HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
Megan Dixon (Cal. Bar No. 162895)
HOGAN LOVELLS US LLP
3 Embarcadero Center
Suite 1500
San Francisco, CA 94111
Telephone: (415) 374-2300
Facsimile: (415) 374-2499
E-Mail: megan.dixon@hoganlovells.com
Robert F. Leibenluft (admitted pro hac vice)
William L. Monts III (admitted pro hac vice)
Benjamin F. Holt (admitted pro hac vice)
HOGAN LOVELLS US LLP
555 Thirteenth Street, N.W.
Washington, D.C. 20004-1109
Telephone: (202) 637-5600
Facsimile: (202) 637-5910
E-Mail: robert.leibenluft@hoganlovells.com
william.monts@hoganlovells.com
benjamin.holt@hoganlovells.com
Attorneys for Defendants
American Society for Reproductive Medicine and
Society for Assisted Reproductive Technology
UNITED STATES DISTRICT COURT
NORTHERN DISTRICT OF CALIFORNIA
LINDSAY KAMAKAHI and JUSTINE
LEVY, individually, and on behalf of
themselves and all others similarly situated,
Plaintiffs,
v.
AMERICAN SOCIETY FOR
REPRODUCTIVE MEDICINE and
SOCIETY FOR ASSISTED
REPRODUCTIVE TECHNOLOGY,
Defendants.
Case No. 3:11-CV-1781-JCS
DEFENDANTS’ NOTICE OF MOTION
AND MOTION TO EXCLUDE THE
OPINIONS OF DR. HAL J. SINGER ON
CLASS CERTIFICATION; DEFENDANTS’
MEMORANDUM OF POINTS AND
AUTHORITIES IN SUPPORT OF
THEREOF
DATE : January 23, 2015
TIME : 9:30 a.m.
JUDGE: Honorable Joseph C. Spero
COURTROOM : Courtroom G, 15th Floor
455 Golden Gate Ave.
San Francisco, CA 94102
DOCUMENT SUBMITTED UNDER SEAL
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page1 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
NOTICE OF MOTION AND MOTION
TO THE PARTIES AND THEIR ATTORNEYS OF RECORD:
PLEASE TAKE NOTICE that on January 23, 2015, at 9:30 a.m., before the Honorable
Joseph C. Spero, Magistrate Judge, at the United States Courthouse, Courtroom G, 15th Floor,
450 Golden Gate Avenue, San Francisco, CA 94102, Defendants will and hereby do move for an
Order Excluding the Opinions of Dr. Hal J. Singer on Class Certification. Dr. Singer’s initial
report was filed under seal on April 25, 2014, and his reply was filed under seal on August 29,
2014. This motion is based on this Notice of Motion and Motion, the supporting Memorandum
of Points and Authorities, all of the pleadings and documents on file in this action, and such other
matters as may be presented at or before the hearing.
Respectfully submitted,
By: /s/ William L. Monts III
Megan Dixon (Cal. Bar No. 162895)
HOGAN LOVELLS US LLP
3 Embarcadero Center
Suite 1500
San Francisco, California 94111
Telephone: (415) 374-2300
Facsimile: (415) 374-2499
E-Mail: megan.dixon@hoganlovells.com
Robert F. Leibenluft (admitted pro hac vice)
William L. Monts III (admitted pro hac vice)
Benjamin F. Holt (admitted pro hac vice)
HOGAN LOVELLS US LLP
555 Thirteenth Street, N.W.
Washington, D.C. 20004-1109
Telephone: (202) 637-5600
Facsimile: (202) 637-5910
E-Mail: robert.leibenluft@hoganlovells.com
william.monts@hoganlovells.com
benjamin.holt@hoganlovells.com
Attorneys for Defendants
December 9, 2014 American Society for Reproductive Medicine and
Society for Assisted Reproductive Technology
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page2 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- i -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
TABLE OF CONTENTS
TABLE OF AUTHORITIES .............................................................................................. ii
ISSUE TO BE DECIDED .................................................................................................. 1
INTRODUCTION .............................................................................................................. 1
LEGAL STANDARD..................................... .................................................................... 2
ARGUMENT ......................................................................................................................... 4
I. DR. SINGER’S REGRESSIONS ARE UNRELIABLE AND DO NOT FIT THE
FACTS OF THE CASE ......................................................................................... 5
A. Dr. Singer’s Regression Analyses Provide No Reliable Basis for Measuring
Classwide Impact From Common Evidence Across a Nationwide Class ............... 6
B. Dr. Singer’s Regressions Rest on Assumptions That Are Contrary to the
Undisputed Facts ..................................................................................... 12
II. DR. SINGER’S “RIGID PRICING STRUCTURE” ANALYSIS DOES NOT
SALVAGE HIS OPINIONS.................................................................................. 14
A. Dr. Singer’s Conclusion That a “Rigid Pricing Struct re” Exists Applies
No Recognized Economic Principle .............................................................. 15
B. Dr. Singer’s “Rigid Pricing Structure” Analysis Ignores Actual
Compensation Data and Substantial Variation in Compensation Across
Clinics and Agencies .............................. ................................................. 16
CONCLUSION ........................................ ....................................................................... 18
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page3 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- ii -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
TABLE OF AUTHORITIES
CASES
American Honda Motor Co. v. Allen,
600 F.3d 813 (7th Cir. 2010) ...................................................................................... 4
Atlantic Richfield Co. v. USA Petroleum Co.,
495 U.S. 328 (1990) ................................................................................................... 5
Bell Atl. Corp. v. AT&T Corp.,
339 F.3d 294 (5th Cir. 2003) ...................................................................................... 6, 13
Brunswick Corp. v. Pueblo Bowl-O-Mat. Inc.,
429 U.S. 477 (1977) ................................................................................................... 5
Clark v. Takata Corp.,
192 F.3d 750 (7th Cir. 1999) .................................................................................... 16
Comcast Corp. v. Behrend,
133 S. Ct. 1426 (2013) ............................................................................................. 12
Daubert v. Merrell Dow Pharms., Inc.,
509 U.S. 579 (1993) .................................................................................... 2, 3, 13, 16
Daubert v. Merrill Dow Pharms., Inc.,
43 F.3d 1311 (9th Cir. 1995) ................................................................................ 3, 12
In re Graphics Processing Units Antitrust Litig.,
253 F.R.D. 478 (N.D. Cal. 2008) ................... ............................................................ 8
