Netquote Inc. v. Byrd

Filing 164

RESPONSE to Motion re 155 MOTION to Exclude Expert Testimony filed by Plaintiff Netquote Inc.. (Attachments: # 1 Exhibit 1, # 2 Exhibit 1-A, # 3 Exhibit 1-B, # 4 Exhibit 2)(Perkins, Heather)

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Netquote Inc. v. Byrd Doc. 164 IN THE UNITED STATES DISTRICT COURT FOR THE DISTRICT OF COLORADO Civil Action No. 07-cv-00630-DME-MEH NETQUOTE, INC., a Colorado corporation, Plaint iff, v. BRANDON BYRD, an internet user making use of the IP Addresses 64.136.27.226 and 64.136.26.227, and MOSTCHOICE.COM, INC., a Georgia corporation, Defendants. NETQUOTE' RESPONSE TO S DEFENDANTS'MOTION TO EXCLUDE EXPERT TESTIMONY Plaint iff NetQuote, Inc. (" etQuote", through counsel, respectfully submits its response N ) to the Motion to Exclude Expert Testimony (the " aubert Motion" filed by Defendants D ) MostChoice.com, Inc. and Brandon Byrd (collectively, " ostChoice"unless otherwise noted). M I. INTRODUCTION MostChoice' Daubert Motion contains a series of arguments regarding the weight that s the finder of fact should accord the testimony of Stephen A. Duree (" uree" dressed up as D ) Daubert challenges to the reliability of his methodology. As discussed below, Duree' expert s opinio ns meet the requirements for admissibility set forth in the Rules of Evidence and related case law. Duree, relying on his considerable education and professional experience, applied a clearly articulated and reliable methodology based on information that an expert in his field would reasonably rely upon to arrive at his opinions. While MostChoice may disagree with his Dockets.Justia.com conclusio ns or contend he should have gone about reaching them in a different way, those issues are properly raised at trial. Accordingly, the Daubert Motion should be denied. II. BACKGROUND NetQuote and MostChoice are direct business competitors in the on-line insurance lead generat ion industry. Both NetQuote and MostChoice receive requests for insurance quotes from consumers, which they sell to their respective insurance-agent customers. Defendants candidly admit that MostChoice hired Byrd to submit false requests for insurances quotes to NetQuote in order to obtain the names of NetQuote' insurance agent customers by territory. (Mem. of Law s in Supp. of Defs.'Mot. for Summ. J. at 2 [Docket # 154].) MostChoice submitted at least 3,521 such malicious applications to NetQuote starting in the fall of 2006 and extending through at least July 2007. MostChoice' chief defense is to contend that this conduct did not cause s NetQuote any harm. (See id.) NetQuote retained Duree1 to evaluate and quantify certain of NetQuote' damages. On s October 1, 2007, Duree issued the Report on NetQuote' Damages Resulting from s Byrd/MostCho ice Submission of Malicious Applications to NetQuote and the Related Effects on NetQuote and its Business.2 (See Duree Report, Exhibit A-22 to Defendants' Motion to Exclude Expert Testimony by Defendants MostChoice.com, Inc., Brandon Byrd [filed under seal at Docket No. 151] [hereinafter " x. A-22"3.) In the Report, Duree opines that: E ] Defendants do not challenge Duree' qualifications as an expert, which are detailed in the Duree Report. (See Ex. s A-22, Duree Report SD0079-80.) Duree is a Certified Public Accountant with qualifications and experience in con ductin g business valuations. (Id.) 2 1 Subsequently, on October 8, 2007, Duree issued errata to his earlier report, in which he corrected a small number of immaterial typographical errors in the original report. 3 MostChoice appropriately filed Duree' Report and certain documents on which he relied under seal, as they s contain information properly designated highly confidential under the Protective Order. Because this Response does not reproduce information designated highly confidential, but merely refers to the documents, NetQuote has not filed it under seal. 2 · · · · · NetQuote lost 157 local insurance agent accounts as a result of MostChoice' s malicious applications; Its damages for two lost national accounts total approximately $1.1 million; NetQuote' damages for lost local accounts total $1.1-1.5 million; s NetQuote suffered $128,000 in damages related to responding to MostChoice' s attack; MostChoice made at least $51,000 in sales to NetQuote customers affected by malicious applications. (Id. SD0017, 19.) III. A. ARGUMENT LEGAL STANDARD FOR ANALYSIS OF EXPERT TESTIMONY. This Court' review of the Daubert Motion is governed by Rule 702 of the Federal Rules s of Evidence and Daubert v. Merrell Dow Pharmaceuticals, Inc., 509 U.S. 579 (1993), and its progeny. Rule 702 states the following requirements for the admission of expert testimony: (1) the proferred expert testimony must " ssist the trier of fact to understand the evidence or to a determine a fact in issue" o ften referred to as the "elevance"or "it"requirement; (2) the -- r f witness must be " ualified as an expert by knowledge, skill, experience, training or q education," co mmo nly called the " ualificat ions"requirement; and (3) the proferred testimony -- q must be reliable-- the reliability requirement. Fed. R. Evid. 702. See also Bitler v. A.O. Smith Corp., 400 F.3d 1227, 1232 (10th Cir. 2004). In Daubert, the Supreme Court held that a court faced with a proffer of scientific expert testimony is obliged to determine whether the testimony is both relevant and reliable. Daubert, 509 U.S. at 589, 594-95. The Supreme Court subsequent ly made clear that this " atekeeping"requirement and the relevance and reliability g standards of Rule 702 likewise apply to proffers of non-scientific expert testimony. Kumho Tire Co. v. Carmichael, 526 U.S. 137, 147 (1999). 