreciation and amortization expense451 361 883 772 
Total operating expenses62,545 41,187 121,231 89,194 
Income (loss) from operations(9,041)13,039 (10,328)20,477 
Other income (expenses):    
Interest expense(5,578)(5,668)(11,329)(11,143)
Net other income2,350 1,010 3,954 1,516 
Total other expenses(3,228)(4,658)(7,375)(9,627)
Income (loss) before income taxes(12,269)8,381 (17,703)10,850 
Provision (benefit) for income taxes305 3,675 (446)4,786 
Net income (loss)(12,574)4,706 (17,257)6,064 
Other comprehensive income (loss):    
Foreign currency translation adjustment, net of tax of $(15), $(104), $45, and $(287) respectively
(701)1,815 (708)4,416 
Change in fair value from interest rate swap, net of tax of $(180), $762, $6, and $174 respectively
(591)2,332 (27)641 
Total other comprehensive income (loss)(1,292)4,147 (735)5,057 
Comprehensive income (loss)$(13,866)$8,853 $(17,992)$11,121 
Net income (loss) per share attributable to common stockholders:
Basic$(0.08)$0.03 $(0.11)$0.04 
Diluted$(0.08)$0.03 $(0.11)$0.04 
Weighted average common shares outstanding:
Basic160,505,223158,955,822160,014,746158,568,575
Diluted160,505,223159,906,972160,014,746159,817,688
The accompanying notes are an integral part of the condensed consolidated financial statements.
7

CERTARA, INC. AND SUBSIDIARIES
CONDENSED CONSOLIDATED STATEMENTS OF STOCKHOLDERS’ EQUITY
(UNAUDITED)
(IN THOUSANDS,
EXCEPT SHARE DATA)
COMMON STOCKADDITIONAL
PAID-IN
CAPITAL
ACCUMULATED
DEFICIT
ACCUMULATED
OTHER
COMPREHENSIVE
LOSS
TREASURY STOCKTOTAL
STOCKHOLDERS'
EQUITY
SHARES AMOUNTSHARESAMOUNT
Balance as of April 1, 2024160,687,886 $1,607 $1,191,237 $(120,913)$(7,036)(496,792)$(10,537)$1,054,358 
Equity-based compensation expense, net of forfeiture0— 9,783 — — — — 9,783 
Common stock withheld for tax liabilities0— — — — (386,091)(6,874)(6,874)
Common shares issued for employee share-based compensation 1,081,434011 (11)— — — — 
Restricted stock forfeiture(5,123)— — — — — — 
Change in fair value from interest rate swap, net of tax— — — (591)— (591)
Net loss0— — (12,574)— — (12,574)
Foreign currency translation adjustment, net of tax0— — — (701)— (701)
Balance as of June 30, 2024161,764,197 0$1,618 $1,201,009 $(133,487)$(8,328)(882,883)$(17,411)$1,043,401 
Balance as of January 1, 2024160,284,901 $1,603 $1,178,461 $(116,230)$(7,593)(436,615)$(9,401)$1,046,840 
Equity-based compensation expense, net of forfeiture— — 18,856 — — — — 18,856 
Common stock withheld for tax liabilities— — — — (446,268)(8,010)(8,010)
Common shares issued for employee share-based compensation 1,269,727 13 (13)— — — — — 
Restricted stock forfeiture(5,123)— — — — — — — 
Common shares issued for contingent consideration214,692 2 3,705 — — — — 3,707 
Change in fair value from interest rate swap, net of tax— — — — (27)— — (27)
Net loss— — — (17,257)— — — (17,257)
Foreign currency translation adjustment, net of tax— — — — (708)— — (708)
Balance as of June 30, 2024161,764,197 $1,618 $1,201,009 $(133,487)$(8,328)(882,883)$(17,411)$1,043,401 
The accompanying notes are an integral part of the condensed consolidated financial statements.

8

CERTARA, INC. AND SUBSIDIARIES
CONDENSED CONSOLIDATED STATEMENTS OF STOCKHOLDERS’ EQUITY
(UNAUDITED)
(IN THOUSANDS,
EXCEPT SHARE DATA)
COMMON STOCKADDITIONAL
PAID-IN
CAPITAL
ACCUMULATED
DEFICIT
ACCUMULATED
OTHER
COMPREHENSIVE
LOSS
TREASURY STOCKTOTAL
STOCKHOLDERS'
EQUITY
SHARESAMOUNT  SHARES AMOUNT 
Balance as of April 1, 2023160,218,109$1,601 $1,158,708 $(59,515)$(7,320)(378,366)$(8,419)$1,085,055 
Equity-based compensation expense, net of forfeiture— 3,610 — — — 3,610 
Common shares issued for share-based compensation awards and shares withheld for tax78,3271 (2)— — (15,843)(343)(344)
Restricted stock forfeiture*(124,943)(1)1 — — —  
Change in fair value from interest rate swap, net of tax— — — 2,332 — 2,332 
Net income— — 4,706 — — 4,706 
Foreign currency translation adjustment, net of tax— — — 1,815 — 1,815 
Balance as of June 30, 2023160,171,493 $1,601 $1,162,317 $(54,809)$(3,173)(394,209)$(8,762)$1,097,174 
Balance as of January 1, 2023159,676,150$1,596 $1,150,168 $(60,873)$(8,230)(150,207)$(3,000)1,079,661 
Equity-based compensation awards— 12,153 — — — 12,153 
Common shares issued for share-based compensation awards and shares withheld for tax686,5067 (6)— — (244,002)(5,762)(5,761)
Restricted stock forfeiture(191,163)(2)2  
Change in fair value from interest rate swap, net of tax— — — 641 — 641 
Net income— — 6,064 — 6,064 
Foreign currency translation adjustment— — — 4,416 — 4,416 
Balance as of June 30, 2023160,171,493 $1,601 $1,162,317 $(54,809)$(3,173)(394,209)$(8,762)$1,097,174 
The accompanying notes are an integral part of the condensed consolidated financial statements.

