Court Opinion

ID: 2676214
Source: CourtListenerOpinion
Date Created: 2014-05-29 17:01:13.381479+00
Date Added: 2024-06-11T13:10:26.683778
License: Public Domain

Filed 5/29/14

                 IN THE SUPREME COURT OF CALIFORNIA

SAMUEL DURAN et al.,                   )
                                       )
           Plaintiffs and Respondents, )
                                       )                              S200923
           v.                          )
                                       )               Ct.App. 1/1 A125557, A126827
U.S. BANK NATIONAL                     )
ASSOCIATION,                           )                        Alameda County
                                       )                   Super. Ct. No. 2001-035537
           Defendant and Appellant.    )
____________________________________)

        We encounter here an exceedingly rare beast: a wage and hour class action
that proceeded through trial to verdict. Loan officers for U.S. Bank National
Association (USB) sued for unpaid overtime, claiming they had been misclassified
as exempt employees under the outside salesperson exemption. (Lab. Code,
§ 1171.) This exemption applies to employees who spend more than 50 percent of
the workday engaged in sales activities outside the office. (Ramirez v. Yosemite
Water Co. (1999) 20 Cal.4th 785 (Ramirez).)
        After certifying a class of 260 plaintiffs, the trial court devised a plan to
determine the extent of USB‘s liability to all class members by extrapolating from
a random sample. In the first phase of trial, the court heard testimony about the
work habits of 21 plaintiffs. USB was not permitted to introduce evidence about
the work habits of any plaintiff outside this sample. Nevertheless, based on
testimony from the small sample group, the trial court found that the entire class
had been misclassified. After the second phase of trial, which focused on
testimony from statisticians, the court extrapolated the average amount of
overtime reported by the sample group to the class as a whole, resulting in a
verdict of approximately $15 million and an average recovery of over $57,000 per
person.
       As even the plaintiffs recognize, this result cannot stand. The judgment
must be reversed because the trial court‘s flawed implementation of sampling
prevented USB from showing that some class members were exempt and entitled
to no recovery. A trial plan that relies on statistical sampling must be developed
with expert input and must afford the defendant an opportunity to impeach the
model or otherwise show its liability is reduced. Statistical sampling may provide
an appropriate means of proving liability and damages in some wage and hour
class actions. However, as outlined below, the trial court‘s particular approach to
sampling here was profoundly flawed.
                               I. BACKGROUND
       USB is a nationwide financial services provider. During the relevant
period, it operated over 130 branches in California. This class action was brought
by USB employees who worked as business banking officers (BBOs).1 BBOs sell
bank products, including loans and lines of credit, to small business customers.
Their primary job is to cultivate new business. After a BBO acquires a new client,
a client manager handles the portfolio and maintains the relationship. A BBO can
be assigned to work with up to four bank branches. Although they typically use
one branch office as a home base, some BBOs work from multiple branches or
their homes.
       A May 1997 job description states that BBOs were expected to develop and
manage customer relationships and to ―grow[] [USB‘s] business through
prospecting, networking, cross-selling and relationship management.‖ Among

1      This position was previously called ―Small Business Banker.‖ It was
renamed after a merger in 2001, but the duties of the position did not change. To
avoid confusion, we refer to all employees in this position, both before and after
2001, as BBOs.

                                         2
several other ―essential functions,‖ BBOs were required to ―call[] on customers
and/or prospects.‖ They were expected to use a ―high degree of creativity and
independence in managing account relationships and developing new business.‖
This job description was essentially unchanged until May 2002, shortly after the
complaint here was filed. The new job description splits the list of a BBO‘s
essential functions into separate categories for ―Outside Sales Activity,‖
―Incidental Activity to Outside Sales,‖ and ―Other Activity,‖ and specifies that
more than 80 percent of a BBO‘s time should be spent on ―Outside Sales
Activity.‖ During all relevant times, USB has classified the BBO position as
exempt from overtime compensation, primarily based on the outside salesperson
exemption in Labor Code section 1171.2
A.     Pretrial Proceedings
       On December 26, 2001, a putative class action complaint was filed alleging
USB had improperly classified BBOs as exempt, denying them overtime pay in
violation of Labor Code section 1194.3 Class counsel later replaced the original
named plaintiff with three new class representatives. In March 2005, when
dueling certification motions were pending, counsel replaced these representatives
with the two currently named plaintiffs, Samuel (Sam) Duran and Matt
Fitzsimmons. All replaced representatives had testified in deposition that they
spent more than 50 percent of their workday engaged in sales activities outside
USB offices, which would have brought them within the exemption.4

2      Labor Code section 1171 states that statutes governing wages, hours, and
working conditions, including the requirement of overtime pay, ―shall apply to and
include men, women and minors employed in any occupation, trade, or industry,
whether compensation is measured by time, piece, or otherwise, but shall not
include any individual employed as an outside salesman . . . .‖ (Italics added.)
3     Plaintiffs alleged the same conduct also violated Business and Professions
Code section 17200 and constituted conversion.
4     The original named plaintiff, Amina Rafiqzada, was replaced in February
2003. A little over two months later, Rafiqzada testified that she spent
                                         3
       1.     Initial Class Certification Proceedings
       On January 6, 2005, plaintiffs moved to certify the case as a class action.
At that time, USB employed approximately 40 BBOs in California. There were
over 200 current and former BBOs in the putative class. Plaintiffs provided
declarations from 34 current and former BBOs, all averring that they worked
overtime hours and spent less than half of their workday engaged in sales-related
activities outside their branch office. USB opposed certification. It argued that
plaintiffs could not establish a predominance of common issues or that the class
action device was superior to other methods of adjudication. USB filed
declarations from 83 putative class members, 75 of whom5 said they typically
spent more than 50 percent of their workday engaged in outside sales.6 USB also
submitted deposition testimony from the four former class representatives stating
that they regularly worked more than half the day outside the office.
       The trial court certified the class. Relying on Sav-On Drug Stores, Inc. v.
Superior Court (2004) 34 Cal.4th 319 (Sav-On), it found common questions of
law and fact predominated over individual issues based on evidence that: (1) the
BBO position was ―standardized‖; (2) USB classified all BBOs as exempt without
examining each employee‘s duties or work habits; and (3) USB failed to train or
monitor BBOs to ensure that exemption requirements were satisfied. The class

approximately 60 percent of her workday outside the branch office. The second
group of named plaintiffs (Vanessa Haven, Abby Karavani, and Parham
Shekarlab) testified in June 2003 that they spent from 60 to 90 percent of the
workday outside the office. These three were replaced in a second amendment to
the complaint on March 14, 2005, just days before the court ruled on the first
round of certification motions.
5      Four of the 75 individuals who gave declarations for USB later provided
contradictory declarations supporting the lawsuit. Although plaintiffs strenuously
challenge the authenticity of these declarations, they were not excluded from
consideration, at the certification stage or later, on this ground. (See post, fn. 10.)
6     We use the terms ―outside sales‖ or ―outside activities‖ to describe work
done away from a bank office.

                                           4
was ultimately defined as all California-based BBOs who worked overtime for
USB at any time during the period from December 26, 1997 until September 26,
2005.7
         2.     Trial Management Plan
         About a year after certification, the parties presented competing trial
management plans. USB proposed to divide the class into 20 or 30 groups and
have special masters conduct individualized evidentiary hearings on liability and
damages. Plaintiffs opposed this idea, arguing that USB had no due process right
to assert its affirmative defenses against each individual class member.
         As an alternative, plaintiffs proposed the use of surveys and random
sampling, as described in a declaration from statistics expert Richard Drogin.
First, the parties would identify all tasks performed by BBOs and classify which
were sales-related. Next, the amount of time class members typically spent on
outside activities would be assessed using a classwide survey. The parties‘ experts
would then jointly design a random sample of surveyed class members to proceed
through focused discovery and a phase one trial. Finally, aggregate, classwide
damages would be determined at a phase two trial. Once an aggregate damages
figure was established, the parties would agree upon a claims procedure to
distribute damages to individual class members.
         USB strenuously objected to the use of representative sampling. If the
court rejected its proposal for focused trials of all class members, USB proposed
that the parties each select an equal number of class members for the trial sample.
USB argued that a survey would not yield a truly representative sample because
class members who were properly classified as exempt would have no interest in
participating in trial or returning the survey. Thus, any survey-based sample
would be skewed in plaintiffs‘ favor.

7       USB‘s petitions for writ of mandate in the Court of Appeal and for review
in this court were denied.

                                            5
         At a case management conference, the court also expressed concern about
the potential for biased survey results and proposed an alternative of its own
devising. The court suggested that it could select a random sample of 20 class
members to testify at trial. Any findings on liability and damages for this sample
would then be extrapolated to the remainder of the class. USB again objected that
an attempt to extrapolate liability from representative testimony would violate due
process. There was no precedent for using random sampling to establish liability
in a class action involving the outside sales exemption. Indeed, neither side was
aware of any such case even proceeding to a liability phase trial. The premier case
approving the use of representative testimony in an overtime class action, Bell v.
Farmers Ins. Exchange (2004) 115 Cal.App.4th 715 (Bell), concerned the trial of
damages only, not liability. Finally, a declaration from USB‘s expert, Phillip
Gorman, explained that reliance on a small sample would present a high risk of
error.
         Notwithstanding these objections, the court decided to proceed with its own
plan, taking testimony from 20 randomly selected class members in addition to the
two named plaintiffs (hereafter, the representative witness group, or RWG). The
court directed its clerk to draw names ―from the proverbial hat‖ to select 20 class
members plus five alternates.8 The record does not reflect how the court
determined that this number or method of selection was appropriate. The court
contemplated trying the case in two phases: Phase one would include testimony
from those in the RWG. Phase two would consider evidence, including expert
testimony, ―seeking to extrapolate the results of Phase I evidence to the class.‖

8      It appears these alternates were later used to replace RWG members who
opted out and one who was removed by the court. (See post, at pp. 7-8, 44.)

                                          6
       3.      Additional Pretrial Proceedings
               a.    Dismissal of Legal Claims and Opt-out Proceedings
       In November 2006, around the same time the trial court finalized the trial
management plan and selected the RWG, plaintiffs moved to dismiss their claims
under the Labor Code and proceed solely on a claim for equitable relief under the
unfair competition law (UCL). (Bus. & Prof. Code, § 17200 et seq.) The court
allowed the amendment but also ordered that class members be notified and given
a second opportunity to opt out. USB objected that the randomness of the sample
would be compromised if members of the RWG withdrew. In total, nine people
opted out: Four were members of the RWG, and five were among the remaining
250 people in the class.
       USB then asked the court to readmit the four RWG members. It produced
declarations from two RWG members stating they had opted out at class counsel‘s
urging. These declarants believed they had been properly classified as exempt and
felt the lawsuit was frivolous. In addition, a declaration from USB‘s expert
Gorman explained that the much higher opt-out rate for RWG members (20
percent, as compared with 2 percent for the rest of the class) was statistically ―very
unlikely to be attributable to random chance.‖ In his opinion, removal of the four
RWG members created a biased sample that, if extrapolated, could result in large
overestimates of the percentage of misclassified class members and of any
overtime pay owed to the class. The court denied the motion, observing that
questions about the admissibility of testimony from non-RWG witnesses would be
more appropriately addressed at trial. The final class was composed of 260
individuals.

                                          7
               b.    USB’s First Decertification Motion
       In March 2007, USB moved to decertify the class action. Citing new case
law9 and deposition testimony from RWG members, its argued that individual
issues predominated. USB also submitted a declaration from statistician Andrew
Hildreth opining that the RWG sample size was too small to produce a reasonably
accurate estimate of classwide liability or damages. Hildreth explained that a high
margin of error was inherent in such a small sample size. As a result, it was very
likely that a classwide judgment would encompass some employees who were
properly classified, and the damages estimate extrapolated from the small sample
would be highly inaccurate. The motion was denied.
B.     Trial
       1.      Phase One: Liability
       There were many in limine motions, but one was particularly significant.
USB sought to introduce declarations10 and live testimony from class members
outside the RWG. These included formerly named plaintiffs, class members who
had previously given depositions supporting USB, and individuals who had opted
out of the class. The court substantially denied these requests, ruling: ―Defendant
may not introduce testimony[,] evidence[,] or argument related to BBOs who were
not selected in the RWG and/or were not supervising sales managers of the RWG
members where the purpose of such testimony or evidence is to impact the data or
analyses on the ultimate question of liability or damages. To the extent such

9      Walsh v. IKON Office Solutions, Inc. (2007) 148 Cal.App.4th 1440;
Dunbar v. Albertson’s, Inc. (2006) 141 Cal.App.4th 1422; Jimenez v. Domino’s
Pizza, Inc. (C.D. Cal. 2006) 238 F.R.D. 241.
10     These appear to be the same declarations USB offered when it opposed
class certification. Plaintiffs disputed the authenticity of these declarations and
asserted defense counsel had coerced some class members into signing them.
When the trial court later ruled on in limine motions, it did not exclude USB‘s
declarations but cautioned that their weight would be ―adjusted because of their
authorship, the circumstances of preparation[,] and internal inconsistencies and
ambiguities.‖

                                          8
witnesses are shown to have admissible percipient witness or impeach[ment]
testimony as to RWG members, the testimony may be permitted by [the] Court
after determination of objections thereto.‖ Throughout the trial, the court refused
to hear any testimony about the work habits of BBOs not included in the RWG.
       Phase one of the bench trial lasted 40 court days. The two named plaintiffs
and 19 of the 20 other RWG members testified.11 USB called several corporate
witnesses and the direct supervisors of some of the RWG witnesses.
              a.     Summary of Evidence Presented
       All RWG witnesses worked exclusively on sales. All set their own
schedules, deciding when and where they worked. They consistently testified that
USB never told them where to work, or that they were required to spend more than
half of their work time outside a branch office. USB kept no records of BBOs‘
working hours or the proportion of time spent either in or outside bank offices.
The RWG witnesses all testified that they generally spent more than half of their
workday inside bank offices.
       The RWG testimony varied somewhat, however, on the subject of overtime
work. Some RWG witnesses testified that they typically worked no more than 40
hours per week. Some testified to relatively small amounts of overtime, reporting
workweeks of up to 45 hours. Others reported working more overtime. One
RWG member, Chad Penza, was something of an anomaly. At one point during
the three and a half years he worked for USB, Penza was the top-producing BBO
nationwide. He initially worked 10 and a half hours a day, but after a few months
he began working 12 to 13 hours a day, including several hours on weekends.
Penza explained that he chose to work long hours because he was trying to reach

11     One RWG member, Borsay Bryant, did not respond to a trial subpoena.
There was no indication why he ignored the court‘s order. The court found that
Bryant had not waived his claim for overtime compensation but would instead be
treated like other class members who did not testify, i.e., those outside the RWG,
and presumed to be nonexempt.