3 Because MostChoice challenges neither the relevance/fit of Duree' testimony nor his s qualificat ions as an expert, the reliability of his methodology is the only matter at issue in the Daubert Motion. Testimony is reliable if (i) the testimony is based upon sufficient facts or data, (ii) the testimony is the product of reliable principles and methods, and (iii) the witness has applied the principles and methods reliably to the facts of the case. Fed. R. Evid. 702. That there is a reliability requirement is not to say that the offering party must prove "hat the expert is t indisputably correct"for the expert' testimony to be admissible. Bitler, 400 F.3d at 1233 s (quoting Mitchell v. Gencorp Inc., 165 F.3d 778, 781 (10th Cir. 1999)); In re Williams Sec. Litig., 496 F. Supp. 2d. 1195, 1233 (N.D. Okla. 2007) (reliability evaluation should not be permitted to evolve into analysis of persuasiveness). Rather, the party need only prove that "he t method employed by the expert in reaching the conclusion is scientifically sound and that the opinio n is based upon facts which sufficiently satisfy Rule 702' reliability requirements." Id. s In cases where the proposed expert testimony is based on technical or other specialized knowledge, as opposed to scientific knowledge, the relevant inquiry into the expert' reliability s pred ictably shifts from objective indicia of scientific reliability to the experience of the witness. See Kumho Tire, 526 U.S. at 151 (holding experience would be principal indicator of reliability of testimony by perfume tester who claims to be able to test 140 odors at a sniff); Turck v. Baker Petrolite Corp., 10 Fed. Appx. 756, 766 (10th Cir. 2001) (holding an accountant may be qualified to give expert testimony on the value of lost future wages based principally on education and experience). The purpose of the Daubert/Kumho gatekeeping function is not to measure every expert by an inflexible set of criteria, but to undertake whatever inquiry is necessary to ` ake certain that an expert whether basing testimony on professional studies or m personal experience, employs in the courtroom the same level of intellectual rigor that 4 charact erizes the practice of an expert in the relevant field." Smith v. Ingersoll-Rand Co., 214 F.3d 1235, 1243 (quoting Kumho Tire, 526 U.S. at 152). If the test of reliability is met and the expert' testimony is otherwise admissible, "t is up to the jury to decide whether the expert used s i the best or most reliable methodology, what weight to accord to his testimony and which of compet ing experts' opinions should be credited." Cook v. Rockwell Int' Corp., 2006 WL l 3533049, at *4 (D. Colo. Dec. 7, 2006). As the Advisory Committee to the 2000 amendments to Rule 702 noted with apparent approval, "a] review of the case-law after Daubert shows that the rejection of expert testimony [ is the exception rather than the rule." Fed. R. Evid. 702 advisory committee' notes to 2000 s amendment. B. DUREE' METHODOLOGY. S Duree' analysis of NetQuote' damages had two phases: (i) in the first phase, Duree s s ident ified lost accounts for consideration in the damages calculation (the "dent ificat ion phase"; i ) and (2) in the second phase, Duree quantified damages resulting to NetQuote as a result of these lost customers (the " uantificat ion phase". q ) 1. Identification Phase. To identify the customer accounts lost as a result of MostChoice' conduct, Duree s analyzed data regarding the 3,521 malicious applications. (Ex. A-22, Duree Report SD0005.) NetQuote generated 12,123 leads from MostChoice' 3,521 false applications. (Id.) These s malicious leads were, in turn, sent to 1,068 NetQuote local and national agents (collectively, the " ffected accounts". (Id.) Duree determined that five of the affected accounts were national a ) accounts and the remaining 1,063 were individual, local agent accounts. (Id.) With respect to 5 the five affected national accounts, Duree excluded three from his damages analysis based on infor mation from NetQuote. (Id. SD0015.) For the 1,063 affected local accounts, Duree performed two additional steps to identify accounts lost as a result of the false applications. First, Duree identified the affected local accounts that remained active NetQuote customers as of the date of his analysis and excluded those