9

CERTARA, INC. AND SUBSIDIARIES
CONDENSED CONSOLIDATED STATEMENTS OF CASH FLOWS
(UNAUDITED)
SIX MONTHS ENDED JUNE 30,
(IN THOUSANDS)2024 2023
Cash flows from operating activities:  
Net income (loss)$(17,257)$6,064 
Adjustments to reconcile net income (loss) to net cash provided by operating activities:  
Depreciation and amortization of property and equipment883 772 
Amortization of intangible assets32,142 26,286 
Amortization of debt issuance costs749 765 
Loss on extinguishing debt196  
(Recovery of) provision for credit losses807 (172)
Loss on retirement of assets13 29 
Equity-based compensation expense18,856 12,153 
Change in fair value of contingent considerations5,661 2,559 
Lease abandonment expense 29  
Deferred income taxes(13,415)(10,237)
Changes in assets and liabilities:
Accounts receivable(6,606)(272)
Prepaid expenses and other assets(305)494 
Accounts payable, accrued expenses, and other liabilities(8,305)(8,343)
Deferred revenues662 (2,083)
Net cash provided by operating activities14,110 28,015 
Cash flows from investing activities:  
Capital expenditures(1,046)(588)
Capitalized software development costs(8,651)(6,270)
Investment in intangible assets (54)
Business acquisitions, net of cash acquired (7,550)
Net cash used in investing activities(9,697)(14,462)
Cash flows from financing activities:  
Proceeds from borrowings on term loan debt6,305  
Payment of debt issuance costs(1,216) 
Payments on long-term debt and finance lease obligations(755)(1,535)
Payments for business acquisition related contingent consideration(10,426) 
Payment of taxes on shares withheld for employee taxes(8,010)(5,735)
Net cash used in financing activities(14,102)(7,270)
Effect of foreign exchange rate on cash and cash equivalents, and restricted cash(663)2,239 
Net increase (decrease) in cash and cash equivalents, and restricted cash(10,352)8,522 
Cash and cash equivalents, and restricted cash, at beginning of period234,951 239,688 
Cash and cash equivalents, and restricted cash, at end of period$224,599 $248,210 
Supplemental disclosures of cash flow information  
Cash paid for interest$12,686 $8,255 
Cash paid for taxes$8,499 $9,034 
Supplemental schedule of noncash investing and financing activities
Stock issuance or establish liabilities related to business acquisition contingent consideration$3,707 $790 
The accompanying notes are an integral part of the condensed consolidated financial statements.
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CERTARA, INC. AND SUBSIDIARIES
NOTES TO CONDENSED CONSOLIDATED FINANCIAL STATEMENTS
(IN THOUSANDS, EXCEPT SHARE AND PER SHARE DATA)
(UNAUDITED)
1.    Description of Business
Certara, Inc. and its wholly-owned subsidiaries (together, the “Company”) deliver software products and technology-driven services to customers to efficiently carry out and realize the full benefits of biosimulation in drug discovery, preclinical and clinical research, regulatory submissions and market access. The Company is a global leader in model-informed drug development, and the Company’s biosimulation software and technology-enabled services help optimize, streamline, or even waive certain clinical trials to accelerate programs, reduce costs, and increase the probability of success. The Company’s regulatory science and market access software and services are underpinned by technologies such as regulatory submissions software, natural language processing, and Bayesian analytics. When combined, these solutions allow the Company to offer customers end-to-end support across the entire product life cycle.
The Company has operations in the United States, Australia, Brazil, Canada, China, Egypt, France, Germany, India, Italy, Japan, Korea, Luxembourg, Netherlands, Philippines, Poland, Portugal, Spain, Switzerland, and the United Kingdom.
2.    Summary of Significant Accounting Policies
There have been no changes other than what is discussed herein to the Company’s significant accounting policies as compared to the significant accounting policies described in Note 2. “Summary of Significant Accounting Policies” to the Company’s audited consolidated financial statements included in the Company’s 2023 Annual Report. These unaudited condensed consolidated financial statements should be read in conjunction with the consolidated financial statements and related notes as of and for the year ended December 31, 2023.
(a)    Basis of Presentation and Use of Estimates
The preparation of condensed consolidated financial statements in conformity with U.S. generally accepted accounting principles (“GAAP”) requires management to make estimates and assumptions that affect the reported amounts of assets, liabilities, disclosure of contingent assets and liabilities at the date of the condensed consolidated financial statements and the reported amounts of revenues and expenses during the reporting period. Significant estimates include, among other estimates, assumptions used in the allocation of the transaction price to separate performance obligations, estimates towards the measure of progress of completion on fixed-price service contracts, the determination of fair values and useful lives of long-lived assets as well as intangible assets, goodwill, allowance for credit losses for accounts receivable, recoverability of deferred tax assets, recognition of deferred revenue, valuation of interest rate swaps, determination of fair value of equity-based awards, measurement of fair value of contingent consideration, and assumptions used in testing for impairment of long-lived assets. Actual results could differ from those estimates, and such differences may be material to the condensed consolidated financial statements.
(b)    Unaudited Interim Financial Statements
The accompanying condensed consolidated balance sheet as of June 30, 2024, the condensed consolidated statements of operations and comprehensive income (loss) for the three and six months ended June 30, 2024 and
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2023, the condensed consolidated statements of stockholders’ equity for the three and six months ended June 30, 2024 and 2023, the condensed consolidated statements of cash flows for the six months ended June 30, 2024 and 2023, and the related interim disclosures are unaudited.
The accompanying unaudited condensed consolidated financial statements have been prepared in accordance with U.S. GAAP. These unaudited condensed consolidated financial statements include all adjustments necessary to fairly state the financial position and the results of the Company’s operations and cash flows for interim periods in accordance with U.S. GAAP. Certain amounts reported in prior periods have been reclassified to conform with the current presentation. Interim period results are not necessarily indicative of results of operations or cash flows for a full year or any subsequent interim period. The accompanying condensed consolidated financial statements should be read in conjunction with the Company’s 2023 audited consolidated financial statements and notes thereto. The information as of December 31, 2023 in the Company’s condensed consolidated balance sheet included herein is derived from the Company’s audited consolidated financial statements included in the Company’s 2023 Annual Report.
(c)    Accounting Pronouncements Not Yet Adopted
In November 2023, the Financial Accounting Standards Board ("FASB") issued Accounting Standards Update ("ASU") 2023-07, “Segment Reporting (Topic 280): Improvements to Reportable Segment Disclosures.” The ASU requires an enhanced disclosure of significant segment expenses on an annual and interim basis. This ASU is effective for fiscal years beginning after December 15, 2023, and interim periods within fiscal years beginning after December 15, 2024. Early adoption is permitted. Upon adoption, the guidance should be applied retrospectively to all prior periods presented in the financial statements. The Company is currently evaluating the impact of this ASU on the disclosures in our consolidated financial statements.
In December 2023, the FASB issued ASU 2023-09, “Income Taxes (Topic 740): Improvements to Income Tax Disclosures". The ASU requires disclosure of specific categories in the rate reconciliation and provide additional information for reconciling items that meet a quantitative threshold and further disaggregation of income taxes paid for individually significant jurisdictions. The ASU will be effective for public business entities for annual periods beginning after December 15, 2024. Early adoption is permitted. The Company is currently evaluating the impact of this ASU on the disclosures in our consolidated financial statements.
(d)    Principles of Consolidation
The accompanying condensed consolidated financial statements include the accounts of the Company and its wholly owned subsidiaries. All intercompany balances and transactions have been eliminated in consolidation.
(e)    Fair Value Measurements
The Company follows FASB Accounting Standards Codification (“ASC”) 820-10, “Fair Value Measurements” (“ASC 820-10”), which defines fair value, establishes a framework for measuring fair value in U.S. GAAP, and requires certain disclosures about fair value measurements.
ASC 820-10 defines fair value as the exchange price that would be received for an asset or paid to transfer a liability (an exit price) in the most advantageous market for the asset or liability in an orderly transaction. Fair value measurement is based on a hierarchy of observable or unobservable inputs. The standard describes three levels of inputs that may be used to measure fair value.
Level 1 — Inputs to the valuation methodology are quoted prices available in active markets for identical securities as of the reporting date;

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Level 2 — Inputs to the valuation methodology are other significant observable inputs, including quoted prices for similar securities, interest rates, credit risk etc. as of the reporting date, and the fair value can be determined through the use of models or other valuation methodologies; and
Level 3 — Inputs to the valuation methodology are unobservable inputs in situations where there is little or no market activity of the securities and the reporting entity makes estimates and assumptions relating to the pricing of the securities including assumptions regarding risk.
If the inputs used to measure fair value fall at different levels of the fair value hierarchy, the hierarchy is based on the lowest level of input that is significant to the fair value measurement. For the acquisitions noted in Note 5, the fair value measurement methods used to estimate the fair value of the assets acquired and liabilities assumed at the acquisition dates utilized a number of significant unobservable inputs of Level 3 assumptions. These assumptions included, among other things, projections of future operating results, implied fair value of assets using an income approach by preparing a discounted cash flow analysis, and other subjective assumptions.
Interest rate swaps are valued in the market using discounted cash flows techniques. These techniques incorporate Level 1 and Level 2 inputs. The market inputs are utilized in the discounted cash flows’ calculation considering the instrument’s term, notional amount, discount rate and credit risk. Significant inputs to the derivative instrument valuation model for interest rate swaps are observable in active markets and are classified as Level 2 in the hierarchy.

Contingent liabilities related to acquisitions are measured at fair value using Level 3 unobservable inputs. The Company's estimates of fair value are based upon assumptions believed to be reasonable but that are uncertain and involve significant judgments by management. Any changes in the fair value of these contingent liabilities are included in the earnings in the condensed consolidated statements of operations and comprehensive income (loss).

The Company utilizes Monte Carlo or a series of Black-Scholes-Merton options models to estimate the fair value of the contingent consideration liabilities of business acquisitions. Significant inputs used in the fair value measurement of contingent consideration include: expected eligible revenue for the acquired businesses over the relevant measurement periods, the risk-profile of the expected eligible revenue for the acquired businesses, the uncertainty regarding the expected eligible revenue for the acquired businesses, the risk-free rate of return, the expected timing at which settlement of the contingent liabilities may occur, and the credit-adjusted discount rate associated with the risk of the Company’s future liability payments.