                                         9
sales goals and succeed. Other RWG witnesses similarly testified that their work
schedules and habits were motivated by the desire to meet sales goals and not by
any expectation from the bank that they work overtime.
       Some of the RWG members were impeached with contrary declarations
they had previously signed. For example, top producer Penza executed two
declarations, in 2002 and 2004, stating that he spent from 75 to 100 percent of his
time making outside sales calls. Another BBO, Adney Koga, signed a declaration
and testified in deposition that he typically spent 55 percent of his time away from
the office on sales calls.
       USB called several witnesses. Ted Biggs, the western regional manager for
USB‘s small business group, testified that BBOs were expected to spend the
majority of their time making outside sales calls, networking, and visiting
customers‘ businesses. Biggs encouraged all his BBOs to meet sales goals using a
―15-3-1-1‖ model. According to this model, a BBO who makes an average of 15
customer contacts a week should obtain three loan applications, which will
normally yield one loan approval and one funded loan. Given the length of the
average sales call, Biggs estimated that BBOs should spend up to 30 hours a week
meeting with potential customers at the clients‘ businesses. Other USB managers
testified that they routinely counseled BBOs to spend a majority of their time
meeting with customers outside bank locations.
       Managers also described their supervision of those in the RWG. District
manager Michael Lewis supervised RWG member Matthew Gediman for over a
year. He estimated that Gediman spent from 55 to 70 percent of his time outside
the office during the first six months. Later, when Gediman‘s production waned,
Lewis encouraged him to spend more time on outside sales. Similarly, sales
manager Pat Collins testified that she hired class representative Sam Duran and
told him he was expected to spend the majority of his time on outside sales calls.
When Duran failed to meet sales goals, she encouraged him to follow the 15-3-1-1
model and make more outside calls.

                                         10
              b.      Posttrial Motions
       At the close of evidence in phase one, USB filed a due process motion
seeking to introduce deposition excerpts and over 70 declarations from class
members outside the RWG. The court barred this evidence as inconsistent with its
selected trial plan. The court also denied USB‘s motion for judgment under Code
of Civil Procedure section 631.8.
       In anticipation of phase two, plaintiffs moved to amend the declaration of
their expert, Jon Krosnick, to permit trial testimony about the results of a
telephone survey Krosnick had conducted of class members‘ work hours. The
court allowed the amendment, and USB moved to exclude the survey evidence. In
opposition, plaintiffs filed a declaration from their statistics expert, Richard
Drogin. Drogin opined that phase one findings of liability and average weekly
hours of unpaid overtime could be ―reliably projected to the whole class‖ because
they were based on a random sample. Taking the court‘s indicated findings for
phase one, with adjustments for vacation time and other breaks in service, Drogin
calculated a weighted average of overtime for the RWG at 11.87 hours per week, 12
with a margin of error of plus or minus 5.14 hours at a 95 percent confidence
interval. The relative margin of error for the overtime estimate was plus or minus
43.3 percent.13 Although this margin of error based on the RWG sample alone
was quite large, Drogin observed that Krosnick‘s survey had actually produced a

12     ―Weight‖ simply reflects the total number of weeks the RWG members
worked overtime. So, for example, if one RWG member worked 10 hours of
overtime for three weeks and another worked 20 hours of overtime for one week,
the weighted average of their overtime would be 50 hours (30 hours for RWG
member 1 plus 20 hours for RWG member 2) divided by the four total weeks
worked, for an average of 12.5 overtime hours per week.
13     The relative margin of error is the percentage of deviation possible around
the point estimate at a specific confidence interval. Here, the point estimate was
11.87 hours, and deviation around this estimate ranged from 6.73 to 17.01 (i.e.,
plus or minus 5.14 hours) at a 95 percent confidence interval. The relative margin
of error is calculated by dividing the absolute margin of error by the point
estimate. In this case: 5.14/11.87 = 43.30 percent.
                                          11
higher estimate of weekly overtime (14.39 hours per week). Drogin asserted that
Krosnick‘s study corroborated the accuracy of the RWG estimate. Nevertheless,
the court ruled Krosnick‘s survey evidence inadmissible unless it became relevant
for impeachment.
       Shortly before the formal statement of decision was issued in phase one,
USB moved again to decertify the class. USB argued that because trial evidence
revealed wide variations among class members, individual issues predominated as
to both liability and restitution. The motion was denied. The court decided to
extend liability findings for RWG members to the class as a whole. It dismissed
as premature USB‘s objection to the calculation of restitution by extrapolation
from phase one evidence.
              c.     Statement of Decision
       The trial court issued a phase one statement of decision on September 22,
2008, approximately a year after the close of evidence. It found that, during all
relevant times, USB did not have a policy requiring BBOs to spend more than half
their time away from bank locations. Although some defense witnesses testified
the bank expected BBOs to spend most of their time away from the office, the
court discredited this testimony based on its assessment of the evidence and the
lack of documentary support. The court found that BBOs were never told they
were expected to spend time outside the bank. USB did not track the time BBOs
worked inside or outside of bank offices. Consistent with their classification as
exempt employees, the bank kept no record of BBOs‘ work hours. USB had no
compliance program to ensure BBOs were properly classified, and no BBO had
ever been disciplined for spending excessive time inside the bank. The trial court
also found that it was unrealistic for USB to expect BBOs to work more than half
their time outside the bank because many BBO job duties could only be
performed, or could most easily be performed, inside bank offices.
       The court also found that the practice of working more than half the time
inside the bank did not diverge from USB‘s realistic expectations for work

                                         12
performance because USB had no expectations concerning where the work would
be performed. ―[T]he only expectation [USB] had for its BBOs was that they hit
their production goals.‖ BBOs were evaluated, ranked, compensated, rewarded,
and disciplined based solely on their sales production. Where BBOs worked, or
even how they performed their job, did not matter to USB. The bank cared only
whether BBOs were generating and retaining business.
       Accordingly, the court concluded USB did not carry its burden of proof on
the outside salesperson exemption. Based primarily on testimony from RWG
witnesses, the court ruled that the entire class of BBOs employed by USB between
December 26, 1997, and September 26, 2005, was misclassified as exempt, and all
class members were owed overtime in amounts to be determined in phase two of
the trial. The court provisionally accepted Drogin‘s assertion that RWG members
worked an average of 11.87 hours of overtime per week but deferred consideration
of the number‘s significance to phase two.
       2.     Phase Two: Restitution
              a.     Pretrial Motions
       Before the start of evidence in phase two, plaintiffs filed an in limine
motion to prevent USB from introducing any evidence pertaining to liability
because that question had been resolved in the court‘s statement of decision for
phase one. The court granted the motion, noting that the purpose of phase one had
been to resolve USB‘s liability for misclassification. The court once again denied
USB‘s request to introduce declarations and deposition testimony from non-RWG
class members. The court thus barred any challenge to its phase one decision that
all class members were misclassified as exempt and all were entitled to overtime
compensation.14

14     The trial court also prohibited USB from introducing timesheets showing
that some class members spent time working in BBO training positions that were
properly classified as nonexempt. Even though the class members clearly had no
valid misclassification claim for these training weeks, the court reasoned that any
                                         13
              b.     Evidence
       Plaintiffs‘ statistics expert Richard Drogin testified that the trial court‘s
methodology in phase one was statistically sound. Drogin conceded, however,
that the plan differed from his own proposal. Drogin had suggested that the entire
class be surveyed as to how much time each member spent on outside sales. No
such survey was ever conducted. Nor was the sample group entirely random. It
included the two named plaintiffs, who had been chosen by class counsel to
replace four apparently less satisfactory representatives. Nevertheless, Drogin
believed their inclusion did not skew the sample in favor of the class because his
calculations produced a higher average weekly overtime number when the named
plaintiffs were excluded. Drogin testified that the trial court‘s phase one findings
on liability could be extrapolated to the class with a 13 percent margin of error.15
In other words, based on the court‘s finding that all RWG witnesses were
misclassified, Drogin determined that at least 87 percent of the class was
misclassified. Under Drogin‘s own calculations, then, based on extrapolation
from a small and not entirely random sample, up to 13 percent of the class was
properly classified as exempt. This conclusion stood in contrast to the trial court‘s
determination that the entire class was misclassified.
       As to restitution, Drogin testified that RWG members reported working an
average of 11.87 hours of overtime per week. He arrived at this figure by adding
the number of overtime hours the court found had been worked by the 21
testifying witnesses and dividing that total by the number of weeks they had
worked. If a witness reported a range of overtime hours, Drogin picked the

evidence pertaining to class members outside the RWG, even evidence directly
negating liability, violated its trial plan.
15     All such predictions by the experts were made at a 95 percent confidence
interval.

                                           14
midpoint.16 He calculated that the margin of error for this figure was plus or
minus 5.14 hours per week, or 43.3 percent.
       USB‘s statistics expert, Andrew Hildreth, identified several problems with
the trial court‘s sampling plan. He explained that simply drawing a random
sample is not sufficient to produce an unbiased and accurate estimate about an
underlying population. To be reliable, the sample must be sufficiently large and
free from bias caused by various sampling errors. Here, the sample size was too
small. Hildreth explained that, before a sample is selected, a pilot study is
typically done to determine the amount of variation in the underlying population.
Based on this pilot study, experts can estimate the standard deviation in the
population and then, using the desired margin of error, calculate the optimal
sample size. Although both sides‘ experts had proposed such a study, none was
done before the court decided to pick 20 class members for the sample.
       Hildreth explained that a ―non-response‖ error occurred when a member of
the RWG, Borsay Bryant, failed to appear and testify at trial. The court responded
to Bryant‘s absence by eliminating him from the sample and treating him like an
absent class member. However, when members of a sample group leave or refuse
to participate for reasons relevant to the matter under consideration, the sample
participants who choose to remain may not accurately reflect the underlying
population.
       In Hildreth‘s opinion, the sample was also seriously marred by selection
bias. When the court allowed a second round of opt-outs after random selection of
the RWG, it effectively created two groups with different motivations. If RWG

16     USB‘s expert criticized Drogin‘s use of a midpoint because these
calculations assumed, without foundation, that an employee worked the same
number of weeks at the high end of the stated range as at the low end. For
example, an employee who typically worked 10 overtime hours a week and only
occasionally worked 20 overtime hours would be assigned a midpoint of 15,
whereas a more accurate figure for the employee‘s average overtime would be
closer to 10.

                                         15
members opted out, they would no longer have to testify at trial, and their
testimony would no longer influence the sample results. However, if class
members outside the RWG opted out, this choice would not change their
participation in the trial nor affect the sample results. The two groups did, in fact,
behave differently: Less than 2 percent of the non-sample group opted out,
whereas 20 percent of the sample group did so. Hildreth explained that the second
round of opt-outs gave members of the RWG an opportunity to self-select into the
sample group, compromising the randomness of the sample.17 In Hildreth‘s
opinion, the court compounded the selection bias problem when it refused to hear
testimony from plaintiffs who had opted out of the RWG. Inclusion of the two
named plaintiffs in the sample group also created selection bias. These plaintiffs
were selected by class counsel, not a random draw. This meant approximately 10
percent of the already small sample group had been selected by interested parties.
Including nonrandom plaintiffs in the sample group had an obvious potential to
bias the results.
       Hildreth also opined that there was no statistical basis to conclude from the
court‘s phase one findings that 100 percent of the class was misclassified. Even if
all the sampling errors he identified could be ignored, and all those in the random
sample were correctly found to be misclassified, it was still statistically possible
that 13 percent of the class was properly classified as exempt. For a sample of
19,18 Hildreth calculated that up to 14 percent of the class, or 36 members, could
have been properly classified. 19

17     In other words, a member of the RWG who had worked little overtime, or
worked outside the office frequently enough to be exempt, could remove herself
from the sample group in the hope that her replacement would offer testimony
more favorable for the class.
18    Nineteen is the number of RWG members who testified at trial and
excludes testimony from the non-randomly selected named plaintiffs.
19   At an average compensation of $57,000, an unsupported award to 36 class
members amounts to over $2 million.

                                          16
              c.     Statement of Decision
       On May 20, 2009, the trial court issued a statement of decision for phase
two. Consistent with its remarks at the close of phase one, the court found that the
class worked 11.8620 overtime hours per week, with a margin of error of 5.14
hours, or approximately 43 percent. Accordingly, the court calculated the total
amount of overtime restitution owed to the class at $8,953,832.21 With
prejudgment interest, the total award as of May 15, 2009, came to $14,959,565.
Despite the high margin of error, the court concluded its weekly overtime estimate
was reliable based on factors identified by the Court of Appeal in Bell, supra, 115
Cal.App.4th 715. The court also applied a relaxed standard of proof for damages
because USB had failed to maintain legally required time records. (See Anderson
v. Mt. Clemens Pottery Co. (1946) 328 U.S. 680, 687-688 (Mt. Clemens).)
C.     Posttrial Proceedings
       In a motion for new trial, USB argued it was denied due process by the
court‘s refusal to admit non-RWG class member declarations or depositions and
its refusal to hear non-RWG testimony offered in USB‘s defense. The motion was
denied.
       On appeal, the judgment was unanimously reversed.22 The Court of
Appeal held the trial plan‘s reliance on representative sampling to determine
liability denied USB its due process right to litigate affirmative defenses. Due
process concerns were also implicated by the high margin of error. Finally, the
court concluded the trial court had abused its discretion in denying USB‘s second
motion to decertify the class. Even if certification had once appeared appropriate,

20     Although Drogin‘s calculations yielded an estimate of 11.87, the court
found that class members worked an average of 11.86 hours of overtime per week.
We therefore use 11.86 in all further discussion of the overtime estimate.
21      The court separately awarded $25,373 to the named plaintiffs for meal and
rest break violations.
22    The same court, Division One of the First District Court of Appeal, had
previously decided Bell, supra, 115 Cal.App.4th 715.