In re Hydrogen Peroxide Antitrust Litig.,
552 F.3d 305 (3d Cir. 2008) ....................................................................................... 5
In re New Motor Vehicles Canadian Export Antitrust Litig.,
522 F.3d 6 (1st Cir. 2008) ................................................................................................ 5
In re Photochromic Lens Antitrust Litig.,
2014 WL 1338605 (M.D. Fla. Apr. 3, 2014) ............................................................. 10, 12
In re Zurn Pex Plumbing Prods. Liab. Litig.,
644 F.3d 604 (8th Cir. 2011) ...................................................................................... 4
Kumho Tire Co. v. Carmichael,
526 U.S. 137 (1999) ................................................................................................... 3
Pecover v. Elec. Arts, Inc.,
2010 WL 8742757 (N.D. Cal. Dec. 21, 2010) ...................................................... 4, 12
United States v. Sandoval-Mendoza,
472 F.3d 645 (9th Cir. 2006) ...................................................................................... 3
Wal-Mart Stores, Inc. v. Dukes,
131 S. Ct. 2541 (2011) ....................................................................................5, 10, 12
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page4 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- iii -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
STATUTES
15 U.S.C. § 1 .......................................................................................................................... 1
15 U.S.C. § 15 .................................... .......................................................................... 4, 5
15 U.S.C. § 26 .................................... .............................................................................. 5
RULES
Fed. R. Civ. P. 23(a)(2) .......................... ........................................................................... 2
Fed. R. Civ. P. 23(b)(3)........................................................................................................... 2
Fed. R. Evid. 702 .............................................................................................................. 2, 15
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page5 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 1 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
ISSUE TO BE DECIDED
Should the Court exclude the opinions of Dr. Hal J. Singer under Rule 702 of the Federal
Rules of Evidence and Daubert v. Merrill Dow Pharmaceuticals, Inc., 509 U.S. 579 (1993),
because they are the products of unreliable methodologies and do not fit with the facts in the
record?
MEMORANDUM OF POINTS AND AUTHORITIES
Defendants American Society for Reproductive Medicine (“ASRM”) and Society for
Assisted Reproductive Technology (“SART”) (collectively, “Defendants”) submit this
memorandum in support to their motion to exclude the opinions of Dr. Hal J. Singer.
INTRODUCTION
This case is a putative antitrust class action brought on behalf of women who have
donated eggs for assisted reproductive procedures. Named Plaintiffs’ (“Plaintiffs’”) amended
complaint alleges that Defendant ASRM, an society of medical professionals performing assisted
reproductive procedures, has promulgated an ethics report, see “ASRM Ethics Committee
Report” entitled Financial Compensation of Oocyte Donors (“Ethics Report”),1 addressing
compensation of egg donors. That Ethics Reports sta es that donor compensation above $5,000
requires justification and that compensation above $10,000 is not appropriate Consolidated
Amended Complaint (“Comp.”) ¶¶ 60-63. Plaintiffs also allege that because SART, a
professional society of assisted reproductive medical linics, imposes the compensation
provisions of the Ethics Report on its members and obtains the agreement of independent donor
agencies to adhere to those provisions as well, ASRM and SART have formed a price-fixing
conspiracy that caps compensation for egg donors in violation of section 1 of the Sherman Act.
15 U.S.C. § 1; see Comp. ¶¶ 105-09. Plaintiffs have moved for certification of nationwide class
of egg donors seeking both injunctive relief and treble damages.
In support of their motion, Plaintiffs have offered the opinions of Dr. Hal J. Singer, an
1 The Ethics Report is available on the ASRM website at
https://www.asrm.org/uploadedFiles/ASRM_Content/News_and_Publications/Ethics_Committee
_Reports_and_Statements/financial_incentives.pdf.
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page6 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 2 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
expert economist. Dr. Singer offers opinion testimony addressing two issues essential to
Plaintiffs’ certification motion: commonality, Fed. R. Civ. P. 23(a)(2), and predominance. Id.
23(b)(3). He opines that Plaintiffs can show through common evidence that the compensation
provisions of the Ethics Report have a common impact on all members of the class and that
aggregate class damages may be calculated using common proof. Those opinions rest on two
foundations. First, based on data from one clinic and one donor agency in the San Francisco
area, Dr. Singer ran two “illustrative” regression a alyses and opines that, if given sufficient data,
he can demonstrate classwide impact from common evidence and calculate aggregate class
damages. Second, based on analysis of mostly advertised compensation from various clinics and
donor agencies, Dr. Singer concludes that there is a “rigid pricing structure” for donor
compensation. Those opinions are the cornerstones f Plaintiffs’ request for class certification.
While Defendants concede that Dr. Singer is qualified to testify as an expert economist,
his opinions in this case must be excluded under Daubert v. Merrell Dow Pharmaceuticals, Inc.,
509 U.S. 579 (1993). Dr. Singer’s regressions and “rigid pricing structure” analysis rest on
unreliable methodologies. Moreover, neither squares with undisputed facts in the record.
Accordingly, neither meets the requirements for expert testimony set forth in Daubert, and his
opinions based on them are inadmissible.
LEGAL STANDARD
Under Rule 702 of the Federal Rules of Evidence, expert testimony is admissible if it
“will assist the trier of fact to understand the evid nce or to determine a fact in issue.” Expert
testimony must rest on “both . . . a reliable foundation” and be “relevant to the task at hand” to
satisfy Rule 702. Daubert, 509 U.S. at 597. Expert testimony failing either of those tests must be
excluded.