13

The following table sets forth the assets and liabilities that were measured at fair value on a recurring and non-recurring basis by their levels in the fair value hierarchy at June 30, 2024:
LEVEL 1LEVEL 2LEVEL 3TOTAL
(In thousands)
Assets
Money market funds$151,338 $ $ $151,338 
Interest rate swap assets 5,603  5,603 
Total assets$151,338 $5,603 $ $156,941 
Liabilities
Contingent liabilities$ $ $45,994 $45,994 
Total liabilities$ $ $45,994 $45,994 

The following table sets forth the assets and liabilities that were measured at fair value on a recurring and non-recurring basis by their levels in the fair value hierarchy at December 31, 2023:
LEVEL 1LEVEL2LEVEL 3TOTAL
(In thousands)
Assets
Money market funds$147,478 $ $ $147,478 
Interest rate swap assets 5,624  5,624 
Total assets$147,478 $5,624 $ $153,102 
Liabilities
Contingent liabilities$ $ $54,457 $54,457 
Total liabilities$ $ $54,457 $54,457 
For the period ended June 30, 2024, there were no transfers between the levels within the fair value hierarchy. The Company’s Level 3 liabilities are acquisition related contingent consideration liabilities.
The following table summarizes the Level 3 activity of the changes in the contingent consideration liability.
JUNE 30,
2024
(In thousands)
Beginning balance at December 31, 2023
$54,457 
Additions 
Payments(14,133)
Fair value remeasurement5,670 
Ending balance at June 30, 2024
$45,994 
For more information regarding fair value measurements and the fair value hierarchy, see Note 2. “Summary of Significant Accounting Policies” in the notes to the consolidated financial statements in the Company’s 2023 Annual Report.
14

(f)    Cash and Cash Equivalents
Cash equivalents include highly liquid investments with maturities of three months or less from the date purchased. The cash and cash equivalents was $224,599 and $234,951 at June 30, 2024 and December 31, 2023, respectively.
(g)    Accounts Receivable
Accounts receivable include current outstanding invoices billed to customers. Invoices are typically issued with net 30 days to net 90 days terms upon delivery of the product or upon achievement of billable events for service-based contracts. Unbilled receivables relate to the Company’s rights to consideration for performance obligations satisfied but not billed at the reporting date on contracts. Unbilled receivables are billed and transferred to customer accounts receivable when the rights become unconditional. The carrying amount of accounts receivable is reduced by a valuation allowance.
The Company estimates the expected credit losses for accounts receivable using historical loss data adjusted for current economic conditions, including reasonable and supportable forecasts to estimate the relative size of credit losses to be expected. The Company generally writes off a receivable or records a specific allowance for credit losses if it determines that the receivable is not collectible. Allowances for credit losses of $1,968 and $1,312 were provided in the accompanying condensed consolidated financial statements as of June 30, 2024 and December 31, 2023, respectively.
Accounts receivable consists of the following:
JUNE 30,
2024
DECEMBER 31,
2023
(In thousands)
Trade receivables$75,189 $75,410 
Unbilled receivables16,913 10,405 
Other receivables244 354 
Allowances for credit losses(1,968)(1,312)
Accounts receivable, net$90,378 $84,857 

The following table presents the information regarding the allowance of accounts receivable:
JUNE 30,
2024
DECEMBER 31,
2023
(In thousands)
Beginning balance $1,312 $1,250 
Provision for credit losses807 684 
Charge-offs, net of recoveries(151)(622)
Ending balance$1,968 $1,312 
(h)    Derivative Instruments
In the normal course of business, the Company is subject to risk from adverse fluctuations in interest rates. The Company has chosen to manage this risk through the use of derivative financial instruments that consist of interest rate swap contracts. Counterparties to these contracts are major financial institutions. The Company is exposed to credit loss in the event of nonperformance by these counterparties. The Company does not use
15