accounts from further analysis. (Id. SD0014.) After the exclusion of the continuing accounts, 271 inactive accounts, 147 terminated accounts and 41 accounts with no revenue in July 2007 (" ero revenue accounts" remained.4 (Id.) z ) Next, Duree analyzed account data to determine whether an inference could be drawn fro m that data that MostChoice' malicious leads caused the customer to cease doing business s with NetQuote. Duree considered a number of factors, including the duration that the agent had been a NetQuote customer, the timing of the receipt of malicious applications relative to the termination or inactivity of the account, and the number of malicious leads received by type of insurance product. (Id. SD0015.) Applying his professional judgment, Duree concluded that an affected account should be classified as a "o st account"where the number of malicious leads l was particularly significant in relation to the account' typical monthly revenue, and the timing s of the malicious leads was relatively close to the month in which the account' status adversely s changed. (Id. SD0015.) Duree identified 157 local accounts lost as a result of MostChoice' s attack. (Id. SD0016, 28-72.) 4 NetQuote classifies accounts as "erminated"either in response to a customer' specific request, or after the t s account has been in a suspended status for 60 days. An account is " uspended"where the customer stops taking s leads for more than 30 days without a waiver from customer service, or fails to make required payments. An account is reclassified as "nactive"after being "erminated"for two months. (Ex. A-22, Duree Report SD0014.) i t 6 2. Quantification Phase. Duree then proceeded to quantify damages for the 157 lost local accounts and two lost nat ional accounts. To perform the quantification of damages resulting from the lost accounts, Duree used certain data contained in the " llocat ion of the Purchase Price of NetQuote, Inc." A prepared by Quist Valuation (the " uist Report". Because the Quist Report is the focus of a Q ) substant ial portion of MostChoice' challenge to Duree' methodology, it merits discussion at s s some length. a. The Quist Report. The Quist Report was prepared by Quist Valuation (" uist" in connection with Q ) NetQuote' acquisition by its current owner and corporate parent, non-party NetQuote Holdings, s Inc. (" QH". (Ex. A-23 to Daubert Mot., Quist Report.) Quist is a nationally recognized and N ) highly reputable business valuation firm. (Decl. of Stephen A. Duree (" uree Decl." ¶ 15, D ) attached hereto as Exhibit 1.) Quist performed the analysis in order to allocate the price NQH paid to acquire NetQuote to the assets it acquired, for purposes of recording the allocated values on NetQuote' financial statements. (Ex. 1, ¶¶ 3-6; see also Summary of Financial Accounting s Standards Board (" ASB" Statement No. 141, attached as to Duree Decl. as Exhibit A.) This F ) evaluat ion is required by Generally Accepted Accounting Principles (" AAP". (Id.) In other G ) words, the Quist Report was prepared as part of NetQuote' ordinary operations and financial s reporting obligations. (Id. ¶ 6.) Quist' conclusions on the appropriate allocation of the purchase price were, in turn, s recorded on NetQuote' 2005 year end balance sheet as the value of the assets acquired as of s their acquisition in August 2005. (Id. ¶ 7.) PriceWaterhouseCoopers (" WC", a highly P ) reputable national accounting firm, audited NetQuote' 2005 financial statements in accordance s 7 with Generally Accepted Auditing Standards (" AAS". As part of the audit, PWC evaluated G ) the analysis and conclusions of the Quist Report. (Id. ¶¶ 8-9.) PWC concluded that the allocat ion contained in the Quist Report was reasonable and that NetQuote' 2005 financial s statements, into which the conclusions of the Quist Report were integrated, fairly stated NetQuote' assets and liabilities and results of operations in accordance with GAAP. (Id. ¶ 8.) s Duree also independently concluded, based on his education and experience, that Quist' s analys is was reasonable and contained reliable data and analysis on which he could properly rely in his methodology. (Id. ¶¶ 10-16.) b. The Quantification Methodology. To quantify damages, Duree first assumed that NetQuote' customer relationships would s decay over a seven-year period, based on a similar assumption used in the Quist Report to determine the book value of NetQuote' customer relationships. (Duree Tr. at 30:3-16, excerpts s attached to Daubert Mot.) Duree independently determined that the seven-year decay period was appropriate for NetQuote' local accounts, based upon his experience in conducting s valuat ions of companies similar to NetQuote. (Ex. 1, Duree Decl. ¶ 16.) Second, Duree evaluated and then employed the revenue projections related to NetQuote' existing customers set forth in the Quist Report at Exhibit 14. (Ex. A-22, Duree s Report at SD0019.) These projections of NetQuote expected revenue from existing customers over the seven year