Expert testimony is reliable when “the knowledge underlying [the testimony] has a
reasonable basis in the knowledge and experience of the relevant discipline.” Id. (citation
omitted). The expert proffering the opinion must pu forth a reliable methodology from which the
proffered opinions were derived. Expert testimony is relevant when it “properly can be applied to
the facts in issue.” Id. at 592-93. In other words, “the knowledge underlying [the testimony] has
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page7 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 3 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
a valid . . . connection to the pertinent inquiry.” United States v. Sandoval-Mendoza, 472 F.3d
645, 654 (9th Cir. 2006) (citation omitted). There must be a “fit” between the proffered
testimony and the facts of the case. See Daubert v. Merrill Dow Pharms., Inc. 43 F.3d 1311,
1320 (1995). These standards apply both to scientific and non-scientific expert testimony.
Kumho Tire Co. v. Carmichael, 526 U.S. 137, 150 (1999) (noting that “there are many different
kinds of experts, and many different kinds of expertis ”).
Plaintiffs concede that Daubert’s strictures are fully applicable when expert testimony is
offered to support a motion for class certification. See Pls. Memorandum of Points and
Authorities in Support of Motion to Strike Class Certification Report of Insoo Hyun (Dkt. #133)
at 2-3. Moreover, as other courts in this district have noted, a Daubert inquiry at the class
certification stage serves a particularly useful function:
[U]ndertaking a full-blown Daubert analysis at the class certification stage makes
a great deal of practical sense. It is well established that courts, in evaluating
whether class certification is appropriate, cannot engage in a so-called “battle of
the experts.” Thus, while courts cannot decide which parties’ evidence is
ultimately more persuasive as to the merits of the case, they must nevertheless
make factual determinations regarding evidence as it relates to the requirements of
FRCP 23. There would be scant, if any benefit to the FRCP 23 inquiry if courts
cannot ensure that competing testimony is relevant, dmissible and in fact
proffered by an expert. While the court agrees that t e persuasiveness of
competing expert opinions as to liability should be left to the trier of fact, it cannot
conclude that accepting anyone’s testimony to establish commonality, typicality or
predominance is the proper way to ensure that FRCP 23’s requirements have been
met.
Pecover v. Elec. Arts, Inc., 2010 WL 8742757, at *4 (N.D. Cal. Dec. 21, 2010) (applying Daubert
principles to class certification) (emphasis in original); see also American Honda Motor Co. v.
Allen, 600 F.3d 813, 815-16 (7th Cir. 2010) (“when an expert’s report is critical to class
certification . . . , a district court must conclusively rule on any challenge to the expert’s
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page8 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 4 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
qualification or submissions prior to ruling on a cl ss certification motion”) (internal citation
omitted); cf. In re Zurn Pex Plumbing Prods. Liab. Litig., 644 F.3d 604, 614 (8th Cir. 2011)
(concluding that district court did not err “by conducting a focused Daubert analysis which
scrutinized the reliability of the expert testimony i light of the criteria for class certification ad
the current state of the evidence”). The Pecover court’s observations have particular force in this
case because fact discovery is now closed, and the parti s have the benefit of a full record to place
before this Court on class certification. In light of these principles and given Plaintiffs’
concession as to their applicability in the class certification context, Dr. Singer’s opinions are not
admissible unless they satisfy Daubert.
ARGUMENT
To understand why Dr. Singer’s opinions are inadmissible, one must first understand what
Plaintiffs’ must prove on their underlying claim and how that fits into the class certification
inquiry. To prevail on an antitrust claim, a private plaintiff must prove injury to her “business or
property.” 15 U.S.C. § 15. Not just any injury will do, however. The injury must be “antitrust
injury,” which is an injury “of the type the antitrust laws were designed to prevent and that flows
from that which makes defendants’ acts unlawful.” Brunswick Corp. v. Pueblo Bowl-O-Mat. Inc.,
429 U.S. 477, 489 (1977). In other words, the injury must correspond to the reason for finding an
antitrust violation. Atlantic Richfield Co. v. USA Petroleum Co., 495 U.S. 328, 342 (1990). The
antitrust injury requirement is an element of a claim whether a private plaintiff seeks monetary or
injunctive relief. Brunswick, 429 U.S. at 489 (antitrust injury required in treble damages actions
under section 4 of the Clayton Act, 15 U.S.C. § 15); Cargill, Inc. v. Monfort of Colo., Inc., 479
U.S. 104 (1986) (private plaintiff seeking injunctive relief under Section 16 of the Clayton Act,
15 U.S.C. § 26, must show that it is threatened with antitrust injury). As Dr. Singer conceded, for
any class to be certified, Plaintiffs must show that t e “conduct that elevated the prices ended up
touching all of the buyers in the class.” Depositin of Hal J. Singer (“Singer Dep.”) at 108:17-19
(attached as Exhibit 1 to the Declaration of William L. Monts III in Support of Defendants’
Administrative Motion to Seal Portions of Defendants’ Memorandum of Points and Authorities in
Support of Their Motion to Exclude the Opinions of Dr. Hal J. Singer on Class Certification
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page9 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 5 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
(“Monts Decl.”)). Plaintiffs must develop a methodology that, with evidence common to the
class as a whole, can establish “in one stroke,” Wal-Mart Stores, Inc. v. Dukes, 131 S. Ct. 2541,
2551 (2011), whether absent class members have suffred or will likely suffer antitrust injury. In
re Hydrogen Peroxide Antitrust Litig., 552 F.3d 305, 311 (3d Cir. 2008) (“individual injury (also
known as antitrust impact) is an element of the cause of action; to prevail on the merits, every
class member must prove at least some antitrust impact resulting from the alleged violation”); In
re New Motor Vehicles Canadian Export Antitrust Litig., 522 F.3d 6, 20 (1st Cir. 2008) (“In
antitrust class actions, common issues do not predominate if the fact of antitrust violation and the
fact of antitrust impact cannot be established through common proof.”); Bell Atl. Corp. v. AT&T
Corp., 339 F.3d 294, 302 (5th Cir. 2003) (“[W]here fact of damage cannot be established for
every class member through proof common to the class, the need to establish antitrust liability for
individual class members defeats Rule 23(b)(3) predominance.”). On that essential issue, Dr.