derivative instruments for trading or speculative purposes. The objective of managing exposure to market risk is to limit its impact on cash flows. To qualify for hedge accounting, the interest rate swaps must effectively reduce the risk exposure that they are designed to hedge. In addition, at the inception of a qualifying cash flow hedging relationship, the underlying transaction or transactions must be, and be expected to remain, probable of occurring in accordance with the related assertions.
FASB ASC 815, “Derivatives and Hedging,” requires the Company to recognize all derivatives on the balance sheet at fair value. The Company may enter into derivative contracts such as interest rate swap contracts that effectively convert portions of the Company’s floating rate debt to a fixed rate, which serves to mitigate interest rate risk. The Company’s objectives in using interest rate swaps are to add stability to interest expense and to manage its exposure to interest rate movements. Interest rate swaps designated as cash flow hedges involve the receipt of variable-rate amounts from a counterparty in exchange for the Company making fixed-rate payments over the life of the agreements without exchange of the underlying notional amount.
The Company entered into an interest rate swap agreement in May 2022 that pays a fixed interest rate and receives a variable interest rate to modify the interest rate characteristics of term loan debt from variable to fixed in order to reduce the impact of changes in future cash flows due to market interest rate changes. The swap agreement has a notional amount of $230,000, a fixed rate of 2.8% and a termination date of August 31, 2025. During the quarter ended September 30, 2023, the Company and the counter party amended the floating rate of the swap agreement from term LIBOR to term SOFR due to LIBOR cessation. At June 30, 2024 and December 31, 2023, the interest swap had a fair value of $5,603 and $5,624, respectively. The gross fair value recognized in accumulated other comprehensive income was $5,603 and $5,624, respectively, at June 30, 2024 and December 31, 2023.
The Company uses derivatives to manage certain interest exposures and designated all the derivatives as cash flow hedges. The Company records derivatives at fair value on its condensed consolidated balance sheets. Changes in the fair value of derivatives designated as cash flow hedges are recorded as a component of accumulated other comprehensive income (loss). Those amounts are reclassified into interest expenses in the same period during which the hedged transactions impact earnings. The amount of derivative gains reclassified from accumulated other comprehensive income on derivative instruments recognized in the Company’s condensed consolidated statements of operations and comprehensive income (loss) was $1,526, $1,276 , $3,051, and $2,262 for the three and six months ended June 30, 2024 and 2023, respectively.
The notional amounts, fair values, and classification of derivative instruments in the condensed consolidated balance sheets as of June 30, 2024 and December 31, 2023 were as follows:
Interest rate swap derivative designated as cash flow hedging instrument:JUNE 30,
2024
DECEMBER 31,
2023
(In thousands)
                                                                                                                                                  Notional amounts $230,000 $230,000 
Prepaid expenses and other current assets$5,026 $4,473 
Other long-term assets$577 $1,151 
The net amount of deferred gains related to derivative instruments designated as cash flow hedges that is expected to be reclassified from accumulated other comprehensive gains into earnings over the next twelve months is $5,034.
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(i)    Revenue Recognition
In accordance with ASC Topic 606, “Revenue from Contracts with Customers”, the Company determines revenue recognition through the following steps:
i. Identification of the contract, or contracts, with a customer
ii. Identification of the performance obligations in the contract
iii. Determination of the transaction price
iv. Allocation of the transaction price to the performance obligations in the contract
v. Recognition of revenue when, or as, the Company satisfies a performance obligation
The Company’s revenue consists of fees for perpetual and term licenses for its software products, post-contract customer support (referred to as maintenance), software as a service (“SaaS”), and professional services including training and other revenue. Revenue is recognized upon transfer of control of promised products or services to customers in an amount that reflects the consideration to which the Company expects to be entitled in exchange for promised goods or services.
The following describes the nature of the Company’s primary types of revenues and the revenue recognition policies as they pertain to the types of transactions the Company enters into with its customers.
Software Licenses Revenues
Software license revenue consists primarily of sales of software licenses downloaded and installed by our customers on their own hardware. The license period is generally one year or less and includes an insignificant amount of customer support to assist the customer with the software. Software license performance obligations are generally recognized upfront at the point in time when the software license has been delivered.
Software as a Service (SaaS) Revenues
SaaS revenues consist of subscription fees for access to, and related support for, the Company’s cloud-based solutions. The Company typically invoices subscription fees in advance in annual installments. The invoice is initially deferred and revenue is recognized ratably over the life of the contract. The Company’s software contracts do not typically include variable consideration or options for future purchases that would not be similar to the original goods.
Software Service Revenues
Maintenance services agreements on perpetual software consist of fees for providing software updates and for providing technical support for software products for a specified term. Revenue allocated to maintenance services is recognized ratably over the contract term beginning on the delivery date of each offering. Maintenance contracts generally have a term of one year. While the transfer of control of the software training and implementation performance obligations are over time, the services are typically started and completed within a few days. Due to the quick nature of the performance obligation from start to finish and the insignificant amounts, the Company recognizes any software training or implementation revenue at the completion of the service. Any unrecognized portion of amounts paid in advance for licenses and services is recorded as deferred revenue.
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Consulting Service Revenues
The Company’s primary professional services offering includes consulting services, which may be either strategic consulting services, reporting and analysis services, regulatory writing services, or any combination of the three. The Company’s professional services contracts are either time-and-materials or fixed fee. Service revenues are generally recognized over time as the services are performed. Generally, these services are delivered to customers electronically. Revenue from time-and-material contracts is recognized on an output basis as labor hours are delivered and/or direct expenses are incurred. Revenues for fixed-price services are generally recognized over time by applying input methods to estimate progress to completion. Accordingly, the number of resources being paid for and the varying lengths of time they are being paid for determine the measure of progress.
Arrangements with Multiple Performance Obligations
For contracts with multiple performance obligations, such as a software license plus software training, implementation, and/or maintenance/support, or in contracts where there are multiple software licenses, the Company determines if the products or services are distinct and allocates the consideration to each distinct performance obligation on a relative standalone selling price basis. The delivery of a particular type of software and each of the user licenses would be one performance obligation. Additionally, any training, implementation, or support and maintenance promises sold as part of the software license agreement would be considered separate performance obligations, as those promises are distinct and separately identifiable from the software licenses. The payment terms in these arrangements are less than one year such that there is no significant financing component.
Contract Balances
The timing of revenue recognition, billings and cash collections results in billed accounts receivable, unbilled receivables (contract assets), and customer advances and deposits (deferred revenue, contract liabilities) on the condensed consolidated balance sheets. Amounts are billed as work progresses in accordance with agreed-upon contractual terms, either at periodic intervals (e.g., quarterly or monthly) or upon achievement of contractual milestones.
Contract assets relate to the Company’s rights to consideration for performance obligations satisfied but not billed at the reporting date on contracts (i.e., unbilled revenue, a component of accounts receivable in the condensed consolidated balance sheets). Contract assets are billed and transferred to customer accounts receivable when the rights become unconditional. The Company typically invoices customers for term licenses, subscriptions, maintenance and support fees in advance with payment due before the start of the subscription term, ranging from one to three years. The Company records the amounts collected in advance of the satisfaction of performance obligations, usually over time, as a contract liability or deferred revenue. Invoiced amounts for non-cancelable services starting in future periods are included in contract assets and deferred revenue. The portion of deferred revenue that will be recognized within 12 months is recorded as current deferred revenue, and the remaining portion is recorded as deferred revenue in the condensed consolidated balance sheets.
Contract balances at June 30, 2024 and December 31, 2023 were as follows:
JUNE 30,
2024
DECEMBER 31,
2023
(In thousands)
Contract assets$16,913 $10,405 
Contract liabilities$62,179 $61,748 
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During the six months ended June 30, 2024, the Company recognized revenue of $45,783 related to contract liabilities at December 31, 2023.
The unsatisfied performance obligations as of June 30, 2024 were $120,444. We expect to recognize approximately $101,546 or 84.3% of this revenue over the next 12 months and the remainder thereafter.
Deferred Contract Acquisition Costs
Under ASC Topic 606, sales commissions paid to the sales force and the related employer payroll taxes, collectively deferred contract acquisition costs, are considered incremental and recoverable costs of obtaining a contract with a customer.
The Company recognizes an asset for the incremental costs of obtaining a contract with a customer if it expects the benefit of those costs to be longer than one year. The Company has determined that certain sales incentive programs meet the requirements to be capitalized. The costs capitalized are primarily sales commissions for our sales force personnel. Capitalized costs to obtain a contract are amortized on a straight-line basis over the expected period of benefit. Amortization of capitalized costs is included in sales and marketing expenses in our condensed consolidated statements of operations and comprehensive income (loss).
Capitalized contract acquisition costs were $733 and $655 as of June 30, 2024 and December 31, 2023, respectively, and were included in prepaid expenses and other current assets in the condensed consolidated balance sheets.
Grant Revenue
The Company receives grant funding for certain specific projects from time to time. These grants specify that the funds provided are to be used exclusively to satisfy the deliverables outlined in the grant agreements. In these agreements, both involved parties receive and sacrifice approximately commensurate value, so these are accounted for as exchange transactions, and revenue is recognized according to ASC Topic 606. Grant funding is generally provided near contract inception, so a contract liability is initially recorded and revenue is recognized as the performance obligations are satisfied over time.
Sources and Timing of Revenue
The Company’s performance obligations are satisfied either over time or at a point in time. The following table presents the Company’s revenue by timing of revenue recognition to understand the risks of timing of transfer of control and cash flows:
THREE MONTHS ENDED JUNE 30,SIX MONTHS ENDED JUNE 30,
2024202320242023
( In thousands)
Software licenses transferred at a point in time$13,449 $14,553 $28,829 $29,051 
Software licenses transferred over time24,758 19,170 48,685 37,677 
Service revenues earned over time55,106 56,727 112,453 114,023 
Total$93,313 $90,450 $189,967 $180,751 
(j)    Earnings per Share
Basic earnings per common share is computed by dividing the net earnings by the weighted-average number of shares outstanding during the reporting period, without consideration for potentially dilutive securities. Diluted shares are calculated under the treasury stock method. Diluted earnings per share is calculated by dividing the
19

net earnings attributable to stockholders by the weighted-average number of shares and dilutive securities outstanding during the period.
3.    Concentrations of Credit Risk
Financial instruments that potentially subject the Company to concentrations of credit risk have consisted principally of cash and cash equivalent investments and trade receivables. The Company invests available cash in bank deposits, investment-grade securities, and short-term interest-producing investments, including government obligations and other money market instruments. At June 30, 2024 and December 31, 2023, the investments were bank deposits, overnight sweep accounts, and money market funds. The Company has adopted credit policies and standards to evaluate the risk associated with sales that require collateral, such as letters of credit or bank guarantees, whenever deemed necessary. Management believes that any risk of loss is significantly reduced due to the nature of the customers and distributors with which the Company does business.
As of June 30, 2024 and December 31, 2023, no single customer accounted for more than 10% of the Company’s accounts receivable. No single customer accounted for more than 10% of the Company’s revenues during the six months ended June 30, 2024 and 2023.
4.    Business Combinations
Acquisitions have been accounted for by using the acquisition method of accounting pursuant to FASB ASC 805, “Business Combinations.” Amounts allocated to the purchased assets and liabilities assumed are based upon the total purchase price and the estimated fair values of such assets and liabilities on the effective date of the purchase as determined by an independent third party. The results of operations for the acquisitions have been included in the Company’s results of operations prospectively from the date of acquisition.
Since 2013, and as of June 30, 2024, the Company has completed 20 acquisitions, of which 13 have included software or technology. Details of acquisitions that have closed since the beginning of fiscal year 2023 are provided below.

Drug Interaction Solutions, University of Washington ("DIDB")

On June 20, 2023, the Company entered into an asset purchase agreement with the University of Washington and completed the acquisition of DIDB, including the Drug Interaction Database and related products, from The University of Washington for a total consideration of $8,340. The business combination was not significant to the Company’s consolidated financial statements.
The total estimated consideration included a portion of contingent consideration that is payable over the next two years in cash, not to exceed $2,000. Future payments of contingent consideration are based on eligible revenue for the period from July 1, 2023 through June 30, 2025. The fair value of the contingent consideration was estimated to be $790 as of the acquisition date. At June 30, 2024, the contingent consideration was remeasured to $136, resulting in a fair value adjustment of $4 and recorded in general and administrative expenses (“G&A”) on the accompanying condensed consolidated statement of operations and comprehensive income (loss).

Based on the Company’s purchase price allocation, approximately $330, $5,600, $360, and $2,289 of the purchase price were assigned to trademarks, database content/technology, customer relationships and goodwill, respectively. The Company expects goodwill to be fully deductible for U.S. federal income tax purposes due to the fact that the acquisition was treated as an asset acquisition under the relevant sections of the Internal Revenue Code (“IRC”).

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Formedix Limited ("Formedix")

On October 10, 2023, the Company completed the acquisition of Formedix, a provider of clinical metadata repository and clinical trial automation software, for a total estimated consideration of $41,389. The business combination was not material to the Company’s condensed consolidated financial statements.