decay period were found to be reasonable by PWC in its audit of NetQuote' s 2005 financial statements. (Ex. 1, Duree Decl. ¶ 15.) Duree then applied the seven-year decay period and a conservative twenty five percent business risk discount rate (also applied by Quist and found to be reasonable by PWC) to arrive at a present value of the revenue stream of NetQuote' existing customer relationships before related costs. (Ex. A-22, Duree Report at s 8 SD0019.) Duree compared that present value figure for the existing customer relationships of $123,557,589 with the annualized 2005 revenues for the existing customers, and determined that the relationship of the present value of the customer revenues to the annualized base-year revenues for the same customers was a 3.2 value multiple. (Id.) In other words, for purposes of valuat ion, the value of a customer equates to 3.2 times the annual revenue generated from that customer. (See id.) Duree then determined the value of each lost account by calculating each account' s average monthly revenue, annualizing that revenue, and multiplying the annualized revenue by 3.2. (Id. SD0020-22.) Based on this analysis, Duree determined that the fair value of the lost nat ional accounts was $1,122,368 and the fair value of the lost local accounts was $2,021,193. (Id. SD0019.) After giving consideration to other possible causes of customer losses, Duree concluded that a range of 50-75% of the damages resulting from lost local accounts were caused by MostChoice' false applications. (Id. SD0016.) Duree based this range on his professional s judgment based on his experience and his analysis of the customer data in the identification phase of his analysis. (Duree Tr. at 64:6-15, additional excerpts attached hereto as Exhibit 2.) C. DUREE' METHODOLOGY IS RELIABLE AND HIS OPINIONS ARE S ADMISSIBLE. Duree employed a reliable methodology drawn from his considerable experience in accounting and business valuation. He relied upon techniques, data and information that experts in his field would reasonably rely upon. The reliability of Duree' testimony is derived from his s many years of professional experience and continuing education with damages analysis and 9 business valuation, his review of relevant discovery materials, and the fit between the bases for his opinions and the facts of this case.5 Consequently, the Daubert Motion should be denied. 1. Duree' Identification Methodology is Reliable. s a. MostChoice' Attack on Duree' Identification Methodology Goes to s s Weight But Not Admissibility of His Opinions. MostChoice first contends that Duree' testimony should be excluded because his s ident ificat ion of the affected accounts was subjective. In reality, Duree considered objective customer data, including the customer' status, the duration of the relationship, the total number s of malicious leads received by type of insurance lead, and revenue by type of insurance lead. (Ex. A-22, Duree Report Exs. 3.2 and 3.3, SD0028-72.) While Duree applied his professional judgment to the objective data in determining which accounts were sufficiently affected by Most Cho ice' attack to include in his analysis at the quantification phase, that does not render his s ent ire methodology speculative. U.S. v. Llera Plaza, 188 F. Supp. 2d 549, 571 (E.D. Pa. 2002) (noting that experts operate " ithin a vocational framework that may have numerous objective w components, but the expert' ultimate opining is likely to depend in some measure on s experient ial factors that transcend precise measurement and quantification". ) MostChoice next contends that Duree' methodology is flawed because he supposedly s considered only the number of leads purchased by the lost accounts, but not other data. This argument is belied by the Duree Report itself. As demonstrated by Exhibits 3.2 and 3.3 to his report, Duree explicitly considered in his analysis customer inception and end dates, the total 5 MostChoice insinuates that this court should deem Duree' methodology unreliable because two other courts have s previously declined to adopt his opinions. (Daubert Mot. at 7.) Neither court excluded Duree' testimony as s unreliable; indeed both courts admitted his testimony, even if they did not ultimately credit it. In any event, the question here is whether Duree' methodology in this case is sufficiently reliable as to warrant admission. See s McReynolds v. Sodexho Marriott Servs., Inc., 349 F. Supp. 2d 30, 45 (D.D.C. 2004). (" ookin g to past decisions-- L whether the admitted [the expert'] testimony while nonetheless according it little weight . . . or whether they lauded s his work and gave it great weight . . . hardly advances this Court' Daubert analysis.". s ) 10 dollar value of leads purchased, and the number of malicious leads received by type of insurance. (Ex. A-22, Duree Report Exs. 3.2 and 3.3, SD0028-72.) In addition, notwithstanding MostChoice' assertion, Duree considered the credits NetQuote issued to customers and the s terms on which the customers