Singer’s opinions are the only evidence supporting Plaintiffs’ certification motion. Yet they fail
both the reliability and relevancy prongs of Daubert and are therefore inadmissible to support
class certification.
I. DR. SINGER’S REGRESSIONS ARE UNRELIABLE AND DO NOT FIT THE
FACTS OF THE CASE.
Dr. Singer’s regressions are the linchpin of his opini ns, but they fail both prongs of the
Daubert inquiry. First, Dr. Singer’s regressions are unreliable for determining common impact
on a putative nationwide class. Dr. Singer admits that his analysis is illustrative and applies only
to Fertility Connections, a donor agency in the SanFrancisco area, and not to any other clinic or
agency. Thus, even assuming that the regressions are properly specified, they cannot determine
whether the challenged Ethics Report had an impact on any absent class member donating at any
other agency or clinic in the United States. Second, Dr. Singer’s regression models are not
relevant because they are built on assumptions that contradict the undisputed facts in the case. In
designing his models, Dr. Singer has assumed that for a period of time Fertility Connections did
not comply with the challenged Ethics Report. But the unrebutted testimony of Sherri Barr, the
agency’s principal, establishes that Fertility Connections never believed that it was out of
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page10 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 6 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
compliance with the compensation provisions of the Ethics Report or even that it was bound by
them. Ms. Barr’s testimony also establishes that Fertility Connections always set its donor
compensation levels based on market factors and its own ethical considerations and those of the
clinics with which it worked and not based on any communications with Defendants.
A. Dr. Singer’s Regression Analyses Cannot Reliably Demonstrate Classwide
Impact From Common Evidence Across a Nationwide Class.
The Court need not delve into the particulars of Dr. Singer’s regression analyses to
conclude that his methodology is unreliable. Even crediting his approach and assuming that his
models are properly specified, they apply only to Fertility Connections, a single donor agency out
of more than 300 agencies and clinics in the United States. Dr. Singer’s two regressions use
Fertility Connections data for the period April 2005 to December 2008 and attempt to determine
what effect the donor compensation provisions in the c allenged Ethics Report had on the donor
compensation levels the agency paid. Class Certification Report of Hal. J. Singer, Ph.D. (“Singer
Rep.”) ¶¶ 31, 34-42 (attached as Exhibit 7 to Dkt. #119). In one, Dr. Singer compares donor
compensation paid by Fertility Connections for periods in which it was supposedly adhering to
the compensation levels set forth in the challenged Ethics Report with donor compensation paid
in periods during which it supposedly was not following those guidelines. Id. In the second, he
compares the same data from Fertility Connections t da a from Pacific Fertility Clinic, a clinic in
San Francisco with an internal donor program, in an effort to determine how donor compensation
at Fertility Connections “diverged from [Pacific Fertility Clinic’s] compensation levels” when
Fertility Connections supposedly “ceased to comply” with the compensation levels in the
challenged Ethics Report. Id. ¶ 43.
Even assuming that Dr. Singer’s models are accurately specified, they say nothing about
impact and damage suffered by the putative class as a whole. Dr. Singer has admitted that his
models are only “illustrative,” Id. at 12-13, 24 (labeling analyses as “Illustrative R gressions,”
“Illustrative Before-After Regression” and “Illustrative Difference-In-Differences Regressions”);
id. ¶¶ 38-39, 43-44 (substantive paragraphs referring to “illustrative before-after regression
model” and “illustrative difference-in-differences” pecification or model). He also admitted that
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page11 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 7 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
those illustrative regressions purport to measure impact and injury only among donors at Fertility
Connections. Singer Dep. at 113:10-14 (Monts Decl. Ex. 1) (“But I have not yet been asked and I
don’t feel comfortable yet at this point saying that I know that these experiences that I’ve looked
at are, in fact, representative. No one’s asked me that yet.”)2 He concedes that his models do not
apply outside of the San Francisco area, much less to the entire purported nationwide class of
donors for which Plaintiffs seek certification.3 To determine whether there was an impact on
donors at any other clinic or agency, Dr. Singer would have to create new regression models that
account for individual variation across each of the more than 300 clinics and agencies at which
putative class members donated. In each such regression model Dr. Singer would need to include
variables accounting for the unique factors affecting donor compensation levels at each individual
clinic or agency. Moreover, even if one assumes that Dr. Singer could account for all of the
relevant variables effecting donor compensation based on a smaller sampling of clinics and
agencies, he would still have to make individualized inquiry at each clinic or agency to know
which variables apply in any particular situation. When such individualized inquiry is required to
establish impact, the expert’s model is not a reliable method for determining predominance. See
In re Graphics Processing Units Antitrust Litig., 253 F.R.D. 478, 503-05 (N.D. Cal. 2008)
(denying class certification because of “plaintiffs’ failure to demonstrate a methodology for
proving impact that is sufficiently common to the class”).
Dr. Singer’s handling of his Fertility Connections regressions amply demonstrates the
problem. In his original models for Fertility Connections, he did not include any variable for the
ethnicity of the donor. See Singer Rep. ¶ 38, Table 1 (listing variables included in the before-
2 See also Singer Dep. at 114:5-10 (Monts Decl. Ex. 1) (“I just asked you about the illustrative
regression, and as I understand it, you haven’t attemp ed to apply that analysis to the entire class
at this stage of the game, the entire putative class? A: I have not.”).
3 See Singer Dep. at 140:24-141:9 (Monts Decl. Ex. 1) (“Q: Now, suppose that you had data
from a clinic in Boston. I’m making up a city. Could you run the same regression with Fertility
Connections and draw any conclusions from that? A: You might be able to. I don’t think it
would be as good. I certainly wouldn’t be able to use this line, right? Q: Yeah. I mean, would
you control, then, for the geographic differences? A: I think you would have to revisit that issue,
yes.”).