The total estimated consideration included a portion of contingent consideration that is payable over the next two years in cash, not to exceed $9,000. The fair value of the contingent consideration related to the revenue threshold was estimated to be $4,380 as of the acquisition date. Future payments of contingent consideration are based on achieving certain eligible revenue targets for each of the twelve-month periods ended December 31, 2023 and 2024, respectively. Additionally, the Company agreed to further contingent consideration based on the resolution of certain tax contingencies. In total, the fair value of the contingent consideration was estimated to be $5,161 as of the acquisition date. During the six months ended June 30, 2024, the Company made a payment of $1,777 on contingent consideration. At June 30, 2024, the contingent consideration related to eligible revenue was remeasured to zero, resulting in a negative fair value remeasurement and adjustment of $1,919 and recorded in G&A on the accompanying condensed consolidated statement of operations and comprehensive income (loss).

Based on the Company’s purchase price allocation, approximately $11,700, $3,100, and $25,062 of the purchase price were assigned to developed technology, customer relationships, and goodwill, respectively. The Company does not expect goodwill to be deductible due to the fact that the Company treated the acquisition as a stock acquisition under the relevant sections of the IRC.

Applied BioMath, LLC ("ABM")

On December 12, 2023, the Company completed the acquisition of ABM, an industry-leader in providing model-informed drug discovery and development support to help accelerate and de-risk therapeutic research and development, for a total estimated consideration of $36,594. The business combination was not material to the Company’s consolidated financial statements.

Based on the Company’s preliminary purchase price allocation, approximately $4,600, $800, $13,700, and $15,872 of the purchase price were assigned to developed technology, non-compete agreements, customer relationships, and goodwill, respectively. The Company expects goodwill to be fully deductible for U.S. federal income tax purposes due to the fact the Company treated the acquisition as an asset acquisition under the relevant sections of the IRC.

The total estimated consideration included a portion of contingent consideration that is payable over the next two years in cash, not to exceed $17,550. Future payments of contingent consideration are based on achieving certain eligible revenue targets for each of the twelve-month periods ended December 31, 2023 and 2024, respectively. The fair value of the contingent consideration was estimated to be $5,357 as of the acquisition date. At June 30, 2024, the contingent consideration was remeasured to $4,730, resulting in a negative fair value adjustment of $650 and recorded in G&A on the accompanying condensed consolidated statement of operations and comprehensive income (loss).

The contingent considerations for all acquisitions were classified as liability and included in accrued expense and other long-term liabilities on the Company’s condensed consolidated balance sheet. The contingent consideration relates to eligible revenues that are remeasured on a recurring basis at fair value for each reporting period. Any changes in the fair value of these contingent liabilities are included in the earnings in the condensed consolidated statements of operations and comprehensive income (loss).
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The current purchase price allocations for the acquisitions of Formedix and ABM are preliminary. The primary areas of the preliminary purchase price allocations are not yet finalized that relate to the fair value of certain tangible assets and liabilities assumed, and residual goodwill. During the measurement period, the Company continues to gather information supporting the acquired assets and liabilities, including but not limited to the estimation of the fair value of the identifiable intangible assets, measurement of deferred revenue, and corresponding impact on goodwill. Any adjustments to the preliminary purchase price allocation identified during the measurement period, which will not exceed one year from the acquisition date, will be accounted for prospectively.

The results of operations of the acquired businesses and the fair value of the acquired assets and liabilities assumed are included in the Company’s consolidated financial statements with effect from the date of the acquisitions.
5.    Prepaid Expenses and Other Current Assets and Other Long-Term Assets
Prepaid expense and other current assets at June 30, 2024 and December 31, 2023 consist of the following:
JUNE 30,
2024
DECEMBER 31,
2023
(In thousands)
Prepaid expenses$7,816 $6,363 
Income tax receivable1,464 3,395 
Research and development tax credit receivable6,204 5,004 
Current portion of interest rate swap asset5,026 4,473 
Other current assets1,589 1,158 
Prepaid expenses and other current assets$22,099 $20,393 
Other long-term assets at June 30, 2024 and December 31, 2023 consisted of the following:
JUNE 30,
2024
DECEMBER 31,
2023
(In thousands)
Long-term deposits$1,495 $1,451 
Interest rate swap asset - long-term577 1,151 
Deferred financing cost618 451 
Total other long-term assets$2,690 $3,053 
6.    Long-Term Debt and Revolving Line of Credit
The Company has been a party to a Credit Agreement since August 2017 that provides for a senior secured term loan and commitments under a revolving credit facility (as amended, the “Credit Agreement”). On June 26, 2024, the Company entered into the Fifth Amendment to its Credit Agreement (the "Amendment"), primarily amended (1) the principal amount of the term loan to $300,000 and its maturity date to June 26, 2031; and (2) extending the termination date of the $100,000 revolving credit commitment to June 26, 2029. The term loan under this Amendment has substantially the same terms as the existing term loans and revolving credit
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commitments. The Credit Agreement is collateralized by substantially all U.S. assets and stock pledges for the non-U.S. subsidiaries and contains various financial and nonfinancial covenants.
As multiple lenders syndicated funds under the credit agreements, the Company assessed whether existing debt was modified, extinguished, or if new debt was issued under GAAP guidelines. This evaluation was conducted separately for each lender's portion of the loans and commitments in the syndication, treating each lender's participation as if separate debt instruments existed. The Company either deferred and amortize debt issuance costs or recognized expenses or losses, according to the applicable accounting guidance for each category.
Borrowings under the Credit Agreement bear interest at a rate per annum equal to, at the election of the Borrowers, either (i) the Term SOFR rate, with a floor of % plus an applicable margin rate of 3.00% for the Term Loans and between 3.50% and 2.75% for loans under the Revolving Facility, depending on the applicable first lien leverage ratio, or (ii) an Alternate Base Rate (“ABR”), with a floor of 1.00%, plus an applicable margin rate of 2.00% for the Term Loans or between 2.50% and 1.75% for loans under the Revolving Facility, depending on the applicable first lien leverage ratio. The ABR is determined as the greatest of (a) the prime rate, (b) the federal funds effective rate, plus 0.50%, and (iii) the Term SOFR rate plus 1.00%. Additionally, the Company is obligated to pay a commitment fee of the unused amount and other customary fees.
As of June 30, 2024 and December 31, 2023, available borrowings under the revolving lines of credit were $100,000.
The effective interest rate was 9.2% and 8.4% for the six months ended June 30, 2024 and 2023 for the term loan debt. As discussed previously, the Company entered into interest rate swap agreements and continues to use the swap to mitigate the interest risk for the Company's debt obligations under the Credit Agreement.
Interest incurred on the Credit Agreement with respect to the term loan amounted to $6,736, $6,465, $13,534, and $12,439 for the three and six months ended June 30, 2024 and 2023, respectively. Accrued interest payable on the Credit Agreement with respect to the term loan amounted to $348 and $2,400 at June 30, 2024 and December 31, 2023, respectively, and is included in accrued expenses. Interest incurred on the Credit Agreement with respect to the revolving line of credit was $63, $64, $126, and $128 for both the three and six months ended June 30, 2024 and 2023, respectively. There was $2 accrued interest payable on the revolving line of credit both June 30, 2024 and December 31, 2023.
Long-term debt consists of the following:
JUNE 30,
2024
DECEMBER 31,
2023
(In thousands)
Term loans$300,000 $294,450 
Revolving line of credit  
Less: debt issuance costs(3,317)(3,213)
Total296,683 291,237 
Current portion of long-term debt(3,000)(3,020)
Long-term debt, net of current portion and debt issuance costs$293,683 $288,217 
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The principal amount of long-term debt outstanding as of June 30, 2024 matures in the following years:
Remainder of 20242025202620272028ThereafterTOTAL
(In thousands)
Maturities$1,500 $3,000 $3,000 $3,000 $3,000 $286,500 $300,000 
The Credit Agreements require the Company to make an annual mandatory prepayment as it relates to the Company’s Excess Cash Flow calculation. For the year ended December 31, 2023, the Company was not required to make a mandatory prepayment on the term loan. Under the Credit Agreement (as amended by the Amendment), the Company is required to make a quarterly principal payment of $750 on the term loans starting September 30, 2024.
The fair values of the Company’s variable interest term loan and revolving line of credit are not significantly different than their carrying value because the interest rates on these instruments are subject to change with market interest rates.
7.    Leases