                                         17
it should have been apparent after phase one that individual issues predominated to
such an extent that they rendered class treatment impossible. In addition to
reversing the trial court‘s judgment, the Court of Appeal ordered the class
decertified. We granted review.
                                  II. DISCUSSION
       During the past decade, California courts have seen an increasing number
of class action lawsuits alleging workers were wrongly classified as exempt from
overtime laws and other labor regulations. Employers often treat all workers
within a job position as either exempt or nonexempt. In actuality, however, Labor
Code exemptions frequently depend on how individual employees perform their
jobs. When an exemption defense turns on such individualized issues, questions
about how, or whether, the case can proceed as a class action become particularly
thorny.
       Faced with the potential difficulties of managing individual issues in
misclassification cases, many trial courts have denied certification or decertified
the class before trial. (See post, at pp. 24-26.) Under deferential appellate review
for abuse of discretion (see Linder v. Thrifty Oil Co. (2000) 23 Cal.4th 429, 435-
436), such decisions have been routinely upheld. Conversely, other trial courts
have granted certification in misclassification actions, and these decisions, too,
have been upheld. (See, e.g., Sav-On, supra, 34 Cal.4th 319; Bell, supra, 115
Cal.App.4th 715; see also post, at p. 26 & fn. 28.) As far as we are aware,
however, this is only the second misclassification case in California certified as a
class action and tried to verdict.23
       This appeal highlights difficult questions about how individual issues can
be successfully managed in a complex class action. After reviewing the
requirements of the outside salesperson exemption, we discuss the trial court‘s

23    The first was Bell, supra, 115 Cal.App.4th 715, which resulted in a
classwide verdict that was almost entirely upheld on appeal. As we will discuss,
however, this case differs from Bell in significant particulars.

                                         18
obligation to consider the manageability of individual issues in certifying a class
action. In particular, we hold that a class action trial management plan must
permit the litigation of relevant affirmative defenses, even when these defenses
turn on individual questions. Next, we explain how the trial court ignored
individual issues here, hamstringing USB‘s ability to defend itself. Finally, we
describe the flaws in the trial plan‘s implementation of statistical sampling as
proof of USB‘s liability to the class.
A.     The Outside Salesperson Exemption
       USB‘s primary defense was that plaintiffs were exempt from overtime laws
because they were outside salespeople. Labor Code section 1171 provides that the
overtime pay requirements of Labor Code section 1194 apply to those ―employed
in any occupation, trade, or industry, whether compensation is measured by time,
piece, or otherwise, but shall not include any individual employed as an outside
salesman . . . .‖ (Italics added.) The applicable wage order24 also states that its
provisions ―shall not apply to outside salespersons.‖ (Industrial Welfare Com.,
Wage Order No. 4-2001 (Jan. 1, 2001), Cal. Code Regs., tit. 8, § 11040,
subd. 1(C) (hereafter Wage Order No. 4-2001).) An ― ‗[o]utside salesperson‘ ‖ is
one ―who customarily and regularly works more than half the working time away
from the employer‘s place of business selling tangible or intangible items or
obtaining orders or contracts for products, services or use of facilities.‖ (Wage
Order No. 4-2001, subd. 2(M).)25 The employer bears the burden of proving that

24     Pursuant to authority granted by various Labor Code provisions, the
Industrial Wage Commission regulates wages and working hours in various
industries through wage orders. (See Harris v. Superior Court (2011) 53 Cal.4th
170, 176-177; Martinez v. Combs (2010) 49 Cal.4th 35, 55-57.)
25      Early in the litigation, USB argued BBOs could also fall within the
administrative and commissioned salesperson exemptions (Wage Order No. 4-
2001, subds. 1(A)(2), 3(D)). These affirmative defenses were dismissed before
trial on plaintiffs‘ motion for summary adjudication. The trial court also ruled that
California law does not permit the ―tacking‖ of time worked under multiple
exceptions to meet the required 50 percent threshold for exempt time. These
                                         19
the outside salesperson exemption applies. (Ramirez, supra, 20 Cal.4th at pp. 794-
795.)26
       Ramirez also involved the outside salesperson exemption. (Ramirez, supra,
20 Cal.4th 785.) Unlike the corresponding federal provision, California‘s wage
order definition ―takes a purely quantitative approach‖ and focuses exclusively on
whether the employee spends more than half of the workday engaged in sales
activities outside the office. (Id. at p. 797.) The exemption requires scrutiny of
both the job description and an employee‘s own work habits. (Id. at pp. 801-802.)
The trial court must inquire ―first and foremost, how the employee actually spends
his or her time.‖ (Id. at p. 802, italics added.) Ancillary questions include
―whether the employee‘s practice diverges from the employer‘s realistic
expectations, whether there was any concrete expression of employer displeasure
over an employee‘s substandard performance, and whether these expressions were
themselves realistic given the actual overall requirements of the job.‖ (Ibid.)
       The Ramirez dispute centered on whether the plaintiff spent more than half
his working time engaged in sales. (Ramirez, supra, 20 Cal.4th at pp. 802-803;
see also Walsh v. IKON Office Solutions, Inc., supra, 148 Cal.App.4th at pp. 1445-
1446.) Here, the parties agree that BBOs spent most or all of their workday in that
fashion. The dispute concerns where they typically did the work. As the courts
below recognized, the wage order‘s approach to this question is just as quantitative
as it was in Ramirez. For the exemption to apply, a BBO must ―customarily and
regularly work[] more than half the working time away from the employer’s place

rulings were challenged in the Court of Appeal, but that court did not reach them.
They are not before us here.
26      Ramirez construed the 1980 predecessor to present Wage Order No. 7-2001
(Cal. Code Regs., tit. 8, § 11070 (Jan. 1, 2001)), which governs wages, hours, and
working conditions in the mercantile industry. Although this case is governed by
a different regulation, the wage orders‘ definitions of ―outside salesperson‖ are the
same.

                                         20
of business selling . . . or obtaining orders or contracts . . . .‖ (Wage Order No. 4-
2001, subd. 2(M), italics added.)
       We have observed that some common questions about the exemption ―are
likely to prove susceptible of common proof‖ in a class action. (Sav-On, supra, 34
Cal.4th at p. 337.) Job requirements and employer expectations of how duties are
to be performed may often be established by evidence relating to a group as a
whole. (Ramirez, supra, 20 Cal.4th at p. 802.) But litigation of the outside
salesperson exemption has the obvious potential to generate individual issues
because the primary considerations are how and where the employee actually
spends his or her workday. (Sav-On, at pp. 336-337; Ramirez, at p. 802.) Of
course, the questions of actual performance and employer expectations can be
intertwined. For example, evidence that most members of a company‘s sales force
actually spend the majority of their time working in the office might be relevant to
show that the employer‘s expectations regarding outside sales work were
unreasonable. Yet, as noted, the question is ―first and foremost‖ how the
employee‘s time is actually spent. (Ramirez, at p. 802.) Given California‘s
uniquely quantitative approach to this exemption (see id. at p. 801), some proof
about how individual employees use their time will often be necessary to
accurately determine an employer‘s overtime liability.
B.     Certification of Misclassification Class Actions
       Although putative class actions alleging misclassification are increasingly
common, these cases are only rarely tried to verdict.27 Settlement should never be
treated as a foregone conclusion, however. In the misclassification context, as in

27      The vast majority of cases settle after a class action is certified. In a 2010
study conducted by the Administrative Office of the Courts, 89 percent of cases
certified as a class action ended in settlement, compared with 15 percent of cases
in which certification was denied. (AOC Off. of Ct. Research, Class Certification
in Cal. Second Interim Report from the Study of Cal. Class Action Litigation (Feb.
2010) p. 23 
(as of May 29, 2014).)

                                          21
other types of cases, trial courts deciding whether to certify a class must consider
not just whether common questions exist, but also whether it will be feasible to try
the case as a class action. Depending on the nature of the claimed exemption and
the facts of a particular case, a misclassification claim has the potential to raise
numerous individual questions that may be difficult, or even impossible, to litigate
on a classwide basis. Class certification is appropriate only if these individual
questions can be managed with an appropriate trial plan.
       1.     Class Certification Principles
              a.      Predominance of Common Issues
       A class action may be maintained if there is ―an ascertainable class and a
well-defined community of interest among the class members.‖ (Washington
Mutual Bank v. Superior Court (2001) 24 Cal.4th 906, 913 (Washington Mutual);
see Code Civ. Proc., § 382.) As part of the community of interest requirement, the
party seeking certification must show that issues of law or fact common to the
class predominate. (Richmond v. Dart Industries, Inc. (1981) 29 Cal.3d 462, 470.)
       We have observed that the ―ultimate question‖ for predominance is whether
―the issues which may be jointly tried, when compared with those requiring
separate adjudication, are so numerous or substantial that the maintenance of a
class action would be advantageous to the judicial process and to the litigants.‖
(Collins v. Rocha (1972) 7 Cal.3d 232, 238; see Lockheed Martin Corp. v.
Superior Court (2003) 29 Cal.4th 1096, 1104-1105, 1108.) ―The answer hinges
on ‗whether the theory of recovery advanced by the proponents of certification is,
as an analytical matter, likely to prove amenable to class treatment.‘ (Sav–On,
[supra, 34 Cal.4th] at p. 327.) . . . ‗As a general rule if the defendant‘s liability
can be determined by facts common to all members of the class, a class will be
certified even if the members must individually prove their damages.‘
[Citations.]‖ (Brinker Restaurant Corp. v. Superior Court (2012) 53 Cal.4th
1004, 1021-1022 (Brinker); see also Employment Development Dept. v. Superior
Court (1981) 30 Cal.3d 256, 266; Vasquez v. Superior Court (1971) 4 Cal.3d 800,

                                           22
809, 815.) However, we have cautioned that class treatment is not appropriate ―if
every member of the alleged class would be required to litigate numerous and
substantial questions determining his individual right to recover following the
‗class judgment‘ ‖ on common issues. (City of San Jose v. Superior Court (1974)
12 Cal.3d 447, 459.)
       The granting of class certification thus requires a determination that group,
rather than individual, issues predominate. Such a finding, however, does not
preclude the consideration of individual issues at trial when those issues
legitimately touch upon relevant aspects of the case being litigated.
              b.       Manageability of Individual Issues
       Although predominance of common issues is often a major factor in a
certification analysis, it is not the only consideration. In certifying a class action,
the court must also conclude that litigation of individual issues, including those
arising from affirmative defenses, can be managed fairly and efficiently.
(Washington Mutual, supra, 24 Cal.4th at pp. 922-923.) ―[W]hether in a given
case affirmative defenses should lead a court to approve or reject certification will
hinge on the manageability of any individual issues. [Citation.]‖ (Brinker, supra,
53 Cal.4th at p. 1054 (conc. opn. of Werdegar, J.).) In wage and hour cases where
a party seeks class certification based on allegations that the employer consistently
imposed a uniform policy or de facto practice on class members, the party must
still demonstrate that the illegal effects of this conduct can be proven efficiently
and manageably within a class setting. (Brinker, at p. 1033; Dailey v. Sears,
Roebuck & Co. (2013) 214 Cal.App.4th 974, 989.)
       After a class has been certified, the court‘s obligation to manage individual
issues does not disappear. ―[O]nce the issues common to the class have been tried,
and assuming some individual issues remain, each plaintiff must still by some
means prove up his or her claim, allowing the defendant an opportunity to contest
each individual claim on any ground not resolved in the trial of common issues.‖
(Johnson v. Ford Motor Co. (2005) 35 Cal.4th 1191, 1210.) In Sav-On, supra, 34

                                           23
Cal.4th at page 332, we upheld the certification of an overtime class action even
though the defendant complained that calculation of each class member‘s recovery
would likely ― ‗degenerate into a multitude of mini-trials[.]‘ ‖ There, we found
substantial evidence of common issues based on class members‘ allegations that
they were all required to work overtime and perform nonexempt tasks pursuant to
uniform company policies and practices. (Id. at pp. 327-328.) We upheld the trial
court‘s certification order even as we acknowledged that individualized proof of
class members‘ nonexempt status and overtime amounts might ultimately be
required. (Id. at pp. 332-334.) In so doing, we stressed that ―[i]ndividual issues
do not render class certification inappropriate so long as such issues may
effectively be managed.‖ (Id. at p. 334, italics added.)
       Trial courts must pay careful attention to manageability when deciding
whether to certify a class action. In considering whether a class action is a
superior device for resolving a controversy, the manageability of individual issues
is just as important as the existence of common questions uniting the proposed
class. If the court makes a reasoned, informed decision about manageability at the
certification stage, the litigants can plan accordingly and the court will have less
need to intervene later to control the proceedings.
       Trial courts also have the obligation to decertify a class action if individual
issues prove unmanageable. (Sav-On, supra, 34 Cal.4th at p. 335; Washington
Mutual, supra, 24 Cal.4th at p. 927.) In the context of overtime class actions,
some courts have decertified when individual issues related to an exemption
defense threaten to overwhelm the litigation. For example, in Walsh v. IKON
Office Solutions, Inc., supra, 148 Cal.App.4th at pages 1445-1448, the court
certified an overtime class action involving the outside salesperson exemption. It
later decertified the class when discovery revealed that the circumstances of each
class member‘s employment differed significantly. The Court of Appeal affirmed
this ruling, noting that differences in time spent on sales activities and work
outside the office meant that adjudication of the exemption would require

                                          24
individual hearings on liability and damages. (Id. at p. 1456.) Similarly, Keller v.
Tuesday Morning, Inc. (2009) 179 Cal.App.4th 1389 upheld the decertification of
an overtime class action brought by retail store managers. Although the trial court
initially certified a class based on our opinion in Sav-On, two years later it
determined that individual inquiries concerning how managers spent their time
would overwhelm the issues susceptible to classwide proof. (Keller, at p. 1399.)
        2.    Management of Individual Issues in Misclassification Class Actions
        Employers in misclassification cases typically argue their exemption
defense raises issues unique to each individual class member. As a result,
misclassification class actions can pose difficult manageability challenges.
        In her concurring opinion in Brinker, Justice Werdegar drew an instructive
distinction between the types of affirmative defenses that can undermine
manageability: ―For purposes of class action manageability, a defense that hinges
liability vel non on consideration of numerous intricately detailed factual
questions, as is sometimes the case in misclassification suits, is different from a
defense that raises only one or a few questions and that operates not to extinguish
the defendant‘s liability but only to diminish the amount of a given plaintiff‘s
recovery.‖ (Brinker, supra, 53 Cal.4th at p. 1054 (conc. opn. of Werdegar, J.), fn.
omitted.) Defenses that raise individual questions about the calculation of
damages generally do not defeat certification. (Sav-On, supra, 34 Cal.4th at
p. 334.) However, a defense in which liability itself is predicated on factual
questions specific to individual claimants poses a much greater challenge to
manageability. This distinction is important. As we observed in City of San Jose
v. Superior Court, supra, 12 Cal.3d at page 463: ―Only in an extraordinary
situation would a class action be justified where, subsequent to the class judgment,
the members would be required to individually prove not only damages but also
liability.‖
        Unless an employer‘s uniform policy or consistent practice violates wage
and hour laws (see, e.g., Brinker, supra, 53 Cal.4th at p. 1033), California courts