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page12 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 8 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
after regression and showing no variable for ethnicity); id. ¶ 43 (showing variables for difference-
in-differences regression and showing no variable for ethnicity). Indeed, Dr. Singer testified
during his deposition that he had considered an ethici y variable but determined that it was
virtually impossible to control for ethnicity given the variety of ethnic backgrounds manifest in
the Fertility Connections data.4 Yet Sherri Barr, the principal of Fertility Connections,
subsequently stated in her declaration that ethnicity was a factor affecting the level of
compensation at her agency at various times. Declaration of Sherri Barr (“Barr Decl.”) (Dkt.
127) ¶ 4. Dr. Singer and the Plaintiffs, however, never bothered to ask Fertility Connections what
factors actually drove the agency’s compensation decisions. Nevertheless, in light of Ms. Barr’s
testimony, Dr. Singer revised his Fertility Connections regression and attempted to add a variable
to his model to control for ethnicity. Reply Report f Hal J. Singer, Ph.D. in Further Support of
Plaintiffs’ Motion to Certify Class (“Singer Reply”) ¶¶ 27-30 (attached as Exhibit 4 to Dkt.
#134). In other words, after individualized inquiry, Dr. Singer was forced to modify his
regression to take into account unique factors affecting the compensation of donors at Fertility
Connections. This example puts in stark relief both the unreliability of Dr. Singer’s methodology,
and the fact that individualized inquiry is necessary to determine whether any putative plaintiff
class members suffered impact.
Dr. Singer’s attempted adjustment to his analysis ba ed on the factors that Ms. Barr
testified were relevant to Fertility Connections would need to be repeated for every clinic or
agency across the nation based on the factors affecting compensation at that particular agency or
clinic. Some of those factors may well be the same as the factors affecting compensation at
Fertility Connections. But others may be different, and the mix of relevant factors affecting
4 Singer Dep. at 71:7-23 (Monts Decl. Ex. 1) (“Q: Let me just ask, and this is a data question
since you’ll be far more familiar with it than I am, there was not a specific ethnicity attributed to
each and every donor? A: There was, but the donor’s mother and father. Q: It was both? A:
Yes. And it was almost – it was too granular, in asense, and I don’t have the ability or it wasn’t
obvious to me how to shrink it down to something that was more manageable. Q: Do you have
any belief about whether ethnicity would be important to the recipient? A: Oh, sure, it could. Q:
And how about race, if we draw that as something different from ethnicity? A: Sure, race could
matter.”).
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page13 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 9 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
donor compensation at one clinic or agency may or may not be the same as that affecting donor
compensation at any other clinic or agency. Dr. Singer’s original regressions control for such
variables as hair color, eye color and educational achievement, but do not include other
potentially relevant factors – height, athletic skill, musical talent and geographic location of the
donor and the agency or clinic obtaining the donation, for example – that might affect the
selection of any particular donor and the compensation paid to her. Indeed, Dr. Singer concedes
that such variables might very well affect donor compensation5 and that some variables cannot be
controlled for using a regression model.6 Dr. Singer claims to control for certain factors within
his analysis of the Fertility Connections data, but again provides no basis for applying that same
analysis or controlling for the same variables across all putative class members at all clinics and
agencies nationwide.
The need for individualized inquiry at different clinics and donor agencies belies any
notion that Dr. Singer’s methodology can demonstrate common impact across a nationwide class
based on common proof applicable to all class members. This clinic-by-clinic/agency-by-agency
approach is the antithesis of determining common impact across putative class members “in one
stroke.” Dukes, 131 S. Ct. at 2551. To satisfy Daubert’s relevancy requirement, the
methodology chosen by the expert must be suitable to establishing the fact in question. See In re
Photochromic Lens Antitrust Litig., 2014 WL 1338605, at *23 (M.D. Fla. Apr. 3, 2014) (“Experts
are required to demonstrate their methodology is capable of using common evidence, yet Dr.
Singer does not even attempt to do so for an overwhelming majority of the class.”). At the class
5 Singer Dep. at 69:20-24 (Monts Decl. Ex. 1) (“And you know, I recognize that these eggs are
not homogenous. They can vary. So that’s why it is important to control for them in an analysis
when you’re trying to isolate the effect of the challenged conduct.”); Singer Dep. at 68:12-19
(Monts Decl. Ex. 1) (“Q: You’ve listed some here, hair color, eye color, body mass index. Let’s
say someone’s judgment about the physical beauty or appearance of someone, SAT scores,
athletic talent, musical talent. Would you expect those to play a role in the but-for world in
determining the price of donor compensation? A: They could; they could.”).
6 Singer Dep. at 69:9-15 (Monts Decl. Ex. 1) (“Q: Okay. So were there any recorded
characteristics that said this is a particularly beautiful donor? That often seems to be in the eye of
the beholder. A: Right. So you don’t go by something as subjective – that would be hard to
measure and create a variable.”).
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page14 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 10 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
certification stage, the issue is whether Plaintiffs can demonstrate from common evidence that the
compensation provisions of the challenged Ethics Report had an effect on members of a single
class of egg donors across the United States for an approximately seven-year period. Dr. Singer
appropriately concedes that his regression cannot do so.
Moreover, even if the individualized inquiry required by Dr. Singer’s model did not make
his method unreliable, discovery has now closed and Dr. Singer and the Plaintiffs have not
adduced documents, data or testimony necessary to undertake the individualized inquiry his
model requires. In his report, Dr. Singer said that e could apply his “illustrative” regression
more broadly “to larger and/or more diverse data sets from additional entities as they become
available.” Singer Rep. ¶ 29. He opines that he is looking for experiments in which a clinic or
agency “changes status” or “was in and then wanted out” of SART. Singer Dep. 83:13-23,
146:21-147:25 (Monts Decl. Ex. 1). To that end, he testified that he believed that there were 50
agencies that “were members at one point and then asked to be removed.” Id. (Monts Decl. Ex.
1) But the record is barren of evidence supporting that assertion, and Dr. Singer did not “have the
price data” for these agencies at the time of his deposition. Id. at 84:3-12 (Monts Decl. Ex. 1).