The Company leases certain office facilities and equipment under non-cancelable operating leases with remaining terms ranging from less than one to ten years.
Operating lease ROU assets are included in other assets. With respect to operating lease liabilities, current operating lease liabilities are included in current liabilities and non-current operating lease liabilities are included in long-term liabilities in the condensed consolidated balance sheets. At June 30, 2024, the weighted average remaining lease terms were 5.97 years for operating leases, and the weighted average discount rate was 5.54% for operating leases. For additional information on the Company's leases, see Note 14. “Leases” to the consolidated financial statements included in the Company’s 2023 Annual Report.
The following table summarizes the lease-related assets and liabilities recorded in the condensed consolidated balance sheets at June 30, 2024 and December 31, 2023:
Lease PositionBalance Sheet ClassificationJUNE 30, 2024DECEMBER 31, 2023
(In thousands)
Assets
Operating lease assetsOperating lease right-of-use assets$14,127 $9,604 
Total lease assets$14,127 $9,604 
Liabilities
Current
OperatingOther current liabilities$4,720 $4,375 
Noncurrent
OperatingOperating lease liabilities, net of current portion11,150 6,955 
Total lease liabilities$15,870 $11,330 
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The following table summarizes by year the maturities of our minimum lease payments as of June 30, 2024:
OPERATING
LEASES
(In thousands)
Remainder of 2024$2,529 
20254,182 
20262,690 
20271,839 
20281,040 
Thereafter6,139 
Total future lease payments18,419 
Less: imputed interest(2,549)
Total$15,870 
8.    Accrued Expenses and Other Liabilities
Accrued expenses consist of the following:
JUNE 30,
2024
DECEMBER 31,
2023
(In thousands)
Accrued compensation$22,463 $28,624 
Legal and professional accruals2,422 3,913 
Interest payable299 2,351 
Income taxes payable4,231 1,010 
Short-term contingent consideration liabilities 24,518 18,410 
Other1,680 2,471 
Total accrued expenses$55,613 $56,779 

Other long-term liabilities consist of the following:
JUNE 30,
2024
DECEMBER 31,
2023
(In thousands)
Uncertain tax position liability$1,284 $2,381 
Contingent consideration22,258 36,828 
Total other long-term liabilities$23,542 $39,209 

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9.    Equity-Based Compensation
The Company’s equity-based compensation programs are intended to attract, retain and provide incentives for employees, officers, and directors. The Company has the following stock-based compensation plans and programs.
Restricted Stock
The majority of the Company’s restricted stock awarded to its employees was originally issued on December 10, 2020 in exchange for the Class B Profits Interest Unit (the “Class B Units”) of EQT Avatar Parent LP, which was the former parent of the Company.
Share-based compensation for the restricted stock exchanged for the time-based Class B Units is recognized on a straight-line basis over the requisite service period of the award, which is generally five years. Share-based compensation for the restricted stock exchanged for the performance-based Class B Units is recognized using the accelerated attribution approach.
In 2021, the Company granted 87,127 replacement shares of restricted stock in connection with the acquisition of Pinnacle 21, LLC under which equity-based awards are outstanding. The fair value of the restricted stock awarded was initially based on the fair value of our common stock on the date of grant, then adjusted for time restrictions due to unregistered shares and lack of marketability. The non-vested restricted stock at June 30, 2024 issued in 2021 has a three-year vesting period.
SHARESWEIGHTED-
AVERAGE
GRANT DATE
FAIR VALUE
Non-vested restricted stock as of December 31, 2023538,661$23.18 
Granted*16,84217.35 
Vested*(128,091)22.26 
Forfeited(5,123)23.00 
Cancelled*(16,842)23.00 
Non-vested restricted stock as of June 30, 2024405,447$23.24 
___________________________________

*     The Company did not legally authorize or issue any restricted stock during the six month period ended June 30, 2024. During the first half of 2024, the Company modified an award for a recipient, resulting in 16,842 shares assumed to be granted, vested, and cancelled.
Equity-based compensation expenses related to the restricted stock exchanged for performance-based Class B Units were $156, $(491), $406, and $164 for the three and six months ended June 30, 2024 and 2023, respectively. At June 30, 2024, the total unrecognized equity-based compensation expense related to outstanding restricted stock recognized using the accelerated attribution approach was $422, which is expected to be recognized over a weighted-average period of 10.9 months.
Equity-based compensation expenses related to the restricted stock exchanged for time-based Class B Units were $221 and $312, $598, and $810 for the three and six months ended June 30, 2024 and 2023, respectively. At June 30, 2024, the total unrecognized equity-based compensation expense related to outstanding restricted stock recognized using the straight-line attribution approach was $651, which is expected to be recognized over a weighted-average period of 12.8 months.
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Equity-based employee compensation expense related to the time-based restricted stock for the Pinnacle 21, LLC acquisition was $106, $292, $212, and $584 for the three and six months ended June 30, 2024 and 2023, respectively. At June 30, 2024, the total unrecognized equity-based compensation expenses related to outstanding restricted stock recognized using the straight-line attribution approach was $106, which is expected to be recognized over a weighted-average period of 3 months.
2020 Incentive Plan
In order to align the Company’s equity compensation program with public company practices, the Company’s Board of Directors adopted and stockholders approved the 2020 Incentive Plan. The 2020 Incentive Plan allows for grants of non-qualified stock options, incentive stock options, restricted stock, restricted stock units (“RSUs”), and performance stock units (“PSUs”) to employees, directors, officers, and consultants or advisors of the Company. The 2020 Incentive Plan allows for 20,000,000 shares (the “plan share reserve”) of common stock to be issued. No more than the number of shares of common stock equal to the plan share reserve may be issued in aggregate pursuant to the exercise of incentive stock options. The maximum number of shares of common stock granted during a single fiscal year to any non-employee director, taken together with any cash fees paid to such non-employee director during the fiscal year, may not exceed $1,000,000 in total value, except for certain awards made to a non-executive chair of our Board of Directors.
Restricted Stock Units
RSUs represent the right to receive shares of the Company’s common stock at a specified date in the future. The fair value of the RSUs is based on the fair value of the underlying shares on the date of grant.
A summary of the Company’s RSU activity is as follows:
UNITSWEIGHTED-
AVERAGE
GRANT DATE
FAIR VALUE
Non-vested RSUs as of December 31, 20232,588,403$23.77 
Granted*2,239,92417.86 
Vested**(1,086,758)23.70 
Forfeited(132,300)21.58 
 Cancelled*(42,098)24.21 
Non-vested RSUs as of June 30, 20243,567,171$20.16 
___________________________________
*The majority of shares granted during the first quarter of 2024 were issued under the 2020 Incentive Plan. During the first half of 2024, the Company modified awards for recipients, resulting in 42,098 shares assumed to be granted, vested, and cancelled for accounting purposes.
**The number of the RSUs vested included 399,483 shares that were withheld on behalf of employees to satisfy the statutory tax withholding requirements.
Equity-based compensation expenses related to the RSUs were $8,614, $7,325, $16,319, and $12,137 for three and six months ended June 30, 2024 and 2023, respectively. At June 30, 2024, the total unrecognized equity-based compensation expense related to outstanding RSUs was $60,461, which is expected to be recognized over a weighted-average period of 26.6 months.
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Performance Stock Units
PSUs are issued under the 2020 Incentive Plan and represent the right to receive shares of the Company’s common stock at a specified date in the future based on the satisfaction of various service conditions and the achievement of certain performance thresholds, including year over year revenue growth, unlevered free cash flow growth, annual revenue, and annual EBITDA. The PSUs granted in 2023 and 2024 also contains market conditions.
Share-based compensation for the PSUs is only recognized to the extent a threshold is probable of being achieved and is recognized using the accelerated attribution approach. The Company will continue to assess the probability of each condition being achieved at each reporting period to determine whether and when to recognize compensation costs.
A summary of the Company’s PSU activity for the period ended June 30, 2024 is as follows:
UNITS WEIGHTED-
AVERAGE
GRANT DATE
FAIR VALUE
Non-vested PSUs as of December 31, 2023849,467$24.84 
Granted*338,44518.98 
Vested**(30,728)24.83 
Forfeited 
Cancelled*(394,050)27.09 
Non-vested PSUs as of June 30, 2024763,134$21.08 
___________________________________
* During the first half of 2024, the Company modified an award for a recipient, resulting in 6,651 shares assumed to be granted and cancelled for accounting purpose.
**    The number of the PSUs vested included 46,785 shares that were withheld on behalf of employees to satisfy the statutory tax withholding requirements.
Equity-based compensation expenses related to the PSUs were $686, $(3,828), $1,321, and $(1,542) for the three and six months ended at June 30, 2024 and 2023, respectively. At June 30, 2024, the total unrecognized equity-based compensation expense related to outstanding PSUs was $3,452, which is expected to be recognized over a weighted-average period of 17.0 months.
The following table summarizes the components of total equity-based compensation expense included in the condensed consolidated statements of operations and comprehensive income (loss) for each period presented:
THREE MONTHS ENDED JUNE 30,SIX MONTHS ENDED JUNE 30,
2024202320242023
(In thousands)
Cost of revenues$3,621 $3,088 $6,860 $5,130 
Sales and marketing1,064 548 1,681 929 
Research and development1,355 1,220 3,004 2,870 
General and administrative 3,743 (1,246)7,311 3,224 
Total$9,783 $3,610 $18,856 $12,153 
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10.     Commitments and Contingencies
Contingent consideration
In connection with the Vyasa Analytics LLC ("Vyasa"), DIDB, Formedix, and ABM acquisitions, the Company is required to pay additional consideration if the acquired businesses achieve certain eligible revenue thresholds for certain periods. The maximum contingent considerations related to revenue thread for Vyasa, DIDB, Formedix, and ABM to be earned are $60,000, $2,000, $9,000, and $17,550, respectively. Additionally, the Company agreed to further contingent consideration based on the resolution of certain tax contingencies related to the Formedix acquisition. During the six months ended June 30, 2024, the Company made a combined payment of $14,133 on the contingent consideration, consisting of $10,426 in cash and $3,707 in Company's stock. The total contingent liabilities were $46,776 and $55,238 at June 30, 2024 and December 31, 2023, respectively. The contingent liabilities are included in accrued expenses and other long-term liabilities in the Company's condensed consolidated balance sheet.
Legal proceedings
The Company does not have any pending or threatened litigation which, individually or in the aggregate, would have a material adverse effect on its condensed consolidated financial statements as of June 30, 2024.
Assurance-type warranty
The Company includes an assurance commitment warranting that the application software products will perform in accordance with written user documentation and the agreements negotiated with customers. Since the Company does not customize its application software, warranty costs have historically been insignificant and expensed as incurred.
For information related to commitments for future minimum lease payments, please see Note 7. "Leases".