                                          25
have been reluctant to certify class actions alleging misclassification. 28 (E.g.,
Arenas v. El Torito Restaurants, Inc. (2010) 183 Cal.App.4th 723, 734; Dunbar v.
Albertson’s, Inc., supra, 141 Cal.App.4th 1422, 1431; see also Soderstedt v. CBIZ
Southern California, LLC (2011) 197 Cal.App.4th 133, 153-154 [certification
denied, despite employer‘s uniform policies, due to variations in how the policies
were implemented with different employees].)
       However, individual issues will not necessarily overwhelm common issues
when a case involves exemptions premised on how employees spend the workday.
In Sav-On, supra, 34 Cal.4th 319, for example, we upheld certification of an
overtime class action based on a showing that all plaintiffs performed jobs that
were highly standardized. As a result, class members performed essentially the
same tasks, most of which were nonexempt as a matter of law. (Id. at pp. 327-
328.) Further, the defendant‘s corporate policy required all class members to work
overtime. (Id. at p. 327.) Where standardized job duties or other policies result in
employees uniformly spending most of their time on nonexempt work, class
treatment may be appropriate even if the case involves an exemption that typically
entails fact-specific individual inquiries.
       Moreover, if sufficient common questions exist to support class
certification, it may be possible to manage individual issues through the use of
surveys and statistical sampling. Statistical methods cannot entirely substitute for
common proof, however. There must be some glue that binds class members
together apart from statistical evidence. While sampling may furnish indications
of an employer‘s centralized practices (see Sav-On, supra, 34 Cal.4th at p. 333),
no court has ―deemed a mere proposal for statistical sampling to be an adequate

28     In regard to other wage and hour claims, some courts have held that the
absence of a uniform policy supports certification if such a policy is required by
law. (See, e.g., Benton v. Telecom Network Specialists, Inc. (2013) 220
Cal.App.4th 701, 724-725 [failure to adopt policy authorizing meal and rest
breaks]; Bradley v. Networkers Internat., LLC (2012) 211 Cal.App.4th 1129,
1150-1151 [same].) We express no opinion on this question.

                                              26
evidentiary substitute for demonstrating the requisite commonality, or suggested
that statistical sampling may be used to manufacture predominate common issues
where the factual record indicates none exist.‖ (Dailey v. Sears, Roebuck & Co.,
supra, 214 Cal.App.4th at p. 998.) In addition, as we will discuss, a statistical plan
for managing individual issues must be conducted with sufficient rigor.
       If statistical evidence will comprise part of the proof on class action claims,
the court should consider at the certification stage whether a trial plan has been
developed to address its use. A trial plan describing the statistical proof a party
anticipates will weigh in favor of granting class certification if it shows how
individual issues can be managed at trial. Rather than accepting assurances that a
statistical plan will eventually be developed, trial courts would be well advised to
obtain such a plan before deciding to certify a class action. In any event,
decertification must be ordered whenever a trial plan proves unworkable.
       3.     Trial Plan Did Not Manage Individual Issues Arising from USB’s
              Exemption Defense
       Here, the trial court found a predominance of common questions based on:
(1) standardization of the BBO position, (2) USB‘s classification of all BBOs as
exempt, without inquiry into their work habits, 29 and (3) USB‘s failure to train or
monitor BBOs to ensure compliance with the exemption. The primary
consideration in a misclassification case pertains to ―the realistic requirements of
the job.‖ (Ramirez, supra, 20 Cal.4th at p. 802.) The trial court ultimately made
detailed findings to the effect that the BBO position was essentially a
telemarketing job, most easily performed in the office. However, at the
certification stage, it should have been apparent that litigation of the outside

29     Federal courts have observed that the uniform application of an exemption,
standing alone, ―does nothing to facilitate common proof on the otherwise
individualized issues.‖ (In re Wells Fargo Home Mortg. Overtime Pay Lit. (9th
Cir. 2009) 571 F.3d 953, 959.) While we agree with this principle, here the trial
court identified additional common issues supporting certification.

                                          27
salesperson defense would also involve significant inquiry into how each of the
class‘s 260 members ―actually spen[t] his or her time.‖ (Ibid.)
       Evidence presented in connection with the certification motions showed
that BBOs enjoyed exceptional independence. The bank did not tell them when,
where, or how to do their work. It focused exclusively on whether BBOs achieved
their sales targets. Consistent with this independence, declarations offered by both
sides showed significant variation in the time individual BBOs worked outside the
office. The trial court was of course entitled to discredit USB‘s declarations.
However, it received no evidence establishing uniformity in how BBOs spent their
time. (See Ramirez, supra, 20 Cal.4th at p. 802.) Wide variation among class
members is a factor informing whether the exemption question can be resolved by
a simple ―yes‖ or ―no‖ answer for the entire class.
       Thus, USB‘s exemption defense raised a host of individual issues. While
common issues among class members may have been sufficient to satisfy the
predominance prong for certification, the trial court also had to determine that
these individual issues could be effectively managed in the ensuing litigation.
(See Brinker, supra, 53 Cal.4th at p. 1054 (conc. opn. of Werdegar, J.); Sav-On,
supra, 34 Cal.4th at p. 334.) Here, the certification order was necessarily
provisional in that it was subject to development of a trial plan that would manage
the individual issues surrounding the outside salesperson exemption.
       In general, when a trial plan incorporates representative testimony and
random sampling, a preliminary assessment should be done to determine the level
of variability in the class. (See post, at p. 40.) If the variability is too great,
individual issues are more likely to swamp common ones and render the class
action unmanageable. No such assessment was done here. With no sensitivity to
variability in the class, the court forced the case through trial with a flawed
statistical plan that did not manage but instead ignored individual issues.

                                            28
       This result cannot stand. Although courts enjoy great latitude in structuring
trials, and we have encouraged the use of innovative procedures, any trial must
allow for the litigation of affirmative defenses, even in a class action case where
the defense touches upon individual issues. As we will explain, the trial plan here
unreasonably prevented USB from supporting its affirmative defense.
Accordingly, the class judgment must be reversed. The trial court is of course free
to entertain a new certification motion on remand, but if it decides to proceed with
a class action it must apply the guidelines set out here.
C.     Class Action Trial Must Permit Adjudication of Affirmative Defenses
       We have encouraged trial courts to be ―procedurally innovative‖ in
managing class actions. (City of San Jose v. Superior Court, supra, 12 Cal.3d at
p. 453.) We have remained open to the appropriate use of representative
testimony, sampling, or other procedures employing statistical methodology. (See
Sav-On, supra, 34 Cal.4th at pp. 339-340.) However, the trial plan here was
seriously flawed. First, without following a valid statistical model developed by
experts, the court improperly extrapolated liability findings from a small, skewed
sample group to the entire class. Second, in pursuing this extrapolation, the court
adamantly refused to admit relevant evidence relating to BBOs outside the sample
group. These rulings significantly impaired USB‘s ability to present a defense.
       Although the trial court‘s certification decision was apparently influenced
by Sav-On, supra, 34 Cal.4th 319, the court overlooked our advisements about the
need to manage individual issues in a class action. Although we found substantial
evidence of common issues supporting certification in that misclassification case,
we also articulated an important caveat: ―Unquestionably, . . . defendant is
entitled to defend against plaintiffs‘ complaint by attempting to demonstrate wide
variations in the types of stores and, consequently, in the types of activities and
amounts of time per workweek the [class members] in those stores spent on
different types of activities.‖ (Id. at pp. 329-330.) In rigidly adhering to its flawed

                                          29
trial plan and excluding relevant evidence central to the defense, the court here did
not manage individual issues. It ignored them.
       We have long observed that the class action procedural device may not be
used to abridge a party‘s substantive rights. ―Class actions are provided only as a
means to enforce substantive law. Altering the substantive law to accommodate
procedure would be to confuse the means with the ends—to sacrifice the goal for
the going.‖ (City of San Jose v. Superior Court, supra, 12 Cal.3d at p. 462.)
While class action defendants may not have an unfettered right to present
individualized evidence in support of a defense, our precedents make clear that a
class action trial management plan may not foreclose the litigation of relevant
affirmative defenses, even when these defenses turn on individual questions.
       For example, in Granberry v. Islay Investments (1995) 9 Cal.4th 738, 742-
743, we held that a landlord sued for excess rent by a class of former tenants was
entitled to set off amounts the tenants owed for unpaid rent, repairs, and cleaning.
(Id. at p. 743.) The tenants objected that ―to allow setoff would be inappropriate
in class actions . . . because of numerous practical difficulties,‖ such as the need
for setoff amounts to be litigated individually in thousands of cases. (Id. at
p. 749.) In rejecting the plaintiffs‘ argument that these difficulties should bar the
landlord from raising the set-off defense, we stressed that ―it is inappropriate to
deprive defendants of their substantive rights merely because those rights are
inconvenient in light of the litigation posture plaintiffs have chosen.‖ (Ibid.)
       We voiced similar concerns in Washington Mutual, supra, 24 Cal.4th 906.
There, the trial court had certified a nationwide class action challenging a bank‘s
practice of forcing homebuyers to purchase expensive replacement policies when
the hazard insurance on their properties lapsed. (Id. at p. 912.) The bank argued
common questions did not predominate because choice-of-law provisions in the
loan documents would require the application of different state laws to different
plaintiffs‘ claims. (Id. at p. 913.) We held that, when deciding whether to certify
a nationwide class, trial courts must consider the potential for individual issues

                                          30
arising from choice-of-law clauses. (Id. at p. 926.) Although the Court of Appeal
had suggested businesses should not be allowed to rely on choice-of-law clauses to
escape involvement in a nationwide class action, we disagreed. (Id. at p. 918.)
Instead, stressing that class action procedure must conform to substantive law, not
vice versa, we explained that ―an otherwise enforceable choice-of-law agreement
may not be disregarded merely because it may hinder the prosecution of a
multistate or nationwide class action . . . .‖ (Ibid.)
       Similarly here, the trial court could not abridge USB‘s presentation of an
exemption defense simply because that defense was cumbersome to litigate in a
class action. Under Code of Civil Procedure section 382, just as under the federal
rules, ―a class cannot be certified on the premise that [the defendant] will not be
entitled to litigate its statutory defenses to individual claims.‖ (Wal-Mart Stores,
Inc. v. Dukes (2011) 564 U.S. __, __ [131 S.Ct. 2541, 2561].) These principles
derive from both class action rules and principles of due process. (See Lindsey v.
Normet (1972) 405 U.S. 56, 66; Philip Morris USA v. Williams, (2007) 549 U.S.
346, 353.)
       The court‘s decision to extrapolate classwide liability from a small sample,
and its refusal to permit any inquiries or evidence about the work habits of BBOs
outside the sample group, deprived USB of the ability to litigate its exemption
defense. USB repeatedly submitted sworn declarations from 75 class members
stating that they worked more than half their time outside the office. This
evidence suggested that work habits among BBOs were not uniform and that
nearly one-third of the class may have been properly classified as exempt and
lacking any valid claim against USB. USB also sought to introduce live testimony
from witnesses about their work outside the office as BBOs. Yet the court refused
to admit any of this evidence or allow it to be considered by experts as part of a
statistical sampling model. Instead, extrapolating findings from its small sample
and ignoring all evidence proffered to impeach these findings, the court found that
the entire class was misclassified. The injustice of this result is manifest. While

                                           31
representative testimony and sampling may sometimes be appropriate tools for
managing individual issues in a class action, these statistical methods cannot so
completely undermine a defendant‘s right to present relevant evidence.
       To defend the trial plan, plaintiffs analogize to Teamsters v. United States
(1977) 431 U.S. 324 (Teamsters) and argue wage and hour defendants have no
right to litigate an exemption defense as to each class member ―during the liability
phase‖ of trial. The analogy does not hold. Teamsters was a title VII30 disparate
treatment case. (Teamsters, at p. 328.) The ultimate question was not whether the
employer had treated any individual unfairly, but instead whether the employer
had engaged in a pattern and practice of disparate treatment of racial and ethnic
minorities. (Id. at p. 335.) The Supreme Court outlined a two-step process for
such litigation. First, the plaintiff must make a prima facie case that the employer
has a regular policy or practice of unlawful discrimination. (Id. at p. 360.) If it
does so, an inference of discrimination as to all class members arises. The burden
then shifts to the employer to defeat the inference by showing that any individual
employment decision was made for legitimate nondiscriminatory reasons. (Id. at
pp. 360-362.) If such reasons are offered, the plaintiff may prevail by showing the
proffered reasons were merely pretextual. (Id. at p. 362, fn. 50; McDonnell
Douglas Corp. v. Green (1973) 411 U.S. 792, 804-806.)
       Plaintiffs appear to urge a similar approach in misclassification cases, with
an initial ―liability‖ phase devoted to classwide evidence of misclassification and a
second ―remedial‖ phase addressing the extent of damages or other relief to be
provided to the class. In the first phase, plaintiffs assert, ―[i]t would be
inconsistent with the requirement of common evidence‖ for the employer to be
permitted to litigate its exemption defense against individual class members.
Disputes over individual plaintiffs‘ ―entitlement to relief‖ would have to await the