Discovery is now closed, and Dr. Singer and the Plaintiffs still do not have any data – other than
the Fertility Connections data – that would permit them to evaluate impact or to even evaluate
whether removal is even related to the Ethics Report at issue. Id. (Monts Decl. Ex. 1). In short,
no facts suggest that the analysis used for donors at Fertility Connections can be replicated at any
other clinic or donor agency anywhere in the United States. By choosing an approach requiring
individual analysis of agency and clinic data, Dr. Singer has undermined his own conclusions.
Even accepting his regressions as valid for donors at Fertility Connections, they have no
application to any other clinic or agency.
Compounding that problem, Dr. Singer admits that his regressions do not actually
calculate impact or damages for a nationwide class of donors. Id. at 113:15:24 (Monts Decl. Ex.
1) (“What I’ve been asked to do was design basically a method – well, asked could one design a
method for showing the impact and would it involve any kind of individualized methods or
evidence. And that I feel comfortable saying today. Q: But as to whether or not it actually
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page15 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 11 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
would show that, you don’t know? A: I see that – yeah, I don’t know it, and I - well, I don’t
know it today. I will leave it at that.”). Indeed, uring his deposition, he testified that he had not
determined impact across the entire class and did not have the data to calculate aggregate
damages for the class. Id. (Monts Decl. Ex. 1); see also id. at 84:3-12 (Monts Decl. Ex. 1).
Such a hypothetical, speculative approach is unreliabl . At class certification, Plaintiffs
may not merely promise to produce evidence at some point showing classwide impact and
aggregate damages. Photochromic Lens, 2014 WL 1338605, at *23 (expert’s theoretical
assertions insufficient; referring to opinion of Dr. Singer). Instead, they “‘must affirmatively
demonstrate . . . compliance’ with Rule 23.” Comcast Corp. v. Behrend, 133 S. Ct. 1426, 1432
(2013) (quoting Dukes, 131 S. Ct. at 2551-52). Here, Dr. Singer’s opinions offer no affirmative
demonstration of anything but rather a tautology – namely, if he can get enough data and has
enough time, he can show impact on class members and c lculate aggregated damages using
common econometric tools. See, e.g., Singer Report ¶¶ 25-26 (noting that “[e]conometric models
can be used to demonstrate common impact” and that applied in this case, “an econometric model
would measure variation in the per-cycle compensation received for Donor Services as a function
of individual donor characteristics, as well as a variable capturing the effect of the Challenged
Conduct”) (emphasis added). But that assertion, which could be found in any common
econometric textbook, says nothing about whether Dr. Singer’s illustrative models are actually
capable of determining whether any members of the purported class suffered impact, and they
cannot.
For Dr. Singer’s opinions to be admissible, Plaintiffs “must explain the expert’s
methodology and demonstrate in some objectively verifiable way that the expert has both chosen
a reliable . . . method and followed it faithfully.” Pecover, 2010 WL 8742757, at *4 (applying
Daubert principles to class certification) (quoting Daubert v. Merrill Dow Pharms., Inc., 43 F.3d
1311, 1317 (9th Cir. 1995) (Daubert II) . Yet there is nothing objectively verifiable about Dr.
Singer’s analyses at all. To the extent they offer illustrations, they apply only to a single donor
agency. As noted above, Dr. Singer himself does not even claim that his Fertility Connections
regressions can be applied reliably to any other clinic or agency. Instead, he opines only that, if
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page16 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 12 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
certain data exist and are obtainable, he could create additional analyses that apply to donors at
other clinics and agencies. But such data would not be “common” to the class, and the data are
not in the record in any event. Discovery is now closed, and nothing in the record suggests that
Dr. Singer’s analysis could apply to any donors other than those at Fertility Connections. Dr.
Singer’s model simply does not provide a reliable methodology for determining the impact of the
compensation provisions of the challenged Ethical Report on all class members of the purported
nationwide class, or for calculating classwide damages, using evidence common to the class.
For an expert’s opinion to be reliable and admissible, there must some indication, other
than the expert’s assertion that he should be trusted, that the methodology chosen is, in fact,
applicable to all absent class members.7 Here, not only is there no evidence suggesting such
broad applicability, there is an explicit admission that the methodology has not and cannot be
applied to putative class members other than those who donated through Fertility Connections.
Dr. Singer’s regressions and the opinions based on them, therefore, should be excluded.
B. Dr. Singer’s Regressions Rest on Assumptions That Are Contrary to the
Undisputed Facts.
To be “relevant” and thus “helpful” under Rule 702, the expert must apply a reliable
methodology faithfully to the facts of record. Daubert, 509 U.S. at 592-93. Dr. Singer’s opinions
also fail to meet that requirement because his Fertility Connections regression does not even
withstand scrutiny as applied to the facts of donors at that particular agency.
Dr. Singer testified that having a period in which Fertility Connections was following the
compensation provisions in the challenged Ethics Report and one in which it was not was crucial
to his regressions because that would allow him isolate the effects of the allegedly unlawful
agreement on donor compensation. Singer at 83:1-3 (Monts Decl. Ex. 1) (“[W]e need to exploit
an experiment in which someone changes status.”). Dr. Singer apparently believed that he found
7 The Court need not decide whether an expert’s model must actually show injury to each absent
class member at the class stage, although there is support for that position. Bell Atl. Corp., 339
F.3d at 302. At a minimum, the method for showing common impact must be applicable to all
absent members and, when applied to any individual class member, must be able to show whether
that class member has suffered any injury or not. Dr. Singer’s models fail that test.
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page17 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 13 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
such a period between March 2006 and December 2008 based solely on a letter that Fertility
Connections sent to SART asking to be removed from the SART website. See Singer Dep. at
31:20-23 (Monts Decl. Ex. 1) (determining whether donor agency is adhering to compensation
provisions of the Ethics Rule by “whether there was a letter or some other statement expressing a
desire or request to be removed as a listed agency o the SART web site”). Indeed, Dr. Singer
simply assumes, with no basis, that Fertility Connections severed ties with SART because of a
desire to “escap[e] the constraint” of the Ethics Report. Id. at 39:24-40:20 (Monts Decl. Ex. 1)
(“sitting here, it’s hard for me to think of other reasons . . . as to why someone would ask to
quit”). He never verified this assumption, however, with anyone from Fertility Connections or
the evidence in the record. Id. at 34:17-24 (Monts Decl. Ex. 1). And his assumption contradicts
the undisputed record facts.