purchased from NetQuote in constructing his overall methodology. (Ex. 1, Duree Decl. ¶ 21.) Duree also explained his decision not to interview NetQuote account holders, as MostChoice contends he should have done, on the basis that conducting interviews with customers so far after the fact would be of speculative value in his analysis. (See Ex. 2, additional Duree Tr. excerpts at 67:22-68:21.) Finally, Duree applied a significant (25-50%) discount to account for the possibility that customer losses occurred for reasons other than MostChoice' conduct. (Ex. A-22, Duree Report SD0016-17.) s At bottom, MostChoice' contentions, while off the mark, would only potentially be s relevant to the weight the jury should assign to Duree' opinions, and not to their admissibility. s See Bitler, 400 F.3d at 1237-38; see also Asad v. Continental Airlines, Inc., 314 F. Supp. 2d 726, 740 (N.D. Ohio 2004) ("he fact that several possible causes might remain ` neliminated' t u goes to the accuracy of the conclusion and not the soundness of the methodology"; Parish Oil Co., Inc. ) v. Dillon Cos., Inc., 2006 WL 2632566 at *7 (D. Colo. Sept. 13, 2006) ("a]ssuming arguendo [ that [the expert'] opinion fails to account for other factors that may have had an impact... does s not render his underlying methodology unsound". ) b. Duree Appropriately Included the Eight Zero Revenue Accounts with His Identification Methodology. MostChoice next contends that Duree should have excluded the 41 zero revenue custo mers from his analysis altogether. (Daubert Mot. at 9.) As Duree explains in his report, the classificat ion of an account as "nactive"or "erminated"is a clerical construct applied within i t 11 NetQuote' system-- the fact that these customers weren' officially designated "nactive"or s t i "erminated"as of July 2007 does not change the fact that they had ceased purchasing from t NetQuote by July 2007. (Ex. A-22, Duree Report SD0014 n.15.)6 While MostChoice is free to argue at trial that Duree should have excluded the zero revenue accounts, his inclusion of those accounts does not render his methodology unreliable. Asad, 314 F. Supp. 2d at 726; see also Cook, 2006 WL 3533049 at *35. MostChoice further contends that, with respect to the zero revenue accounts, Duree' s methodology is particularly deficient because he did not consider what MostChoice contends is evidence that NetQuote' lead quality was poor as evidenced by the credits issued in the months s leading up to July 2007. (Daubert Mot. at 9.) As noted above, Duree did consider credits in constructing his overall methodology. (Ex. 1, Duree Decl. ¶ 21.) MostChoice moreover ignores the fact that the parties offer different reasons for the amount of credits issued by NetQuote. (See NetQuote' Response to MostChoice' Motion for Summary Judgment at 15-16.) Duree is s s per mitted to assume that NetQuote' version of why those credits were issued is the correct one. s See Walker v. Gordon, 46 Fed. Appx. 691, 696 (3d Cir. 2002) (" n expert is . . . permitted to A base his opinion on a particular version of disputed facts . . .". ) c. Daubert' " rror Rate"Factor is Inapplicable. sE Finally, MostChoice contends that Duree' identification methodology has a " igh error s h rate"because Duree supposedly opined that 50 to 75% of NetQuote' overall customer attrition s were due to MostChoice' false submissions while supposedly conceding it could be none. s (Daubert Mot. at 3.) There are two defects with MostChoice' argument. s 6 Duree analyzed available NetQuote data through July 2007. NetQuote intends to supplement Duree' report to s reflect analysis of subsequent data if appropriate. 12 First, MostChoice completely misstates Duree' opinion. Duree did not apply the 50s 75% range in the identification phase to reach the conclusion that NetQuote' overall customer s attrition is 50-75% attributable to MostChoice' malicious applications. Rather, the 50-75% s range was applied in the quantification phase for the purpose of accounting for the possibility that certain of the lost accounts (all of which received multiple false leads) may have been lost for a combination of reasons (of which MostChoice' malicious applications may have been only s one), or for reasons other than MostChoice' conduct. (Ex. A-22, Duree Report SD0016; Duree s Tr. at 47:1-4.) In other words, the range applies only to the narrower subset of NetQuote customers who were actually materially affected by MostChoice' malicious applications. s Second, the 50 to 75% range does not equate to " rror rate"as that term was used in e Daubert. The Supreme Court has emphasized that "t]he inquiry envisioned by Rule 702 is . . . a [ flexible one,"Daubert, 509 U.S. at 594, and must be "ied to the facts of a particular case," t Kumho Tire, 526 U.S. at 150 (quotation marks omitted). For non-scientific evidence, such as Duree' analysis, "Daubert factors (peer review, publication, potential error rate, etc.) simply s ` are not applicable to this kind of testimony, whose reliability