30     Title VII of the Civil Rights Act of 1964. (42 U.S.C. § 2000e et seq.)

                                           32
second phase of proceedings, to be considered along with arguments regarding the
amount of damages to be paid.
       At the outset, plaintiffs‘ argument rests on a false assumption. Class
actions do not create a ―requirement of common evidence.‖ Instead, class
litigation may be appropriate if the circumstances of a particular case demonstrate
that there is common evidence. In any event, the attempt to apply a Teamsters
approach here fails.
       First, the issues involved, and the means for deciding them, are very
different. In a disparate treatment case, the ultimate question is whether the
employer followed a policy or practice of unlawful discrimination. (Teamsters,
supra, 431 U.S. at p. 335.) The focus of the different phases is on proving the
employer‘s discriminatory intent. In a misclassification case, whether a given
employee is properly classified depends in large part on the employee‘s individual
circumstances, not the employer‘s intent. In a pattern and practice case, the
employer‘s actions must be examined in the aggregate to determine whether the
employer is liable to any particular plaintiff for discrimination. (See Nagareda,
Class Certification in the Age of Aggregate Proof (2009) 84 N.Y.U. L.Rev. 97,
117, 151.) Statistical proof can be useful, even necessary, to illuminate the
defendant‘s wrongdoing. The same is true in securities fraud class actions and
mass tort cases based on epidemiological evidence. (Id. at pp. 117-118.) This
rationale for aggregate proof simply has no application in wage and hour litigation
alleging misclassification. Although common proof may be possible if there are
uniform job requirements or policies, an employer‘s liability for misclassification
under most Labor Code exemptions will depend on employees‘ individual
circumstances. Liability to one employee is in no way excused or established by
the employer‘s classification of other employees.
       Moreover, the scope of injuries caused by the defendant‘s conduct differs in
the two types of cases. ―In a discrimination case, it is a reasonable possibility that
all class members, even those who have fared exceedingly well, were subject to

                                          33
this unlawful policy or practice. . . . [¶] This dimension is absent in a
misclassification case. That is, it is meaningless to suggest that an employee who
is performing exempt duties would have been even more exempt had the employer
not engaged in the standard practice of misclassification. Further, because the
employer already bears the burden of establishing that each employee qualifies as
exempt, nothing is accomplished procedurally by litigating the pattern and practice
claim. The employer still must prove, class member by class member, that the
particular employee qualified as exempt.‖ (King & Muraco, Classwide
Determinations of Overtime Exemptions: The False Dichotomy Posed by Sav-On
and a Suggested Solution (2006) 21 Lab. Law. 257, 268-269 (hereafter King &
Muraco).)
       Second, plaintiffs‘ vision of a wage and hour class action trial conflates
liability and damages. All phases of the Teamsters model are geared toward
proving the defendant‘s liability for discrimination, which is generally suffered by
all group members regardless of their individual circumstances. Decisions about
the amount of damages owed for discriminatory conduct are entirely separate;
they are not addressed in the burden-shifting framework at all. In plaintiffs‘ view
of wage and hour class actions, disputes about the defendant‘s liability to any
particular employee must be decided in correlation with decisions about the
amount of damages owed to the class. In other words, decisions about the fact of
liability are reframed as questions about the extent of liability. However, as the
trial below demonstrated, once the court has decided against the defendant in
phase one, it is all too easy to presume the defendant‘s liability to all class
members in phase two.
       This is not to say that an employer‘s liability for misclassification may
never be decided on a classwide basis. A class action trial may determine that an
employer is liable to an entire class for misclassification if it is shown that the
employer had a consistently applied policy or uniform job requirements and
expectations contrary to a Labor Code exemption, or if it knowingly encouraged a

                                          34
uniform de facto practice inconsistent with the exemption. (See, e.g., Bell, supra,
115 Cal.App.4th at p. 743.) In such a case, the evidence for uniformity among
class members would be strong, and common proof would be sufficient to call for
the employer to defend its claimed exemption.31 However, any procedure to
determine the defendant‘s liability to the class must still permit the defendant to
introduce its own evidence, both to challenge the plaintiffs‘ showing and to reduce
overall damages. No case, to our knowledge, holds that a defendant has a due
process right to litigate an affirmative defense as to each individual class member.
However, if liability is to be established on a classwide basis, defendants must
have an opportunity to present proof of their affirmative defenses within whatever
method the court and the parties fashion to try these issues. If trial proceeds with a
statistical model of proof, a defendant accused of misclassification must be given a
chance to impeach that model or otherwise show that its liability is reduced
because some plaintiffs were properly classified as exempt.
D.     Sampling Techniques Must Satisfy Realistic Guidelines to Minimize the
       Risk of Error
       Questions about the use of statistical evidence to prove classwide liability
and damages are far from settled. The court below adopted a trial plan that sought
to prove liability and damages by extrapolation from the testimony of a small
sample group. In addition to the undue restrictions this plan placed on USB‘s
ability to support its exemption defense, the court‘s attempt to implement random
sampling was beset by numerous problems.
       Sampling is a methodology based on inferential statistics and probability
theory. ―The essence of the science of inferential statistics is that one may

31     Plaintiffs insist there is substantial evidence to support the trial court‘s
finding that the BBO position was standardized. We cannot so conclude because
the court erroneously excluded all evidence USB offered contradicting this view.
Indeed, the court‘s own findings belie any notion of uniformity because it found
USB had no requirements or expectations regarding where BBOs worked, or how
much, so long as they met their sales goals.

                                         35
confidently draw inferences about the whole from a representative sample of the
whole.‖ (In re Chevron U.S.A., Inc. (5th Cir. 1997) 109 F.3d 1016, 1019-1020.)
Whether such inferences are supportable, however, depends on how representative
the sample is. ―[I]nferences from the part to the whole are justified only when the
sample is representative.‖ (Kaye & Freedman, Reference Guide on Statistics, in
Reference Manual on Scientific Evidence (3d ed. 2011) 211, 216-217.) Several
considerations determine whether a sample is sufficiently representative to fairly
support inferences about the underlying population.32
       1.     Use of Sampling to Prove Misclassification Liability
       It is an open question, hotly contested among the parties and amici curiae,
whether statistical sampling can legitimately be used to prove a defendant‘s
liability to absent class members. The question has arisen in numerous contexts,
ranging from mass torts (e.g., Cimino v. Raymark Industries, Inc. (5th Cir. 1998)
151 F.3d 297, 319-320) to employment discrimination (e.g., Wal-Mart Stores, Inc.
v. Dukes, supra, 564 U.S. at p. __ [131 S.Ct. at pp. 2560-2561]). In the wage and
hour context, recent decisions from federal district courts have disagreed about
whether statistical sampling may be used to prove liability. (Compare Dilts v.
Penske Logistics, LLC (S.D.Cal. 2010) 267 F.R.D. 625, 638 [approving the
potential use of statistical sampling to prove classwide damages and liability for
off-the-clock claims]33; with In re Wells Fargo Home Mortg. Overtime Pay Lit.
(N.D.Cal. 2010) 268 F.R.D. 604, 612 [rejecting sampling proposal to prove
misclassification liability due to the difficulty of extrapolating mixed results]; and

32    ―Population‖ is a term of art in statistics, referring to the entire group the
sample is intended to represent. Here, the sample consisted of the testifying
members of the RWG. The population was the entire class of BBOs.
33      The Dilts plaintiffs ultimately did not introduce statistical evidence at trial,
or other evidence establishing a common policy or practice that prohibited off-
duty breaks, and the court dismissed the class claims for off-the-clock work.
(Dilts v. Penske Logistics, LLC (S.D.Cal. Jan. 21, 2014, No. 08-cv-318-CAB)
2014 WL 305039.)

                                           36
Weigele v. FedEx Ground Package System, Inc. (S.D.Cal. 2010) 267 F.R.D. 614,
623-625 [rejecting sampling proposal due to the potentially high margin of error
and lack of rational guidelines for extrapolating results to the class].)
       One published California case describes the successful use of statistical
sampling in the trial of a wage and hour class action. In Bell, supra, 115
Cal.App.4th 715 insurance claims representatives sued their employer for unpaid
overtime, recovering a class judgment of over $90 million. The court below relied
heavily on Bell in developing the trial plan here. But, in doing so, it failed to note
one critical distinction. The statistical evidence in Bell was heard only after
classwide liability had been established. At the summary adjudication stage, the
court ruled that the administrative exemption did not apply to any plaintiff;
therefore, all had been misclassified as exempt. (Id. at pp. 720-721.) The
employer unsuccessfully challenged that ruling on appeal. (Bell v. Farmer’s Ins.
Exchange (2001) 87 Cal.App.4th 805, review den. Jun. 20, 2001, cert. den., 534
U.S. 1041 (Nov. 26, 2001).) On remand, sampling was used to prove damages
only. (See Bell, supra, 115 Cal.App.4th at pp. 721-722.) Because all class
members were nonexempt, the only unresolved question was how many overtime
hours they worked. After several months and an unusual degree of cooperation,
the parties‘ experts developed a statistical sampling plan to answer the question.
(Id. at pp. 722-723.)34
       The issues here were far more complex, encompassing both liability and
damages. When the court announced its sampling plan, liability remained

34      At first blush, this degree of cooperation seems puzzling given the other
hotly contested aspects of the Bell litigation. But the evolution of the case shows
that the interests of both sides were aligned following remand. Once the issue of
liability had been decided, both sides benefited from a fair, cost-effective approach
to determining damages. By agreeing on a sampling approach, both sides could
expedite resolution while preserving their competing interests in calculating
damages.

                                          37
disputed, the parties disagreed on a sampling approach, and, as we explain, the
court-devised method was statistically flawed.
       We need not reach a sweeping conclusion as to whether or when sampling
should be available as a tool for proving liability in a class action. It suffices to
note that any class action trial plan, including those involving statistical methods
of proof, must allow the defendant to litigate its affirmative defenses. If a defense
depends upon questions individual to each class member, the statistical model
must be designed to accommodate these case-specific deviations. If statistical
methods are ultimately incompatible with the nature of the plaintiffs‘ claims or the
defendant‘s defenses, resort to statistical proof may not be appropriate. Procedural
innovation must conform to the substantive rights of the parties.
       2.     Use of Sampling to Prove Misclassification Damages
       The use of statistical sampling to prove damages in overtime class actions
is less controversial, largely due to the relaxed standard of proof established by the
Supreme Court in Mt. Clemens, supra, 328 U.S. 680. In addition, broadly
speaking, the law tolerates more uncertainty with respect to damages than to the
existence of liability. ―Uncertainty of the fact whether any damages were
sustained is fatal to recovery, but uncertainty as to the amount is not.‖ (Bruckman
v. Parliament Escrow Corp. (1987) 190 Cal.App.3d 1051, 1061.)
       Mt. Clemens was a suit for unpaid overtime under the Fair Labor Standards
Act (FLSA). (29 U.S.C. § 216(b).) As with California‘s analogous labor laws, the
plaintiff in a FLSA action has the burden of proving he or she was not properly
compensated for work performed. (Mt. Clemens, supra, 328 U.S. at pp. 686-687.)
Such proof is almost impossible to establish, however, if the employer has not
kept accurate or adequate records. Recognizing this problem, the Supreme Court
held that when an employer‘s records are inaccurate or incomplete, the employee
carries this burden by proving the amount and extent of work performed ―as a
matter of just and reasonable inference.‖ (Id. at p. 687) ―The burden then shifts to
the employer to come forward with evidence of the precise amount of work

                                           38
performed or with evidence to negative the reasonableness of the inference to be
drawn from the employee‘s evidence. If the employer fails to produce such
evidence, the court may then award damages to the employee, even though the
result be only approximate.‖ (Id. at pp. 687-688.) Under this burden-shifting
framework, an employer is not allowed to benefit from its own poor
recordkeeping. (Id. at p. 687.)
          Some federal cases have relied on Mt. Clemens in using random sampling
to prove the reasonable, if approximate, amount of compensation owed to the
class. (See Morgan v. Family Dollar Stores, Inc. (11th Cir. 2008) 551 F.3d 1233,
1277-1279.) The Mt. Clemens rationale is not sufficient to support the use of
sampling to prove an employer‘s liability, however. The high court stressed that
employees must carry the initial burden of proving they have performed work that
was not compensated in accordance with applicable labor laws. (Mt. Clemens,
supra, 328 U.S. at p. 688.) Once injury is established, ―[t]he uncertainty lies only
in the amount of damages arising from the statutory violation by the employer.‖
(Ibid.)
          Moreover, any compensation awarded to the class must be based solely on
overtime hours worked by nonexempt employees. Overtime hours worked by
exempt employees are irrelevant. If a sampling plan used to calculate damages
cannot distinguish exempt from nonexempt employees, it may be difficult to
obtain an accurate estimate of overtime owed to the class. (See King & Muraco,
supra, 21 Lab. Law. at pp. 265-266.)35

35      The parties disagree about whether standards of proof are relaxed or
heightened when a wage and hour class action proceeds solely under the UCL.
Citing several false advertising cases, plaintiffs assert that relief under the UCL is
generally available without individualized proof of injury. (See In re Tobacco II
Cases (2009) 46 Cal.4th 298, 320.) In contrast, USB argues the UCL imposes a
stricter proof requirement for restitution than is otherwise required for damages,
because restitution is only available for property the defendant wrongfully
obtained through an unfair business practice. (See Cortez v. Purolator Air
Filtration Products Co. (2000) 23 Cal.4th 163, 177-178.) Thus, they argue,
                                          39
       3.     Sampling Errors in the Trial Below
       Even when statistical methods such as sampling are appropriate, due
concern for the parties‘ rights requires that they be employed with caution. Here,
the process failed.
              a.      Sample Size Was Too Small
       The first and most obvious flaw in the trial court‘s sampling plan was the
size of the sample group. A sample must be sufficiently large to provide reliable
information about the larger group. ―How many cases need to be sampled? This
depends in large part on the variability of the population. The more diverse the
population, the larger the sample must be in order to reflect the population
accurately. The more homogeneous the population, the fewer cases that need to
be sampled. . . . [¶] In general, the larger the sample, the more likely it will
reflect the population; the smaller the sample, the less likely it is to do so—for any
given degree of heterogeneity.‖ (Saks & Blanck, Justice Improved: The
Unrecognized Benefits of Aggregation and Sampling in the Trial of Mass Torts
(1992) 44 Stan. L.Rev. 815, 842, fn. omitted (hereafter Saks & Blanck).) It is
impossible to determine an appropriate sample size without first learning about the
variability in the population. (Lahav, The Case for “Trial by Formula” 90 Tex.
L.Rev. 571, 630 (hereafter Lahav).) One way to assess population variability is
through the use of surveys. (Id. at p. 631.)
       For reasons that are not clear, the court here chose a sample size of 20, plus
the two named plaintiffs. It did so without input from either side‘s statistical
experts. It purported to rely on Bell, supra, 115 Cal.App.4th 715. Yet in Bell both
sides‘ experts had worked for months to develop a mutually acceptable sampling
plan. (Id. at pp. 722-723.) After ― ‗an initial pilot sample‘ ‖ of 50 depositions, the

plaintiffs must show they were actually misclassified and are owed unpaid wages
for overtime. We need not resolve this issue. Even under a relaxed standard of
proof, plaintiffs concede that the restitution award here was subject to such a high
margin of error that the judgment cannot stand.