Fertility Connection’s principal, Sherri Barr, testified that her agency never changed its
donor compensation levels based on any conversation with SART or ASRM and that at no time
did any correspondence with SART, much less the removal from SART’s website, have any
effect on the agency’s donor compensation decisions. Barr Decl. ¶¶ 7-10. That testimony is
unrebutted. Indeed, Ms. Barr’s declaration belies any notion that Fertility Connections was ever
out of “compliance” or considered itself as having escaped the “constraint” of the compensation
provisions in the challenged Ethics Report. As Ms. Barr testified, Fertility Connections always
considered the compensation levels described in the challenged Ethics Report as a useful
recommendation but not one by which it was bound. I . ¶ 9. Fertility Connections set donor
compensation based on its own ethical determinations and guidelines from clinics it served and
on market factors. Id. ¶¶ 4, 6, 8-9. Thus, Dr. Singer’s regressions assume a period in which
Fertility Connections actively declined to adhere to the compensation provisions of the Ethics
Report that never existed. While Dr. Singer may call his analysis a “before/after” analysis, there
is no before and no after.
Ms. Barr’s assertions are confirmed by Fertility Connections’ data, which further
demonstrates the lack of correspondence between the assumptions built into Dr. Singer’s
regressions, the undisputed facts, and Plaintiffs’ theory of the case. Plaintiffs’ complaint alleges
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page18 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 14 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
that the unlawful conduct at issue is an agreement among clinics and agency setting a “maximum
price” at either $5,000 or $10,000. See Comp. ¶¶ 60-63. Yet throughout the entire period
covered by Dr. Singer’s regressions, Fertility Connections’ payments to donors always exceeded
$5,000 and were always below $10,000. Therefore, depending on whatever th ory Plaintiffs’
ultimately adopt, all of Fertility Connections’ payments were either “compliant” or “non-
compliant” with the Ethics Report. For example, if Plaintiffs’ claim that the “maximum price” set
by the challenged Ethics Report is $5,000, then Fertility Connections was never in “compliance.”
Conversely, if Plaintiffs claim that the “maximum price” is $10,000, then at no time during the
period Dr. Singer analyzed was Fertility Connections ut of “compliance.” In short, there is no
point at which Fertility Connections “change[d] status” with respect to the Ethics Report – what
Dr. Singer described as necessary in order for his egression to demonstrate impact to donors at
Fertility Connections. Singer Dep. at 83:1-5. (Monts Decl. Ex. 1). Accordingly, Dr. Singer’s
regressions do not fit the facts of the case and are therefore not relevant to the class certification
inquiry. His opinions based on those regressions mu t be excluded.
II. DR. SINGER’S “RIGID PRICING STRUCTURE” ANALYSIS DOE S NOT
SALVAGE HIS OPINIONS.
Aside from his regression analyses, Dr. Singer opines that clinics and agencies maintain a
“rigid pricing structure” for donor compensation. This analysis does not salvage Dr. Singer’s
opinions and is likewise inadmissible under both the reliability and relevance prongs of Daubert.
The “rigid pricing structure analysis” is unreliable because it rests on no discernible application of
any recognized economic principle. It is also irrelevant because it does not square with the
undisputed facts of the case. Dr. Singer concedes that the “rigid pricing structure” analysis does
not show impact across all purported class members. Singer Dep. at 100:12-21 (Monts Decl. Ex.
1). Further, rather than using actual donor compensation payments to determine whether a “rigid
pricing structure” exists, Dr. Singer relies largely on advertised compensation levels or a range of
advertised compensation levels at various clinics and agencies. A review of actual compensation
levels, however, shows wide variation in payments to donors both within individual clinics and
agencies and across clinics and agencies. Dr. Singer’s opinions based on his “rigid pricing
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page19 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 15 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
structure” analysis, therefore, are inadmissible.
A. Dr. Singer’s Conclusion That a “Rigid Pricing Structure” Exists Applies No
Recognized Economic Principle.
Defendants do not challenge Dr. Singer’s qualification as an economist. He has the
education and training that qualify him to render expert opinions in the area of economics. But in
order to render admissible opinions, he must apply accepted economic techniques and principles
to reach his conclusions. Daubert, 509 U.S. at 590 (“But, in order to qualify as ‘scientific
knowledge,’ an inference or assertion must be derived by the scientific method. Proposed
testimony must be supported by appropriate validation—i.e., “good grounds,” based on what is
known.”); Clark v. Takata Corp., 192 F.3d 750, 759 n.5 (7th Cir. 1999) (“A supremely qualified
expert cannot waltz into the courtroom and render opini ns unless those opinions are based upon
some recognized scientific method and are reliable nd relevant under the test set forth by the
Supreme Court in Daubert.”). In short, to offer an admissible opinion, an expert’s methodology
must apply the tools of his or her expertise and training. In the context of an antitrust case, an
expert economist must apply economic analysis to reach a conclusion. Dr. Singer’s “rigid pricing
structure” conclusion does not meet that requirement.
Dr. Singer conducted his “rigid pricing structure” “analysis” by simply plotting agency
and clinic donor compensation on a chart. The dataplots were all over the map, varying from
less than $4,000 to more than $16,000. Singer Rep.at Figure 1. Based on apparently nothing
more than an “eyeball” test, however, Dr. Singer opined that the donor compensation rates at
various clinics and agencies clustered visually within a specified range. See Report of Thomas
McCarthy, Ph.D. (“McCarthy Rep.”) ¶ 61 (attached as Exhibit 19 to Dkt. #126) (Singer “rigid
pricing structure” analysis “appears to be based on a visual inspection of the graph and does not
appear to have any basis in analytic fact at all”). As such, he concludes that a “rigid price
structure” exists. This amorphous and unscientific methodology allows Dr. Singer to conclude
that a “rigid pricing structure” exists even when there are significant variations in compensation
both within a particular clinic or agency and across multiple clinics and agencies.