depends heavily on the knowledge and experience of the expert, rather than the methodology or theory behind it.' Hangarter v. " Provident Life & Accident Inc. Co, 373 F.3d 998, 1017 (9th Cir. 2004) (quoting Mukhtar v. Cal. State Univ., 299 F.3d 1053, 1059 (9th Cir. 2002)); see also In re Williams Sec. Litig., 496 F. Supp. 2d at 1234 (noting Daubert factors are to be used " nly to the extent that they are logically o applicable". Thus, MostChoice' argument fails. ) s 13 2. Duree Employed a Reliable Quantification Methodology. a. Duree' Use of the Quist Report Was Reasonable. s Wit h respect to the quantification phase, MostChoice primarily takes issue with Duree' s use of portions of the Quist Report in conducting his quantification of NetQuote' damages. s Duree' consideration of the Quist Report is expressly permitted by the Rules of Evidence and s the case law for at least two reasons. i. The Quist Report is Admissible as a Business Record. First, the Quist Report is admissible in its own right as a NetQuote business record and, thus, Duree properly considered it. Rule 803(6) of the Federal Rules of Evidence provides an exception to the hearsay rule for business records if they are " ept in the course of a regularly k conducted business activity, and if it was the regular practice of that business activity to make the memorandum [record]." Fed. R. Evid. 803(6).7 "The rationale behind the business records ` exception is that such documents have a high degree of reliability because businesses have incent ives to keep accurate records.' United States v. Gwathney, 465 F.3d 1133, 1140 (10th " Cir. 2006). " lt hough a financial statement audit is based in part on hearsay, it is generally A admissible as a business record of the audited entity under Fed. R. Evid. 803(6)." Paddack v. Dave Christensen, Inc., 745 F.2d 1254, 1257 n.3 (9th Cir. 1984); accord Condus v. Howard Sav. Bank, 986 F. Supp. 914 (D.N.J. 1997) (independent assessor' report on the quality of the bank' s s credit administration process and loan loss reserves admissible under Fed. R. Evid. 803(6)). Likewise, the Quist Report, which was incorporated into NetQuote' financial reporting and s 7 To satisfy Rule 803(6), ` document must (1) have been prepared in the normal course of business; (2) have been a made at or near the time of the events it records; . . . (3) be based on the personal knowledge of the entrant or of an in formant who had a business duty to transmit the information to the entrant; and (4) not have involved sources, methods, or circumstances indicating a lack of trustworthiness." Gwathney, 465 F.3d at 1140-41; see also Simpson v. Univ. of Colo., 2007 U.S. Dist. LEXIS 30106 (D. Colo. 2007) (same). 14 audited by PWC, is admissible. Thus, because the Quist Report is itself admissible, Duree' s reliance upon it is permitted. See In re Sulfuric Acid Antitrust Litig., 235 F.R.D. 646, 653 (N.D. Ill. 2006). ii. Rule 703 Permits an Expert to Rely on Any Material Reasonably Relied Upon by Experts in the Field. Second and independently, Rule 703 of the Federal Rules of Evidence explicitly permits an expert to rely upon any matter that an expert in the field would reasonably rely upon to form the offered opinion. Indeed, Rule 703 permits experts to base their opinions on " ll manner of a underlying data that might otherwise not be admissible in evidence, including interviews, reports prepared by third parties, clinical and other studies, and technical publications." In re Sulfuric Acid Antitrust Litig., 235 F.R.D at 654 (citing 4 Weinstein' Federal Evidence § 703.04[3]). s Rule 703 merely requires that the facts or data on which Duree based his opinions be of a type reasonably relied upon by experts in the particular field in forming opinions or inferences on the subject. Fed. R. Evid. 703; see also TK-7 Corp. v. Estate of Barbouti, 993 F.2d 722, 732-33 (10th Cir. 1993) (noting expert generally allowed to rely on third-party valuation, but excluding opinio n because expert conceded valuation relied upon was unreliable); In re Sulphuric Acid Antitrust Litig., 235 F.R.D. at 655 (ruling expert testimony that relied on third-party work ad missible); Ohio Envt' Dev. Ltd. P'hip. v. Envirotest Sys. Corp., 478 F. Supp. 2d 963, 975 l s (N.D. Ohio 2007) (same). MostChoice relies on two distinguishable cases for the proposition that Duree may not use the Quist Report in his analysis. In Sunlight Saunas, Inc., the court excluded an expert' s damage calculation because it was, among other deficiencies, based entirely on unaudited sales forecasts prepared by the party which the expert undertook no effort to independently analyze. 