                                          40
experts agreed that results with a one-hour-per-week margin of error could be
achieved using a sample size of 286 plaintiffs. (Ibid.) The parties ultimately
deposed 295 class members and brought the margin of error down to less than an
hour a week. (Id. at p. 723.) The close involvement of the parties‘ experts in
determining sample size led to this low margin of error and the ―virtually identical
calculations‖ of total overtime owed to the class. (Id. at p. 724.)
       The proceedings here were strikingly different. Neither side‘s experts had
studied the variability among class members on key questions including
percentage of hours worked outside or average weekly overtime. The court chose
a sample size that would be convenient and manageable. The same could be said
of a sample of one. Yet convenience alone cannot justify procedures that
substantially curtail the parties‘ ability to litigate their case. If sampling is used to
estimate the extent of a party‘s liability, care must be taken to ensure that the
methodology produces reliable results. With input from the parties‘ experts, the
court must determine that a chosen sample size is statistically appropriate and
capable of producing valid results within a reasonable margin of error.
               b.     Sample Was Not Random
       A sample must be randomly selected for its results to be fairly extrapolated
to the entire class. Although the trial court initially drew names for the RWG at
random, several of its later rulings compromised random selection. ―A ‗random
sample‘ is one in which each member of the population has an equal probability of
being selected for inclusion in the sample.‖ (Saks & Blanck, supra, 44 Stan.
L.Rev. at p. 821, fn. 48.) Even when selection procedures appear to be random,
errors may arise that undermine randomness. For instance, nonresponse bias can
occur if a sample is chosen randomly from a group containing only survey
respondents. The potential for bias arises because those who do not respond have
no probability of inclusion in the sample. Thus, although the participants are
randomly selected from among respondents, the sample will not reflect the
characteristics of members of the population who chose not to respond to the

                                           41
survey. (Phillips, et al., What’s Good in Theory May Be Flawed in Practice:
Potential Legal Consequences of Poor Implementation of a Theoretical Sample
(2012) 9 Hastings Bus. L.J. 77, 90-91.)
       Selection bias occurs when members of the population are chosen based on
a nonrandom criterion or are selectively included or excluded from the sample
group. In litigation, selection bias can occur when members of the population are
allowed to opt out of the class. If plaintiffs with high-value claims opt out, the
sample will be skewed toward low-value claims and may result in an unfairly low
estimate of damages. (Lahav, supra, 90 Tex. L.Rev. at p. 622.) Conversely, if the
opt-outs represent mainly low-value claims or plaintiffs with no valid claim, the
sample results will be unfairly inflated. Self-interest may motivate class members
to act in ways that will maximize the class award. Thus, ―[o]ne must always
suspect that any nonrandom method of picking sample cases will be skewed and
therefore will be an inaccurate estimate of the population average.‖ (Id. at p. 624.)
       Selection bias can also occur if named plaintiffs are included in the sample
based not on random selection but on their status in the litigation. Certainly class
counsel are entitled to select named plaintiffs in a manner that enhances their
position. But that tactical choice should not compromise the statistical approach
required for random sampling.
       A sample that includes even a small number of interested parties can
produce biased results. The impact of this error is magnified when the biased
results are extrapolated to the entire population. Selection bias cannot be cured
simply by increasing the size of the sample. ―When a selection procedure is
biased, taking a large sample does not help. This just repeats the basic mistake on
a larger scale.‖ (Freedman et al., Statistics (4th ed. 2007) p. 335 (hereafter
Freedman) .)
       Finally, a sample that is representative of a population when first drawn
may become less so over time. (Saks & Blanck, supra, 44 Stan. L.Rev. at p. 841.)
In class action litigation, such changes can occur with opt-outs or other events that

                                          42
change the class composition. ―Attention must be paid to possible changes that
could render a previously representative sample unrepresentative. When that
occurs, sampling will not accurately reflect what needs to be known about the
population.‖ (Ibid.)
       Numerous rulings here undermined randomness and gave class counsel the
ability to influence the cases selected to be tried in the sample group.
       First, the trial court excluded one person selected for the RWG, Brian
Smith, because his work activities differed from those of other BBOs and the court
did not consider him to be a ―true‖ BBO. However, Smith‘s work activities may
not have been unique. As a randomly selected member of the class, Smith may in
fact have been representative of a sizeable, if unknown, group of BBOs whose job
duties differed from the norm. The exclusion of perceived outliers ― ‗is more
often associated with conscious, or perhaps unconscious, attempts to make a
particular process perform as one would like it to perform rather than accepting
the actual performance.‘ ‖ (Freedman, supra, at p. 103.) By characterizing Smith
as atypical and excluding his testimony, the court imposed a greater uniformity on
the RWG than its ―random‖ sampling methodology warranted.
       Similarly, at the trial stage, one member of the RWG was able to exclude
his own case from the sample group simply by failing to appear. Borsay Bryant
did not respond to a trial subpoena and gave no testimony that could be included
in the sample results. Even so, the court permitted him to recover under the class
judgment. If plaintiffs are allowed to opt out of a sample group yet recover from
the resulting class judgment, a plaintiff with a weaker case will be motivated to
exclude himself and benefit from the higher recovery produced by the stronger
cases in the sample. Bryant may not have acted with this subjective motivation,
but his failure to appear was yet another instance of selection bias that
compromised the randomness of the sample.
       Next, after the court drew names for the RWG, it granted plaintiffs‘ motion
to amend the complaint and ordered the parties to give all class members,

                                          43
including those selected for the RWG, a second opportunity to opt out of the
proceedings. Nothing prevented class counsel from assessing the strength of cases
selected for the RWG and encouraging plaintiffs with weak liability or damages
claims to opt out. In fact, two class members who had given favorable deposition
testimony for USB submitted declarations stating that class counsel strongly
encouraged them to opt out after they were selected for the RWG. Ultimately, a
far greater percentage of opt-outs came from the 20 people selected by the court
than from the more than 200 other class members. Four of the nine plaintiffs who
opted out were in the RWG. Thus, one in five of the 20 RWG members opted out
whereas fewer than one in 50 class members from outside the RWG did so.
Despite a declaration from USB‘s expert explaining that this disparity in opt-out
rates could not be attributed to chance and created a hopelessly biased sample, the
court refused to restore the RWG opt-outs to the sample group or, even better,
draw a new random sample from the entire class.
       Finally, the court decided to base its extrapolation not just on those drawn
randomly, but also on testimony from the two named plaintiffs, Duran and
Fitzsimmons. These plaintiffs were selected, not randomly, but by class counsel.
Indeed, class counsel substituted the lead plaintiffs repeatedly. The original
named plaintiff, Amina Rafiqzada, was replaced early in the litigation and two
months later testified in deposition that she spent more than half her workday
outside the office. The next three class representatives (Vanessa Haven, Abby
Karavani, and Parham Shekarlab) were replaced after they testified that they spent
from 60 to 90 percent of the workday outside the office. Plaintiffs‘ expert
conceded Duran and Fitzsimmons were not technically part of the random sample
and, as a result, found it impossible to say whether they were representative of the
class. The trial court, too, acknowledged that data derived from the named
plaintiffs‘ testimony would not normally be included in a statistical analysis of a
random sample, but it excused this deviation by fiat, declaring that the court was
―the final arbiter of what is representative of the class.‖ Trial courts have broad

                                         44
discretion in many areas. But they cannot exercise that discretion in ways contrary
to the internal rules of a scientific specialty, such as statistics, and then rely on that
specialty‘s established reliability as if the rules had been followed. The trial court
also justified inclusion of the named plaintiffs by noting that the overtime estimate
for the class was higher without their testimony. However, this change would
have increased the margin of error to 47 percent, making the sample results even
less reliable.
       Based on testimony from the 19 class members who testified and the two
named plaintiffs, the court ruled that the entire class of BBOs had been
misclassified. In rigid adherence to its sampling plan, the court refused to hear
potentially contrary testimony from 10 plaintiffs who would otherwise have been
included in the sample: the four previously named plaintiffs, the four RWG
members who opted out, the RWG member whose work habits were different, and
the RWG member who failed to appear for trial. The resulting sample was not
random, but appeared to be biased in plaintiffs‘ favor.
                 c.   Intolerably Large Margin of Error Resulted
       ―Margin of error‖ is a statistical measurement of the reliability of an
estimate produced by sampling. It reflects the amount by which the estimate may
be wrong given a certain confidence interval. Plaintiffs‘ expert Drogin defined
margin of error as the ―plus or minus‖ amount associated with the estimate at a
given level of confidence. Statisticians typically calculate margin of error using a
95 percent confidence interval, which is the interval of values above and below the
estimate within which one can be 95 percent certain of capturing the ―true‖
result.36 The margin of error is simply one-half of the confidence interval; it is the

36      In general, the narrower the confidence interval, the more precise the
estimate. Confidence in an estimate‘s accuracy can only be attained by widening
the interval around it. A high confidence level coupled with a small interval
indicates that random error in the estimate is low. (See 1 Kaye & Freedman,
Modern Scientific Evidence: The Law and Science of Expert Testimony (2010–
                                           45
amount by which the sampling estimate may be either too high or too low. (See
Bell, supra, 115 Cal.App.4th at p. 753.)
       Here, testimony from the skewed sample group produced an estimate of
11.86 hours of average weekly overtime. Drogin calculated a margin of error of
5.14 hours, or 43.3 percent, 37 at a 95 percent confidence interval. In other words,
he could be 95 percent confident that, on average, RWG members worked as little
as 6.72 hours and as much as 17.00 hours of overtime each week. This means that
the actual average overtime worked by class members could have been 43.3
percent higher (17.00) or lower (6.72) than the 11.86-hour estimate. Manifestly,
the range of potential compensation for plaintiffs in the sample was substantial.
The wide range of error means that a judgment based on the estimate could reflect
an amount nearly double the true extent of USB‘s liability. As even plaintiffs
acknowledge, this margin of error was intolerably high.
       In Bell, supra, 115 Cal.App.4th at pages 756 to 757, the same Court of
Appeal that decided this case concluded a 32 percent margin of error was so large
that the resulting damages award violated due process. The court went on to
observe, in dicta, that ―[t]he reliability of an estimate subject to a large margin of
error might conceivably be bolstered by evidence of a high response rate, probable
distribution within the margin of error, absence of measurement error, or other
matters.‖ (Id. at p. 756.) The trial court here cited Bell‘s ―bolstering‖ factors to
justify reliance on Drogin‘s overtime estimate despite the 43.3 percent margin of
error. Specifically, the court asserted that reliability of the estimate was enhanced
by: (1) the random selection of the sample; (2) the high response rate of RWG
members who testified at trial; (3) the lack of measurement error, in that the
sample results accurately reflected the court‘s findings; (4) the anecdotal evidence

2011) § 6:34, pp. 361-363.) Conversely, a wide confidence interval, such as the
one produced here, shows the estimate is less likely to be accurate.
37     For an explanation of how this relative margin of error was calculated, see
ante, page 11, fn. 13.

                                           46
and survey data corroborating the estimate; (5) the absence of outliers in the
sample; (6) the design of the trial plan; and (7) the court‘s previous consideration
of alternative procedures.
       We question whether such ancillary indicia of reliability could ever be
sufficient to justify reliance on an estimate with a margin of error approaching 50
percent. In any case, the trial court‘s assessment was at odds with the facts.
(1) Contrary to the court‘s findings, the randomness of the sample group was
repeatedly compromised, and the results obtained for the RWG were marred by
selection bias. (2) The response rate for the sample group cannot reasonably be
considered high given that one RWG member did not appear for trial, four opted
out when given the opportunity, and one was removed by the court. (3) The
sample‘s results almost certainly included a degree of measurement error.
Witnesses‘ recollections of their past overtime were bound to be imprecise.
Moreover, several RWG members testified to a range of overtime hours without
specifying where in the range they typically worked. In such cases, Drogin chose
to rely on the midpoint of the range, but this measure would have been inaccurate
if the witness typically worked at the high or low end. (4) The court‘s assertion
that the sample results were corroborated by survey data amounts to little more
than bootstrapping. When plaintiffs‘ expert, Jon Krosnick, surveyed class
members after phase one of the trial, the court ruled the survey data inadmissible
as a violation of its trial plan and refused to allow USB to conduct any discovery
into the design or execution of the survey. Having excluded the survey data and
denied USB an opportunity to impeach it, the court could not fairly rely on those
data to bolster the reliability of the sample results. (5) As explained ante at
page 43, the exclusion of one BBO whom the court considered an ―outlier‖ could
well have undermined, rather than enhanced, reliability. As to factors (6) and (7),
it is unclear how the court‘s trial plan or consideration of other procedures could
be said, as a matter of statistical rigor, to have made the estimate more reliable.

                                          47
       Nor can the damages estimate here be salvaged by favorable statements in
Bell, supra, 115 Cal.App.4th 715 about the utility of sampling to prove classwide
damages. The sampling plan in Bell was developed by experts with a significant
degree of cooperation among the parties, and the court specifically held that it
offered an appropriate means of proving damages under the Mt. Clemens ― ‗just
and reasonable inference‘ ‖ standard. (Bell, at p. 758; see Mt. Clemens, supra, 328
U.S. at p. 687.) Moreover, Bell involved a random sample of nearly 300 and a
margin of error under 10 percent. (Bell, at pp. 753-755.)
       Plaintiffs respond to these points with two arguments. First, they contend
USB waived any challenge to the 43.3 percent margin of error because the bank
refused to agree to alternative procedures suggested by the trial court to reduce the
margin of error. After the first phase of trial, the court said it would entertain
argument on three alternatives for phase two: (1) proceed with expert testimony
alone based on the phase one findings; (2) require non-RWG class members to
prove up their overtime amounts in some form of streamlined procedure; or (3)
consider additional survey evidence bearing on the restitution calculation. The
court stressed that these alternatives were limited to the issue of restitution and
could not be used to reexamine the phase one finding that all class members had
been misclassified. USB objected to this limitation, noting that the issues of
liability and restitution were linked because any plaintiff properly classified as
exempt would not be entitled to restitution. Instead, USB urged the court to
conduct focused trials for each class member to determine both liability and
restitution.38 The court rejected this proposal and proceeded with option (1), the
course favored by plaintiffs.