Whatever it may be called, this methodology is neither “scientific” nor “economic,” and it
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page20 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 16 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
certainly does not “help the trier of fact” for an economist to make a visual inspection of data that
the Court is perfectly capable of making for itself. Fed. R. Evid.702. Dr. Singer’s visual
inspection is malleable and can be altered to fit virtually any factual scenario or support virtually
any conclusion. It appears to contain no fixed definitions or parameters and rest on no accepted
or standard testing procedures. Perhaps most important, Dr. Singer applies no discernible
economic principles to connect this supposed “rigid pricing structure” to his conclusion that
adherence to the compensation levels in the Ethics Report will affect donor compensation levels
across all members of the purported plaintiff class. A Dr. Singer concedes, there is no evidence
that donor compensation moves in parallel across clinics or agencies pursuant to some
“structure” – rigid or not. Singer Dep. at 92:8-13 (Monts Decl. Ex. 1) (“So you shouldn’t take
rigid pricing structure to mean identical pricing across clinics. It’s that within a clinic, there’s a
price, and that’s basically what you’re going to get.”). In short, Dr. Singer did not apply accepted
principles of economics. Accordingly, his methodology is not reliable. His opinion on this point
should be excluded as well.
B. Dr. Singer’s “Rigid Pricing Structure” Analysis Ign ores Actual
Compensation Data and Substantial Variation in Compensation Across
Clinics and Agencies.
Dr. Singer rests his “rigid pricing structure” analysis on compensation data from
approximately 30 clinics and agencies. Underscoring the malleability of the concept, in most
cases, he uses list or advertised prices instead of actual compensation paid to various donors
within those clinics and agencies. For example, with respect to Pacific Fertility Clinic, he uses
“Agency Fee Schedules.” See, e.g., Singer Rep. ¶¶ 17-19. Dr. Singer admitted that he did not
talk to any of the clinics or agencies in his analysis to determine whether their actual transaction
prices deviated from list or advertised prices. Singer Dep. at 89:8-90:6 (Boston IVF) (Monts
Decl. Ex. 1); 91:24-92:1 (IVF New Jersey) (Monts Decl. Ex. 1). With other clinics and agencies,
he uses a minimum and maximum price range, rather than an actual compensation levels paid to
donors. The actual data from those clinics, however, show that very few donors were paid at the
advertised minimum or advertised maximum and that wide variation exists in actual payments.
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page21 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 17 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
With still other clinics, he applies the most common rate paid to donors, which amounts to a form
of averaging and thus masks variations in payments to donors that are apparent from review of
the actual transaction data. As Defendants’ expert, Dr. Thomas McCarthy, noted in his report,
there is wide variation in actual compensation paid to onors across clinics and across the nation.
See McCarthy Rep. ¶ 61. While most of the observations in Dr. Singer’s data fall within the
$5,000-$10,000 range, the majority of observations are actually different from $5,000 and
$10,000, and fully 17 percent of the observations fall outside the range altogether. Id. Far from
showing a “rigid pricing structure,” the actual compensation data show precisely the opposite.
The “rigid pricing structure” analysis suffers from two other fatal factual infirmities.
Although Dr. Singer’s report asserts that the “rigid pricing structure” could be used to show
common impact from the Ethics Report across all purported class members, he abandoned that
contention during his deposition. He testified that the “rigid pricing structure” exists only within
clinics and agencies, not across clinics and agencies. Singer Dep. at 92:8-13 (Monts Decl. Ex. 1).
Therefore, at bottom, the “rigid pricing structure” analysis amounts to nothing more than an
unremarkable proposition that clinics and agencies – like any other purchaser of any product or
service – only have a single “average” price or a single “maximum” and “minimum” price. Such
analysis is not the stuff of reliable expert testimony.
Finally, Dr. Singer conceded that the “rigid pricing structure” has no bearing no whether
there is impact across all purported class members:
Q: Isn’t this consistent with also competitive pricing? Don’t you see competitive
prices cluster at certain levels?
A: It very well may be. So that means that in competitive markets, you might have
pricing structures. This isn’t proof of anticompetitive effects. This isn’t proof of
impact.
Singer Dep. at 100:13-19 (Monts Decl. Ex. 1) (emphasis dded). If the “rigid pricing structure”
analysis is not “proof of impact,” as Dr. Singer has dmitted, then it has no relevance to the
inquiries for which his opinions are offered. It should be excluded.
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page22 of 23
HOGAN LOVELLS US
LLP
ATTORNE YS AT LAW
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
- 18 -
DEFENDANTS’ MOTION TO EXCLUDE
OPINIONS OF DR. HAL J. SINGER
CASE NO. 3:11-CV-1781-JCS
CONCLUSION
For the foregoing reasons, Defendants respectfully request that the Court exclude the
expert opinions of Dr. Hal J. Singer offered on Plaintiffs’ class certification motion.
Respectfully submitted,
December 9, 2014 s/ William L. Monts III
Megan Dixon (Cal. Bar No. 162895)
HOGAN LOVELLS US LLP
3 Embarcadero Center
Suite 1500
San Francisco, CA 94111
Telephone: (415) 374-2300
Facsimile: (415) 374-2499
E-Mail: megan.dixon@hoganlovells.com
Robert F. Leibenluft (admitted pro hac vice)
William L. Monts III (admitted pro hac vice)
Benjamin F. Holt (admitted pro hac vice)
HOGAN LOVELLS US LLP
555 Thirteenth Street, N.W.
Washington, D.C. 20004-1109
Telephone: (202) 637-5600
Facsimile: (202) 637-5910
E-Mail: robert.leibenluft@hoganlovells.com
william.monts@hoganlovells.com
benjamin.holt@hoganlovells.com
Attorneys for Defendants
American Society for Reproductive Medicine and
Society for Assisted Reproductive Technology
Case3:11-cv-01781-JCS Document165 Filed12/09/14 Page23 of 23