15 Sunlight Saunas, Inc. v. Sundance Sauna, Inc., 427 F. Supp. 2d 1022, 1030 (D. Kan. 2006). The court further noted that the there was no evidence in the record that a reasonable economic expert would have relied upon unsupported client projections without analysis. Id. Fisherman Surgical Instruments v. Tri-Anim Health Services, Inc., is inapposite for similar reasons. See 502 F. Supp. 2d 1170, 1188-89 (D. Kan. 2007) (excluding testimony where expert relied upon client forecasts, project ions and goals based on limited information and devoid of market analysis). Here, in contrast, notwithstanding the arguments of Defendants' counsel (which are unsupported by any evidence), the Quist Report contains precisely the type of data that a damages expert would normally use in conducting a damages quantification. (See Ex. 1, Duree Decl. ¶ 10-15.) See also Bauman v. Centex Corp., 611 F.2d 1115, 1120 (5th Cir. 1980) (admitting accountant' expert opinion based primarily on review of company files and financial s statements because the information was " f the type relied upon by certified public accountants o in evaluating the operation of corporations"; Int' Adhesive Coating Co. v. Bolton Emerson Int', ) l l 851 F. 2d 540, 544-45 (1st Cir. 1988) (accountant may provide expert testimony based on company records and interviews with employees); B.J. Tidwell Indus., Inc. v. Diversified Home Prods., 2007 WL 3118300 at *2 (W.D. Tex. Oct. 19, 2007) (holding expert reasonably relied on financial information received from client in evaluating business loss). Moreover, Duree concluded that the data and analysis contained in the Quist Report was reliable based upon his education and nearly 40 years of experience as a CPA, including his experience with preparing, evaluating and reviewing analyses such as that contained in the Quist Report. Duree' reliance on the Quist Report in his damages quantification was reasonable s because: 16 · the Quist Report was prepared prior to the start of MostChoice' attack on s 8 NetQuote and for reasons wholly unrelated to this litigation. (Ex. 1, Duree Decl. ¶ 15.) PWC, a highly reputable accounting firm, had conducted audit procedures on the Quist Report. (Id.) reliance on such analysis is permitted by relevant accounting industry professional standards. (Id. ¶¶ 12-15; see also Statement of Auditing Standards No. 73 (" AS S No. 73", attached to Duree Decl. as Exhibit B.) ) Duree has regularly relied upon the types of information contained in the Quist Report, both in his work as a consultant and in his work as a CPA. (Ex. 1, Duree Decl. ¶ 11.) Duree interviewed Quist personnel and satisfied himself that they had appropriately conducted the procedures required by FASB No. 141. (Id. ¶ 15.) Duree confirmed that PWC reviewed, evaluated, and relied upon the Quist Report in the audit of NetQuote' 2005 financial statements. (Id.) s · · · · · See, e.g., In re Sulfuric Acid Antitrust Litig., 235 F.R.D. at 654; Ohio Envt' Dev. Ltd. P'hip., l s 478 F. Supp. 2d at 974-75 (holding that repair estimates prepared by third party and relied upon by expert were " recisely the source of data `easonably relied upon'by experts in the field". p r ) Finally it is worth noting that Duree did not blindly rely upon the Quist Report. Rather, Duree specifically considered whether the Quist Report was a sufficiently reliable source of informat ion for use in his analysis and concluded that it was based upon his extensive experience. (Ex. 1, Duree Decl. ¶¶ 15-16.) In addition, with respect to the seven-year decay period, Duree independently concluded that the decay period was consistent with decay rates used for analysis of similar assets in his experience. (Id. ¶ 16.) With respect to the projections of future sales and the business risk discount rate applied by Quist and reviewed and evaluated by 8 Defendants contend that Duree' use of the Quist Report was improper because Duree used it for a purpose other s than the valuation purpose for which it was intended. It is true that the Quist Report was not created with an eye towards its use in this litigation-- a fact that bolsters its reliability. Fed. R. Evid. Advisory Committee' notes to s 2000 amendment. 17 PWC, in addition to the considerations enumerated above, Duree considered their reasonableness and concluded they were within a range of reasonableness based on his professional experience. (Id. ¶ 19.) Accordingly, Duree' reliance on the Quist Report, the reasonableness of which was s confirmed by his own extensive experience, was appropriate and provides no basis for excluding his opinions. See, e.g., In re Sulfuric Acid Antitrust Litig., 235 F.R.D. at 654; Ohio Envt' Dev. l Ltd. P'hip., 478 F. Supp. 2d at 974-75; In re Polypropylene Carpet Antitrust Litig., 93 F. Supp. s 2d 1348, 1357 (N.D. Ga. 2000). b. Defendants'Remaining Challenges Do Not Go to the Admissibility of Duree' Opinions. s i. Seven-Year Decay Period. MostChoice contends that use of the seven-year decay period for NetQuote' customer s relat ionships was inappropriate because none of the customer relationships lost had a duration of seven or more years. (Daubert Mot. at 4.) This argument fails. First , it is apparent that MostChoice misunderstands the significance of the seven-year decay period. Assuming a seven-year decay period is not the same thing as assuming that each NetQuote customer will cease to