38      Ironically, plaintiffs now appear to agree with USB that some individual
proceedings are appropriate during phase two. In their reply brief, plaintiffs state,
―It is during the damages phase that a defendant in USB‘s position has the right to
challenge relief to individual class members so long as there is a reasonable basis
for doing so.‖

                                          48
       USB did not waive its right to seek relief on appeal. Forfeiture of issues on
appeal typically occurs when a party fails to object. (9 Witkin, Cal. Procedure
(5th ed. 2008) Appeal, § 396, p. 453.) The related doctrines of waiver and invited
error prevent a party from taking advantage of an error that could have been
corrected earlier if brought to the trial court‘s attention. (In re Marriage of
Arceneaux (1990) 51 Cal.3d 1130, 1133-1134.) USB consistently and vigorously
objected to the sampling plan, and acted within its rights in doing so. Litigants
must of course obey court orders, but they are not obligated to agree to unfair
procedures simply because they are convenient for the court. To conclude there
was a waiver here would stretch the concept beyond recognition.
       Second, although they now concede the 43.3 percent margin of error is too
high to support the judgment, plaintiffs stress that this margin of error did not
infect the court‘s phase one finding of classwide liability. Drogin‘s estimate that
100 percent of the class was misclassified was subject to a margin of error of only
13 percent. However, even if plaintiffs‘ expert calculated a lower margin of error
for the liability estimate, the sampling plan that produced this estimate was tainted
by selection bias and the other problems noted. In light of these sampling errors,
the true margin of error may have been considerably higher. In any event, the trial
court ignored the margin of error entirely when it ruled that USB was liable to all
class members, even though a number of class members admitted facts
establishing they had been properly classified. A lower margin of error on the
liability estimate does not make up for the high margin of error accompanying the
restitution award. More fundamentally, the liability estimate cannot be trusted
because it resulted from an unfair trial.
              d.     Sampling Errors Require Reversal
       Plaintiffs urge us to ignore the serious flaws in the sampling plan because
USB‘s expert Hildreth raised these criticisms in his testimony and the trial court
rejected them, finding the testimony of plaintiffs‘ experts more credible and
persuasive. Although we generally defer to such credibility determinations, the

                                            49
trial court‘s decision to jettison all statistically grounded criticism of the sampling
plan the court itself created was not supported by substantial evidence. Here, the
trial court invented its own sampling methodology, without input from the parties‘
experts. It then adamantly adhered to this methodology, rejecting substantial
expert criticism.
       We need not resolve here whether statistical sampling can ever be used in a
misclassification action to prove an employer‘s liability to absent class members.
Assuming that sampling may be an appropriate means of proving liability or
damages in a wage and hour class action, the sample relied upon must be
representative and the results obtained must be sufficiently reliable to satisfy
concerns of fundamental fairness. These conditions were not satisfied here.
E.     Conclusion
       While class certification can be a useful tool for deciding common
questions, we have repeatedly explained that remaining individual issues must be
fairly managed. In some cases, statistical methods may offer a reasonable and
appropriate way to do so. (See, e.g., Bell, supra, 115 Cal.App.4th 715.) However,
reliance on statistical proof cannot be used to bar the presentation of valid
defenses to either liability or damages, even if the alternative would require
adjudication of a defense on an individual level. When liability is to be
established on a classwide basis, the defendant must have an opportunity to
present proof of affirmative defenses within whatever method the court and parties
fashion to try these issues. If the trial proceeds with a statistical model of proof, a
defendant accused of misclassification must be given a chance to impeach that
model or otherwise show that its liability is reduced because some plaintiffs were
properly classified as exempt.
       We review class action trial management decisions for abuse of discretion.
(Fireside Bank v. Superior Court (2007) 40 Cal.4th 1069, 1087.) The trial court‘s
exclusion of all evidence about the work habits of BBOs outside the sample group
and its implementation of a biased sampling plan were manifestly an abuse of the

                                          50
court‘s discretion. The errors require reversal if it is reasonably probable that they
affected the verdict. (College Hospital Inc. v. Superior Court (1994) 8 Cal.4th
704, 715; see People v. Watson (1956) 46 Cal.2d 818, 836.) ―We have made clear
that a ‗probability‘ in this context does not mean more likely than not, but merely
a reasonable chance, more than an abstract possibility. [Citations.]‖ (College
Hospital, at p. 715.) Here, there can be little question that the trial court‘s findings
on liability and damages would have been different absent its erroneous exclusion
of evidence and reliance on faulty statistical methodology. Accordingly, both
aspects of the class judgment must be reversed.
                                 III. DISPOSITION
       The Court of Appeal‘s judgment is affirmed in its entirety. On remand, a
new trial will be required for both liability and restitution, and the trial court may
entertain a new class certification motion.
                                                          CORRIGAN, J.

WE CONCUR:
CANTIL-SAKAUYE, C. J.
BAXTER, J.
WERDEGAR, J.
CHIN, J.
LIU, J.
KENNARD, J.*

______________________________
*      Retired Associate Justice of the Supreme Court, assigned by the Chief
Justice pursuant to article VI, section 6 of the California Constitution.

                                          51
                      CONCURRING OPINION BY LIU, J.

       It is not difficult to understand why the trial court‘s sampling plan in this
case was ―profoundly flawed.‖ (Maj. opn., ante, at p. 2.) The representative
witness group was not selected at random but in a manner biased in plaintiffs‘
favor. The trial court used no known statistical rationale in picking a sample size
of 20, and there is no reason to think the sample was sufficiently large. The trial
court also tolerated a margin of error at the damages phase that was undoubtedly
too large. These errors require reversal of both the liability phase and restitution
phase judgments.
       At the same time, today‘s opinion takes an appropriately cautious approach
to guiding the conduct of class action trials in employee misclassification cases
and, in particular, the use of statistical methods in such trials. The court disavows
any ―sweeping conclusion as to whether or when sampling should be available as
a tool for proving liability in a class action,‖ while emphasizing that any trial plan
involving statistical methods ―must allow the defendant to litigate its affirmative
defenses.‖ (Maj. opn., ante, at p. 38; see id. at pp. 31–32 [―While representative
testimony and sampling may sometimes be appropriate tools for managing
individual issues in a class action, these statistical methods cannot so completely
undermine a defendant‘s right to present relevant evidence.‖].) The court warns
that ―decisions about the fact of liability‖ should not be ―reframed as questions
about the extent of liability,‖ and then adds that ―[t]his is not to say that an
employer‘s liability for misclassification may never be decided on a classwide
basis.‖ (Id. at p. 34.)
       Consistent with our settled precedent, today‘s opinion continues to
encourage trial courts to be ― ‗procedurally innovative‘ ‖ in managing class actions
and leaves open ―the appropriate use of representative testimony, sampling, or
other procedures employing statistical methodology.‖ (Maj. opn., ante, at p. 29;
see Sav-on Drug Stores, Inc. v. Superior Court (2004) 34 Cal.4th 319, 339–340
(Sav-on); City of San Jose v. Superior Court (1974) 12 Cal.3d 445, 453.) Here I
offer a few comments to further elucidate the proper inquiry at the class
certification stage of an employee misclassification case and the duty of trial
courts to manage individual issues in a class action trial.
                                           I.
       The threshold task for determining whether a class action is appropriate in a
particular case is to inquire whether the substantive law governing the plaintiffs‘
claims renders those claims amenable to class treatment. Because disputes over
the facts or methods of proof that bear on class certification are often, in reality,
disputes over ―the substantive law that governs the litigation,‖ it is important that
courts employ a proper understanding of the substantive governing law to inform
the class certification decision, and not the other way around. (Nagareda, Class
Certification in the Age of Aggregate Proof (2009) 84 N.Y.U. L.Rev. 97, 104; see
id. at pp. 105–106 [―This is not to suggest that class actions—any more or less
than conventional, individual lawsuits—cannot serve as vehicles for change in
legal doctrine. It is simply to say that the proposed class-wide nature of the
litigation should exert no independent weight in arguments for such change.‖ (Fn.
omitted.)].) The exposition of substantive law should be independent of the fact
that ―the case at hand happens to take a proposed aggregate form.‖ (Id. at p. 108.)

                                           2
       The question in this case is whether the employees in the proposed class are
―outside salespersons‖ exempt from the state‘s overtime laws. An ―[o]utside
salesperson‖ is one ―who customarily and regularly works more than half the
working time away from the employer‘s place of business selling tangible or
intangible items or obtaining orders or contracts for products, services or use of
facilities.‖ (Industrial Welfare Com., Wage Order No. 4-2001, subd. 2(M) (Jan. 1,
2001) Cal. Code Regs., tit. 8, § 11040, subd. 1(c) (Wage Order No. 4-2001, subd.
2(M)).) We set forth an authoritative construction of the term in Ramirez v.
Yosemite Water Co. (1999) 20 Cal.4th 785 (Ramirez), a case having nothing to do
with class actions. The central dispute in Ramirez was whether the outside
salesperson exemption should be construed in the same manner as an analogous
federal exemption, which ―focuses on defining the employee‘s ‗primary function,‘
not on how much work time is spent selling.‖ (Id. at p. 797.) Rejecting that view,
we concluded that the relevant wage order ―incorporates a quantitative method for
determining whether an employee is an outside salesperson that differs in some
respect from the qualitative method employed under federal law.‖ (Id. at p. 798.)
       In elaborating ―California‘s distinctive quantitative approach to
determining which employees are outside salespersons,‖ Ramirez resolved a
question that had confused litigants and lower courts: ―Is the number of hours
worked in sales-related activities to be determined by the number of hours that the
employer, according to its job description or its estimate, claims the employee
should be working in sales, or should it be determined by the actual average hours
the employee spent on sales activity? The logic inherent in the [Industrial Welfare
Commission‘s] quantitative definition of outside salesperson dictates that neither
alternative would be wholly satisfactory. On the one hand, if hours worked on
sales were determined through an employer‘s job description, then the employer
could make an employee exempt from overtime laws solely by fashioning an
                                          3
idealized job description that had little basis in reality. On the other hand, an
employee who is supposed to be engaged in sales activities during most of his
working hours and falls below the 50 percent mark due to his own substandard
performance should not thereby be able to evade a valid exemption. A trial court,
in determining whether the employee is an outside salesperson, must steer clear of
these two pitfalls by inquiring into the realistic requirements of the job. In so
doing, the court should consider, first and foremost, how the employee actually
spends his or her time. But the trial court should also consider whether the
employee‘s practice diverges from the employer‘s realistic expectations, whether
there was any concrete expression of employer displeasure over an employee‘s
substandard performance, and whether these expressions were themselves realistic
given the actual overall requirements of the job.‖ (Ramirez, supra, 20 Cal.4th at
pp. 801–802.)
       Thus, in recognizing that California‘s definition of an outside salesperson is
quantitative in nature, Ramirez did not say that the test boils down to whether a
particular employee actually spends more than 50 percent of his or her working
hours on outside sales. Instead, the ultimate question is: what are ―the realistic
requirements of the job‖? (Ramirez, supra, 20 Cal.4th at p. 802.) The primary
consideration that informs this inquiry is ―how the employee actually spends his or
her time.‖ (Ibid.) But, as Ramirez made clear, this factor is not dispositive
because an employee who falls below the 50 percent threshold ―should not thereby
be able to evade a valid exemption‖ if the employee ―is supposed to be engaged in
sales activities during most of his working hours.‖ (Ibid.) By the same logic, an
employee who exceeds the 50 percent threshold should not be classified as exempt
if devoting that much time to outside sales is not a realistic requirement of the job.
Ramirez‘s focus on ―the realistic requirements of the job‖ parallels the wage
order‘s definition of an outside salesperson as one who not only ―regularly‖ but
                                          4
also ―customarily‖ spends more than half the working time on outside sales
activity. (Wage Order No. 4-2001, subd. 2(M), italics added.) How an employee
actually spends his or her time is certainly probative of what is customary or
realistically required in the performance of a particular job. But so are ―whether
the employee‘s practice diverges from the employer‘s realistic expectations,
whether there was any concrete expression of employer displeasure over an
employee‘s substandard performance, and whether these expressions were
themselves realistic given the actual overall requirements of the job.‖ (Ramirez, at
p. 802.)
       Once we have brought into focus the ultimate issue of ―the employer‘s
realistic expectations‖ or ―the realistic requirements of the job‖ (Ramirez, supra,
20 Cal.4th at p. 802), it is not difficult to contemplate that employees in a given
job classification will often be either wholly exempt or wholly nonexempt, since a
job classification often entails a common set of employer expectations or
requirements for performance of the job. That is not to say that trial courts should
simply rely on ―an employer‘s job description‖ in deciding whether employees are
outside salespersons; as Ramirez warned, ―the employer could make an employee
exempt from overtime laws solely by fashioning an idealized job description that
had little basis in reality.‖ (Ibid.) How employees actually spend their time
obviously matters. But Ramirez also warned that it ―would [not] be wholly
satisfactory‖ to rely solely on ―the actual average hours the employee spent on
sales activity.‖ (Ibid.) Variability in such hours does not necessarily prove that
the employer‘s realistic expectations or the realistic requirements of the job were
not the same for all employees in a given job classification.
       We addressed the implications of Ramirez for class actions in Sav-on,
supra, 34 Cal.4th 319, which upheld certification of a class of drug store
employees who alleged they had been misclassified as managers exempt from
                                          5
overtime laws. The defendant in Sav-on argued that the managerial exemption,
like the outside salesperson exemption in Ramirez, turns on ― ‗the actual tasks
performed by each class member, the amount of time each class member spent on
those tasks, and how the class member‘s practices compare to the employer‘s
reasonable expectations,‘ ‖ and that such individualized factors necessarily bar
class certification. (Id. at p. 335.) We rejected this argument: ―Presence in a
particular overtime class action of the considerations reviewed in Ramirez does
not necessarily preclude class certification. Any dispute over ‗how the employee
actually spends his or her time‘ (Ramirez, supra, 20 Cal.4th at p. 802), of course,
has the potential to generate individual issues. But considerations such as ‗the
employer‘s realistic expectations‘ (ibid.) and ‗the actual overall requirements of
the job‘ (ibid.) are likely to prove susceptible of common proof. Defendant‘s
‗realistic expectations, in particular, may become relevant in this case, and a
reasonable court could conclude these are susceptible of common proof.‖ (Sav-
On, at pp. 336–337; see maj. opn., ante, at p. 21 [―Job requirements and employer
expectations of how duties are to be performed may often be established by
evidence relating to a group as a whole.‖].) In the present case, defense witnesses
testified that all business banking officers (BBOs) were expected to spend the
majority of their time on outside sales activity. (Id. at p. 10.)
       Sav-on went on to say that ―our observation in Ramirez that whether the
employee is an outside salesperson depends ‗first and foremost, [on] how the
employee actually spends his or her time‘ (Ramirez, supra, [20 Cal.4th] at p. 802)
did not create or imply a requirement that courts assess an employer‘s affirmative
exemption defense against every class member‘s claim before certifying an
overtime class action.‖ (Sav-on, supra, 34 Cal.4th at p. 337.) Such an approach,
we said, would ―require as a prerequisite to certification that plaintiffs demonstrate
defendant‘s classification policy was . . . either ‗right as to all members of the
                                           6
class or wrong as to all members of the class,‘ ‖ thereby reversing the employer‘s
burden to prove the employee‘s exemption. (Id. at p. 338.) ―Ramirez is no
authority for such a requirement, nor does the logic of predominance require it.‖
(Ibid.)
          Since Sav-On, a number of Courts of Appeal have upheld denials of class
certification in employee misclassification cases based on the conclusion they
were not amenable to common proof. In some cases, preliminary evidence
revealed that a common job classification and description did not actually reflect
common employer expectations or requirements. (See, e.g., Arenas v. El Torito
Restaurants, Inc. (2010) 23 Cal.App.4th 723, 734 [affirming denial of class
certification where trial court credited defense evidence that duties of a restaurant
manager varied significantly from restaurant to restaurant].) But Sav-On made
clear that variation in how employees spend their time does not, by itself, preclude
a finding that an employer‘s realistic expectations are susceptible to common
proof. Here, under the relevant wage order, the ultimate question is whether
BBOs ―customarily and regularly‖ spend more than half their working time on
exempt tasks. (Wage Order No. 4-2001, subd. 2(M), italics added.)
                                          II.
          As today‘s opinion explains, the predominance of common issues ―is not
the only consideration. In certifying a class action, the court must also conclude
that litigation of individual issues, including those arising from affirmative
defenses, can be managed fairly and efficiently.‖ (Maj. opn., ante, at p. 23; see
Brinker Restaurant Corp. v. Superior Court (2012) 53 Cal.4th 1004, 1054
(Brinker) (conc. opn. of Werdegar, J.) [―whether in a given case affirmative
defenses should lead a court to approve or reject certification will hinge on the
manageability of any individual issues‖].)