11.    Segment Data
Operating segments are defined as components of an enterprise about which separate financial information is available that is evaluated regularly by the chief operating decision maker (“CODM”), in deciding how to allocate resources and in assessing performance.
The Company has determined that its chief executive officer is its CODM. The Company manages its operations as a single segment for the purposes of assessing and making operating decisions. The Company’s CODM allocates resources and assesses performance based upon financial information at the consolidated level. Since the Company operates in one operating segment, all required financial segment information can be found in the condensed consolidated financial statements.
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The following table summarizes revenue by geographic area for the three and six months ended June 30, 2024 and 2023:
 THREE MONTHS ENDED
JUNE 30,
SIX MONTHS ENDED
JUNE 30,
 202420232024 2023
Revenue(1):  
Americas$69,619 $68,167 $138,784 $135,190 
EMEA17,245 15,110 38,088 32,025 
Asia Pacific6,449 7,173 13,095 13,536 
Total$93,313 $90,450 $189,967 $180,751 
___________________________________
(1)    Revenue is attributable to the countries based on the location of the customer.

12.    Income Taxes
The Company generally records its interim tax provision based upon a projection of the Company's estimated annual effective tax rate ("EAETR"). This EAETR is applied to the year-to-date consolidated pre-tax income to determine the interim provision for income taxes before discrete items. The effective tax rate ("ETR") each period is impacted by a number of factors, including the relative mix of domestic and international earnings, permanent differences, adjustments to the valuation allowances, and discrete items. The currently forecasted ETR may vary from the actual year-end due to the changes in these factors.
The Company's global ETR for the three and six months ended June 30, 2024 and 2023 were (2)%, 44%, 3%, and 44%, respectively, including discrete tax items. The current year decrease in the ETR was principally due to the combined effect of the overall decrease in pre-tax book income, the impact of non-deductible items, and the tax effect of certain discrete items.
13.    Earnings per Share
Basic earnings per share is computed by dividing net income (loss) attributable to common stockholders by the weighted-average common shares outstanding for the period. Diluted earnings per share is computed by dividing the net income (loss) attributable to stockholders by the weighted-average number of shares and dilutive potential common shares during the period.
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THREE MONTHS ENDED JUNE 30,SIX MONTHS ENDED JUNE 30,
2024202320242023
    
Net income (loss) available to common shareholders$(12,574)$4,706 $(17,257)$6,064 
Basic weighted-average common shares outstanding160,505,223158,955,822160,014,746 158,568,575
Basic earnings per common share$(0.08)$0.03 $(0.11)$0.04 
Diluted earnings per share
Net income (loss) available to common shares$(12,574)$4,706 $(17,257)$6,064 
Basic weighted-average common shares outstanding160,505,223 158,955,822 160,014,746 158,568,575 
Dilutive potential common shares 951,150  1,249,113 
Diluted weighted-average common shares outstanding160,505,223 159,906,972 160,014,746 159,817,688 
Diluted earnings per common share$(0.08)$0.03 $(0.11)$0.04 
__________________________________

For the period ended June 30, 2024, the Company excluded potentially dilutive securities from the calculation of diluted earnings per share that could potentially dilute earnings per share in the future because of the anti-dilutive effect of the reported net loss.
For the period ended June 30, 2023, the Company excluded certain potentially dilutive securities attributable to outstanding RSUs and restricted stocks from the computation of diluted earnings per share because the securities would have had an antidilutive effect.

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Item 2. Management’s Discussion and Analysis of Financial Condition and Results of Operations
The following discussion summarizes the significant factors affecting the operating results, financial condition, liquidity, and cash flows of our Company as of and for the periods presented below. The following discussion and analysis should be read in conjunction with the unaudited condensed consolidated financial statements and the related notes thereto included elsewhere in this Quarterly Report and our 2023 Annual Report. The statements in this discussion regarding industry outlook, our expectations regarding our future performance, liquidity, and capital resources, and all other non-historical statements in this discussion are forward-looking statements and are based on the beliefs of our management, as well as assumptions made by, and information currently available to, our management. Actual results could differ materially from those discussed in or implied by forward-looking statements as a result of various factors, including those discussed below and elsewhere in this Quarterly Report, particularly in the sections “Special Note Regarding Forward-Looking Statements” and “Risk Factors” of this Quarterly Report.
We intend the discussion of our financial condition and results of operations that follows to provide information that will assist the reader in understanding our condensed consolidated financial statements, the changes in certain key items in those financial statements from period to period, and the primary factors that accounted for those changes, as well as how certain accounting principles, policies, and estimates affect our condensed consolidated financial statements.
Executive Overview
We are a leading provider of biosimulation technology and solutions for using Model-Informed Drug Development ("MIDD") in the global biopharmaceutical industry. Biosimulation and MIDD can increase the probability of success in bringing a new drug to market and decrease the costs of drug development. In addition, MIDD strategies are increasingly utilized to help predict commercial success, a critical part of the drug development process as new products must be both approved by regulators and adopted by the market. Our goal is to enable the life science industry to use data, modeling, and analytics to make better decisions during drug development and commercialization to increase productivity rates and vastly reduce development costs.
Drug development is necessarily a highly regulated process involving the collection of vast amounts of laboratory, clinical and evidence data, and there are many failures at every step along the way that add to the total cost. The pharmaceutical industry spends more than $260 billion annually on research and development (“R&D”). Generally, companies spend an average of $6.2 billion per US Food and Drug Administration ("FDA") approved drug. Our software and scientists incorporate modern advances in scientific understanding, drug development experience, data analysis, and artificial intelligence (“AI”) resulting in significant opportunities to decrease the cost and increase the odds of new drug approval and commercial success.
Our proprietary biosimulation platforms are built on biology, chemistry, and pharmacology principles with proprietary mathematical algorithms that model how medicines and diseases behave in the body. For over two decades, our scientists have developed and validated our biosimulation technology using data from scientific literature, laboratory research, preclinical and clinical studies. To do this, we have developed solutions for the collection, standardization, validation, storage, and analysis of the preclinical, and clinical data needed for MIDD. These data solutions are used internally and by global life sciences companies.
The scientific principles underlying our work with customers in biosimulation and MIDD must be transparent and fully explainable during the regulatory process, so we have become experts at incorporating data and results into regulatory documents. Our software and regulatory services streamline the creation of regulatory filings and speed regulatory data flow to maximize the chances of successful commercialization.
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AI and machine learning technologies are being incorporated across our software and services portfolios, providing opportunities to expand the number of data sources utilized, better predict outcomes, and streamline reporting. For example, we are using machine learning to automate and speed the process of biosimulation, and we have created an AI application to aid in creating regulatory documents from scientific analyses and clinical data. We believe that AI predictive models will continue to enhance the accuracy and usefulness of biosimulation models and be utilized broadly across drug development.
We deliver software and technology-enabled services. Our strategy is to create and apply validated software applications that can be used broadly in the life science industry. We offer services, leveraging our technology, delivered by scientists with extensive drug development experience to aid our clients in applying biosimulation and MIDD to their specific projects.
Since 2014, customers who leverage our solutions have received more than 90% of all new drug approvals by the FDA. We have worked with nearly 2,400 life sciences companies and academic institutions and have collaborated on more than 8,000 customer projects in the last decade across a wide variety of therapeutic areas, ranging from cancer and hematology to diabetes and hundreds of rare diseases. Our software products are licensed by more than 57,000 users and are also used by 23 global drug regulatory agencies, including the U.S. FDA, Japan’s Pharmaceuticals and Medical Devices Agency, and the China Food and Drug Administration.
With continued innovation in and adoption of our biosimulation software, technology, and services, we believe more life science companies worldwide will leverage more of our end-to-end platform to reduce cost, accelerate speed to market, and ensure safety, and efficacy of medicines for all patients.