be a customer after seven years, or that all customers will persist for seven years, but rather that a seven-year attrition period is reasonable. (Ex. 1, Duree Decl. ¶¶ 16; Ex. 2, additional Duree Tr. excerpts at 31:6-10.) The seven-year decay factor is an accounting assumption, analogous to the assignment of a useful life for a tangible asset, such as a piece of computer equipment, over which period of time the tangible asset will be depreciated. (Ex. 1, Duree Decl. ¶ 17.) In his experience in conducting valuations of businesses similar to NetQuote, Duree has found that decay periods ranging from 5 to 10 years are appropriate for 18 customer relationships similar to NetQuote' relationships with its local agents, depending on a s variety of factors. (Id. ¶ 18.) Using his professional experience and judgment, Duree independent ly determined that Quist appropriately used the seven-year decay period in valuing NetQuote' customer relationships. s More fundamentally, MostChoice has offered no evidence that a seven-year decay factor was inappropriate so as to render Duree' entire methodology unreliable. The appropriateness of s a seven-year decay period as an assumption in his valuation goes to the weight of the testimony, but not its admissibility. See, e.g., Boucher v. U.S. Suzuki Motor Corp., 73 F.3d 18, 21 (2d Cir. 1996) (" ontentions that the assumptions are unfounded ` o to the weight, not the admissibility c g of the testimony' unless " ssumpt ions are so unrealistic and contradictory as to suggest bad " a fait h'or to be in essence an `pples and oranges comparison') (internal citation omitted). a " ii. Price of NetQuote. Defendants next contend that Duree' use of data in the Quist Report was inappropriate s because the Quist Report supposedly does not consider whether NQH overpaid when it acquired NetQuote.9 (Daubert Mot. at 6.) That argument ignores that, as part of conducting the evaluat ion required by FASB No. 141, Quist implicitly determined that the purchase price paid by NQH to acquire NetQuote was reasonable. (Ex. 1, Duree Decl. ¶ 20; Ex. 2, additional Duree Tr. excerpts at 17:4-18:2.) Since the acquisition, NetQuote has continued to carry the assets acquired at the values assigned by the Quist Report, less applicable depreciation and amortizat ion. (Id.) Neither NetQuote nor its auditors have determined that the value of the MostChoice points to the Common Stock Valuation of NetQuote Holdings, Inc. to support its contention that NQH over paid for NetQuote. That report does not purport to value NetQuote as a whole, or value its customer relationships. (See Ex. 1, Duree Decl. ¶ 22.) Rather, that report was required by FASB Statement 123(R), which requires that the cost resulting from share-based compensation (such as employee stock option plans) be valued and recogn ized as an expense in the financial statements. Thus, it cannot properly be compared to the value of the company as a whole. 9 19 acquisit ion has been impaired-- in other words, neither have concluded that NQH overpaid. (Id.) MostChoice' argument on this point misinterprets the significance of the report on which it s relies, and in any event, would at best go to the weight of testimony. 10 IV. CONCLUSION For the reasons set forth above, the Daubert Motion should be denied. Dated: January 3, 2008 Respect fully submitted, s/ Heather Carson Perkins David W. Stark Heather Carson Perkins FAEGRE & BENSON LLP 3200 Wells Fargo Center 1700 Lincoln Street Denver, Colorado 80203 Tel: (303) 607-3500 / Fax: (303) 607-3600 E-mail: dstark@faegre.co m hperkins@faegre.co m Daniel D. Williams Teresa Taylor Tate FAEGRE & BENSON LLP 1900 Fifteenth Street Boulder, Colorado 80302 Tel: (303) 447-7700 / Fax: (303) 447-7800 E-mail: dwilliams@faegre.co m ttate@faegre.co m Attorneys for Plaintiff NetQuote, Inc. Interestingly, Defendants also fault Duree for conducting analysis independent of and different from that conducted by the Quist Report. (Daubert Mot. at 7.) Specifically, Defendants note that Duree calculated the present value of NetQuote' customer relationships at approximately $123 million, whereas Quist valued the relationships at s $11 million. (Id.) This is because Duree calculated the net present value of the revenue stream before deduction of costs that are not incremental to the value of the customer. (Ex. 1, Duree Decl. ¶ 22.) This is another example of a methodological decision that MostChoice misunderstands but is free to challenge at trial. 10 20 CERTIFICATE OF SERVICE I certify that on this 3rd day of January, 2008, I electronically filed the accompanying NETQUOTE' RESPONSE TO DEFENDANTS' MOTION TO EXCLUDE EXPERT S TESTIMONY with the Clerk of Court using the CM/ECF system, which will send notification of such filing to the following counsel of record: Ryan L. Isenberg, Esq. ISENBERG & HEWITT, P.C. 7000 Peachtree Dunwoody Road, Bldg 15, Suite 100 At lanta, GA 30328 ryan@isenberg-hewitt.com s/ Veronica Thomas fb.us.2499793.08

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