                                          7
       A principal error in this case was the trial court‘s refusal to consider
declarations from class members outside of the representative witness group
during the trial. I agree that ―[i]n rigidly adhering to its flawed trial plan and
excluding relevant evidence central to the defense, the court here did not manage
individual issues. It ignored them.‖ (Maj. opn., ante, at pp. 29–30.) What would
it mean to ―manage individual issues‖ in the context of an employee
misclassification case? To aid the trial court on remand, as well as future courts in
similar cases, I briefly address this question.
       At the outset, it must be remembered that a declaration indicating that an
employee typically spent more than 50 percent of the workday engaged in outside
sales activity does not dispositively show that the employee was properly
classified as exempt. Rather, such a declaration is evidence bearing on the
ultimate issue of ―the employer‘s realistic expectations‖ or ―the realistic
requirements of the job.‖ (Ramirez, supra, 20 Cal.4th at p. 802.) In a trial, such
evidence must be assessed for its weight and credibility, and it must be considered
together with all other evidence bearing on the ultimate issue.
       Further, although a representative sampling approach to proving class
liability is not appropriate for all statutory rights (see Wal-Mart Stores, Inc. v.
Dukes (2011) 564 U.S. __ [131 S.Ct. 2541]), the need to manage individual issues
does not foreclose the use of sampling, representative testimony, or other
statistical methods to obtain relevant evidence in a class action trial on employee
misclassification. However, because such methods are inherently designed to
reveal generalized characteristics of a population, they pose the risk that a
defendant‘s affirmative defenses as to individual employees will not be properly
adjudicated. There are two ways that a trial court should consider individual
issues in this context.

                                           8
         First, consideration of individual issues should inform the design of any
sampling or similar statistical approach. As today‘s opinion notes, ―[i]t is
impossible to determine an appropriate sample size without first learning about the
variability in the population.‖ (Maj. opn., ante, at p. 40.) In other words, a valid
sampling plan must take into account individual variation within the population,
and in that sense, consideration of individual issues is ―baked into‖ the plan‘s
design. Litigation over the degree or nature of variability in the population may
result in a determination that no valid sampling plan would be practical or
efficient, that multiple samples must be used in order to capture heterogeneity
within the class, or that a sampling plan is viable only for a certain subset of the
class.
         Second, even when a trial court has settled on a valid sampling plan, the
defendant is entitled to raise individual issues that challenge the results of the plan
as implemented. The defendant may introduce evidence, such as individual
declarations, suggesting that the sample was not truly representative or that the
margin of error admits substantial variation around an average or generalized
finding. Faced with evidence from individual and aggregate methods of proof, the
trial court must reasonably resolve any conflicts. In so doing, the court may arrive
at many possible conclusions, depending on the evidence.
         As noted, the court must assess the credibility of the individualized
evidence. Here, for example, the credibility of declarations as to how much time
an employee spent on outside sales activity may depend on whether the employer
or employee kept contemporaneous records of his or her time. Or the trial court
could call some of the declarants to testify and assess whether their testimony
confirmed or contradicted their declarations. The court might find that the
individualized evidence lacks credibility and that the sampling evidence is reliably
probative of the employer‘s realistic expectations. Or the court might find that the
                                           9
individualized evidence is credible and casts doubt on the validity of the sampling
plan as executed. In the latter case, the court might conclude that variability
cannot be managed in a class proceeding and that the class should be decertified.
Or the court might notice patterns that suggest unmanageable variation in
particular subgroups, resulting in partial decertification. Or the court might
conclude that the individualized evidence shows only a few outliers that can be
handled through mini-trials without disrupting the class proceeding.
       Alternatively, the court might find that the individualized evidence, while
credible, does not show variability in the class but rather provides strong,
consistent evidence of the employer‘s realistic expectations for the job at issue.
Such evidence, depending on what it showed, could support a finding of
exemption or nonexemption for the entire class, thereby corroborating or
undercutting the sampling evidence. Or such evidence could support a finding of
liability for a subset of the class, while tending to disprove liability for the
remainder.
       The important point is that neither an aggregate method of proof (like
sampling or representative witness testimony) nor individualized evidence (like a
declaration) is necessarily dispositive when the ultimate issue at trial is to
determine ―the employer‘s realistic expectations‖ or ―the realistic requirements of
the job.‖ (Ramirez, supra, 20 Cal.4th at p. 802.) The two types of evidence must
be considered and weighed alongside each other, and more broadly, they must be
considered and weighed together with the full range of evidence bearing on the
ultimate issue, including the employer‘s job description, company policies,
industry customs, and testimony of supervisors or managers who monitored,
evaluated, or otherwise set expectations for employees in the class. We entrust
our trial courts with the task of weighing such multidimensional evidence, and
their judgments will be sustained if supported by substantial evidence. (Cf.
                                           10
Brinker, supra, 53 Cal.4th at p. 1017 [class certification upheld when supported by
substantial evidence of employer‘s uniform unlawful policy].)
       A class action trial plan, however well conceived, cannot anticipate every
possible development. The trial court must address individual issues when they
arise. In so doing, the court has a great deal of discretion — from determining the
weight to be given to individualized and aggregate evidence, to determining how
much variability such evidence suggests there is in the class, to determining what
implications such evidence has for continued certification of the class and for the
ultimate merits of the case. As we said in Sav-on: ―Courts seeking to preserve
efficiency and other benefits of class actions routinely fashion methods to manage
individual questions. For decades ‗[t]his court has urged trial courts to be
procedurally innovative‘ [citation] in managing class actions, and ‗the trial court
has an obligation to consider the use of . . . innovate procedural tools proposed by
a party to certify a manageable class‘ [citations]. Such devices permit defendants
to ‗present their opposition, and to raise certain affirmative defenses.‘ [Citation.]‖
(Sav-on, supra, 34 Cal.4th at pp. 339–340, fns. omitted; see id. at p. 339, fns. 11–
12 [providing numerous examples of methods to manage individual issues,
including bifurcation, subclasses, questionnaires, and individualized hearings].)
                                         III.
       Today‘s opinion properly identifies the shortcomings of the representative
witness group in this case and the trial court‘s failure to give due consideration to
the individualized evidence that U.S. Bank National Association (USB) sought to
introduce in its defense. But it is important to note that the trial court focused on
the right question on the merits: What were the realistic requirements of the BBO
position?
       At trial, no party argued that USB lacked common expectations and
requirements for BBOs. According to USB‘s answer brief, USB presented
                                          11
evidence, including testimony of BBO supervisors, that it ―expects BBOs to spend
80 per cent of their time on these ‗outside sales activities.‘ ‖ Plaintiffs, on the
other hand, presented evidence that the BBO position required employees to spend
most of their time on telemarketing and other in-office tasks. The trial court, after
hearing the evidence, made detailed findings in support of its conclusion that ―it is
not realistic for BBOs to spend more than half of their work time outside of bank
locations because the credit or loan transaction cannot be consummated, nor the
sales goal met, without substantial effort that does not or cannot be performed
outside of bank locations.‖
       Such findings, if based on substantial evidence, ordinarily would be sufficient
to show the nonexempt status of employees under the relevant wage order. In this
case, however, we cannot have confidence in such findings because the trial court did
not use a valid representative witness group or consider individualized evidence that
might have presented a more complete picture of the class. On remand, the trial court
must start anew by assessing whether there is a trial plan that can properly address
both common and individual issues if the case were to proceed as a class action.

                                                           LIU, J.

                                          12
See last page for addresses and telephone numbers for counsel who argued in Supreme Court.

Name of Opinion Duran v. U.S. Bank National Association
__________________________________________________________________________________

Unpublished Opinion
Original Appeal
Original Proceeding
Review Granted XXX 203 Cal.App.4th 212
Rehearing Granted

__________________________________________________________________________________

Opinion No.S200923
Date Filed: May 29, 2014
__________________________________________________________________________________

Court: Superior
County: Alameda
Judge: Robert B. Freedman

__________________________________________________________________________________

Counsel:

Carlton DiSante & Freudenberger, Carothers DiSante & Freudenberger, Timothy M. Freudenberger, Alison
L. Tsao and Kent J. Sprinkle for Defendant and Appellant.

Horvitz & Levy, Jeremy B. Rosen and Robert H. Wright for Chamber of Commerce of the United States of
America and Retail Litigation Center, Inc., as Amici Curiae on behalf of Defendant and Appellant.

Fred J. Hiestand; Morrison & Foerster, Miriam A. Vogel, Janie F. Schulman and M. Natalie Naugle for
California Business Roundtable, Civil Justice Association of California and California Bankers Association
as Amici Curiae on behalf of Defendant and Appellant.

Deborah J. La Fetra and Christina M. Martin for Pacific Legal Foundation as Amicus Curiae on behalf of
Defendant and Appellant.

Altshuler Berzon, Michael Rubin; Jocelyn Larkin, Della Barnett and Michael Caesar for Impact Fund,
AARP, Asian Law Caucus, Asian Pacific American Legal Center, Disability Rights Education & Defense
Fund, Disability Rights Legal Center, National Consumer Law Center, Public Citizen, Inc., and Public
Justice, P.C, as Amici Curiae on behalf of Defendant and Appellant.

Gibson, Dunn & Crutcher, Theodore J. Boutrous, Jr., Theane Evangelis Kapur and Bradley J. Hamburger
for National Association of Security Companies, California Association of Licensed Security Agencies,
ABM Security Services Inc., AlliedBarton Security Services, G4S Secure Solutions (USA) Inc., and
Securitas Security Services USA, Inc., as Amici Curiae on behalf of Defendant and Appellant.

Littler Mendelson, Allan G. King, Julie A. Dunne and Margaret Hart Edwards for The Gallup Organization
as Amicus Curiae on behalf of Defendant and Appellant.

Paul Hastings, Paul Grossman, Paul W. Cane, Jr., Sean D. Unger and Rishi N. Sharma for California
Employment Law Council and Employers Group as Amici Curiae on behalf of Defendant and Appellant.
Page 2 – S200923 – counsel continued

Counsel:

Shaw Valenza and D. Gregory Valenza for California Chamber of Commerce as Amici Curiae on behalf of
Defendant and Appellant.

Law Offices of Ellen Lake, Ellen Lake; Lewis, Feinberg, Lee, Renaker & Jackson, Brad Seligman; Wynne
Law Firm, Edward J. Wynne and J.E.B. Pickett for Plaintiffs and Respondents.

Robbins Geller Rudman & Dowd and Kevin K. Green for Consumer Attorneys of California as Amici
Curiae on behalf of Plaintiffs and Respondents.

The Kralowec Law Group, Kimberly A. Kralowec; Bryan Schwartz Law, Bryan J. Schwartz; Cohelan
Khoury & Singer , Michael D. Singer; Rudy, Exelrod, Zieff & Lowe and Steven G. Zieff for California
Employment Lawyers Association as Amicus Curiae on behalf of Plaintiffs and Respondents.

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Counsel who argued in Supreme Court (not intended for publication with opinion):

Timothy M. Freudenberger
Carothers DiSante & Freudenberger
601 Montgomery Street, Suite 350
San Francisco, CA 94111
(415) 981-3233

Michael Rubin
Altshuler Berzon
177 Post Street, Suite 300
San Francisco, CA 94108
(415) 421-7151

Edward J. Wynne
Wynne Law Firm
100 Drakes Landing Road, Suite 275
Greenbrae, CA 94904
(415) 461-6400

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