Key Factors Affecting Our Performance
We believe that the growth and future success of our business depend on many factors. While each of these factors presents significant opportunities for our business, they also pose important challenges that we must successfully address to sustain our growth and improve the results of our operations.
Customer Retention and Expansion
Our future operating results depend, in part, on our ability to successfully enter new markets, increase our customer base, and retain and expand our relationships with existing customers. We monitor two key performance indicators to evaluate retention and expansion: new bookings and net retention rates.
Bookings: Our new bookings represent the estimated contract value of a signed contract or purchase order where there is sufficient or reasonable certainty about the customer’s ability and intent to fund and commence the software and/or services. Bookings vary from period to period depending on numerous factors, including the overall health of the biopharmaceutical industry, regulatory developments, industry consolidation, and sales performance. Bookings have varied and will continue to vary significantly from quarter to quarter and from year to year.
Net Retention Rates: Our net retention rates measure the percentage of recurring revenue that is retained from existing software customers over a specific period of time, inclusive of price increases and expansion, excluding revenue from acquisitions occurred within the past 12 months.
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The table below summarizes our quarterly bookings and net software retention rate trends:
20242023
Q1Q2Q1Q2
 (in millions except percentage)
Bookings$105.8 $98.9 $112.7 $85.9 
Net Retention Rates 114.1 %108 %110.5 %111.3 %
Investments in Growth
We have invested and intend to continue to invest in expanding the breadth and depth of our solutions, including through acquisitions and international expansion. We expect to continue to invest in (i) scientific talent to expand our ability to deliver solutions across the drug development spectrum; (ii) sales and marketing to promote our solutions to new and existing customers and in existing and expanded geographies; (iii) research and development to support existing solutions and innovate new technology; (iv) other operational and administrative functions to support our expected growth; and (v) complementary businesses. We expect that our headcount and our total operating expenses will continue to increase over time.
Our Operating Environment
The acceptance of model-informed biopharmaceutical discovery and development by regulatory authorities affects the demand for our products and services. Support for the use of biosimulation in discovery and development from regulatory bodies, such as the FDA and European Medicines Agency, has been critical to its rapid adoption by the biopharmaceutical industry. There has been a steady increase in the recognition by regulatory and academic institutions of the role that modeling and simulation can play in the biopharmaceutical development and approval process, as demonstrated by new regulations and guidance documents describing and encouraging the use of modeling and simulation in the biopharmaceutical discovery, development, testing, and approval process, which has directly led to an increase in the demand for our products and services. Changes in government or regulatory policy, or a reversal in the trend toward increasing the acceptance of and reliance upon in silico data in the drug approval process, could decrease the demand for our products and services or lead regulatory authorities to cease use of, or recommend against the use of, our products and services.
Governmental agencies throughout the world, but particularly in the United States, where the majority of our customers are based, strictly regulate the biopharmaceutical development process. Our business involves helping biopharmaceutical companies strategically and tactically navigate the regulatory approval process. New or amended regulations are expected to result in higher regulatory standards, and, often additional revenues for companies that service these industries. However, some changes in regulations, such as a relaxation in regulatory requirements or the introduction of streamlined or expedited approval procedures, or an increase in regulatory requirements that we have difficulty satisfying or that make our regulatory strategy services less competitive, could eliminate or substantially reduce the demand for our regulatory services.
Competition
The market for our biosimulation products and related services for the biopharmaceutical industry is competitive and highly fragmented. In our view, the principal competitive factors in our market are the functionality and quality of models, the breadth of molecular types, therapeutic areas, and modalities supported, regulator acceptance of our solutions, ease of use and functionality of applications, depth of experience in drug
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development, brand awareness and reputation, total cost, and the ability to securely integrate with other enterprise applications and the overall drug development process in the customer.
Macroeconomic conditions
Uncertain macroeconomic conditions, including higher inflation, rising interest rates and instability in the financial system, geopolitical conflicts, and pandemics or other infectious disease outbreaks, may pose challenges to our business. We believe that any impacts these conditions may have on our business would be transitory and we are well-equipped to manage them going forward.

Non-GAAP Measures
Management uses various financial metrics, including total revenues, income from operations, net income, and certain metrics that are not required by, or presented in accordance with, GAAP, such as adjusted EBITDA, adjusted net income, and adjusted diluted earnings per share, to measure and assess the performance of our business, to evaluate the effectiveness of our business strategies, to make budgeting decisions, to make certain compensation decisions, and to compare our performance against that of other peer companies using similar measures. We believe that the presentation of the GAAP and the non-GAAP metrics in this filing will aid investors in understanding our business.
Management measures operating performance based on adjusted EBITDA defined for a particular period as net income (loss) excluding interest expense, provision (benefit) for income taxes, depreciation and amortization expense, intangible asset amortization, equity-based compensation expense, acquisition and integration expense, and other items not indicative of our ongoing operating performance. Management also measures operating performance based on adjusted net income defined for a particular period as net income (loss) excluding, equity-based compensation expense, amortization of acquisition-related intangible assets, acquisition and integration expense, and other items not indicative of our ongoing operating performance. Further, management measures operating performance based on adjusted diluted earnings per share defined for a particular period as adjusted net income divided by the weighted-average diluted common shares outstanding.
We believe adjusted EBITDA, adjusted net income, and adjusted diluted earnings per share are helpful to investors, analysts, and other interested parties because they can assist in providing a more consistent and comparable overview of our operations across our historical periods. In addition, these measures are frequently used by analysts, investors, and other interested parties to evaluate and assess performance.
Adjusted EBITDA, adjusted net income, and adjusted diluted earnings per share are non-GAAP measures and are presented for supplemental purposes only and should not be considered as an alternative or substitute to financial information presented in accordance with GAAP. Adjusted EBITDA, adjusted net income, and adjusted diluted earnings per share have certain limitations in that they do not include the impact of certain expenses that are reflected in our condensed consolidated statements of operations and comprehensive income (loss) that are necessary to run our business. Other companies, including those in our industry, may not use these measures and may calculate them differently than those presented, limiting the usefulness as a comparative measure.
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The following table reconciles net income (loss) to adjusted EBITDA:
THREE MONTHS ENDED
JUNE 30,
SIX MONTHS ENDED
JUNE 30,
2024 2023 2024 2023
(in thousands)
Net income (loss)(a)$(12,574)$4,706 $(17,257)$6,064 
Interest expense(a)5,578 5,668 11,329 11,143 
Interest income(a)(2,486)(2,210)(5,060)