Salemi v. Colorado Public Employees ( 2018 )


Menu:
  •                                                                                   FILED
    United States Court of Appeals
    UNITED STATES COURT OF APPEALS                          Tenth Circuit
    FOR THE TENTH CIRCUIT                          August 17, 2018
    _________________________________
    Elisabeth A. Shumaker
    Clerk of Court
    ELHAM SALEMI,
    Plaintiff - Appellant,
    v.                                                          No. 17-1085
    (D.C. No. 1:13-CV-02826-WYD-CBS)
    COLORADO PUBLIC EMPLOYEES'                                 (D. Colorado)
    RETIREMENT ASSOCIATION; TIM
    MOORE, in his official and individual
    capacities; ANGELA SETTER, in her
    official and individual capacities,
    Defendants - Appellees.
    _________________________________
    ORDER AND JUDGMENT*
    _________________________________
    Before HARTZ, MURPHY, and McHUGH, Circuit Judges.
    _________________________________
    Elham Salemi brought this action against the Colorado Public Employees’
    Retirement Association (“PERA”), and individual employees of PERA, raising
    claims under Title VII of the Civil Rights Act of 1964 (“Title VII”), 42 U.S.C.
    § 1981; the First Amendment, the Family and Medical Leave Act (“FMLA”), and the
    Equal Pay Act (“EPA”). The district court granted summary judgment on all of Ms.
    Salemi’s claims, except the EPA claim as against PERA. The district court also
    *
    This order and judgment is not binding precedent, except under the doctrines
    of law of the case, res judicata, and collateral estoppel. It may be cited, however, for
    its persuasive value consistent with Fed. R. App. P. 32.1 and 10th Cir. R. 32.1.
    denied Ms. Salemi’s requests that the jury be instructed on an EPA retaliation claim,
    in addition to the EPA wage discrimination claim included in the final pre-trial order.
    The district court denied the requests, and the jury returned a verdict in favor of
    PERA on the EPA wage discrimination claim.
    On appeal, Ms. Salemi challenges the district court’s grant of summary
    judgment on her (1) Title VII claims for discrimination and retaliation; (2) 42 U.S.C.
    § 1981 retaliation claim; (3) First Amendment retaliation claim; and (4) FMLA
    retaliation claim. Ms. Salemi also challenges the district court’s denial of her requests
    to submit an EPA retaliation claim to the jury. We affirm the district court’s grant of
    summary judgment on the claims before us on appeal and conclude that the district
    court did not abuse its discretion in denying Ms. Salemi’s requests to submit an EPA
    retaliation claim to the jury.
    I.    BACKGROUND
    A.        Ms. Salemi’s Employment at PERA
    1. Overview of Employment History Through January 2011
    In 2004, PERA hired Ms. Salemi as a temporary intern in its Alternative
    Investments (“AI”) Division. Ms. Salemi’s starting salary was $27,040. Defendant Tim
    Moore was involved in the hiring process and Chris Reilly served as Ms. Salemi’s
    immediate supervisor. At all times relevant, Jennifer Paquette served as Chief Investment
    Officer at PERA and was the supervisor for the head of the AI Division.
    In September 2004, PERA promoted Ms. Salemi to a permanent Portfolio
    Associate position, with an annual salary of $50,000. According to Ms. Salemi, in late
    2
    2006, her then-supervisor, Mr. Reilly, discussed the possibility of promoting her to the
    position of Analyst. But Mr. Reilly was leaving PERA and Ms. Paquette decided to select
    a replacement for Mr. Reilly before promoting Ms. Salemi. In February 2007, PERA
    selected Mr. Moore to head the AI Division, and he assumed a supervisory role over Ms.
    Salemi. Mr. Moore did not immediately promote Ms. Salemi to the position of Analyst.
    In January 2008, PERA gave Ms. Salemi a merit-based raise, resulting in an annual
    salary of $61,166. Six months later, in June 2008, Mr. Moore promoted Ms. Salemi to the
    position of Analyst, eventually resulting in an annual salary of $80,000 for 2009. As of
    January 2011, Ms. Salemi remained in an Analyst position as a grade 13P employee, with
    an annual salary of $90,400. The other Analyst in the AI Division, Dave Saunders, was
    also a grade 13P employee and had an annual salary of $90,900.
    2. Ms. Salemi’s Performance at PERA & Her Complaints of Discrimination
    PERA conducted performance appraisals on a yearly basis. Mr. Reilly served
    as the appraiser relative to Ms. Salemi’s performance in 2005 and 2006, and Mr.
    Moore served as the appraiser thereafter. Ms. Salemi’s appraisers gave her an overall
    ranking of “fully successful,” which equated to a rating of four out of five, for her
    performance in 2006 through 2011.
    Elements of Ms. Salemi’s yearly performance appraisals, however, were less
    favorable and noted a need for her to voice opinions at meetings and to develop
    communication and interpersonal skills. In the 2006 appraisal, Mr. Reilly identified
    “communication skills” as a “development focus” and noted that Ms. Salemi had “a
    slight tendency to hold back her opinions” and “should continue to gain confidence in
    3
    verbalizing and defending her ideas to the team.” App’x at 687, 690. In the 2007
    appraisal, Mr. Moore indicated that Ms. Salemi should “take more initiative.” 
    Id. at 699,
    702. And in the 2008 evaluation, Mr. Moore indicated that Ms. Salemi’s “focus
    in the coming year should be to expand her knowledge base in Alternative
    Investments, contribute more to Investment Committee meetings, communicate her
    thoughts to the team, [and] continue to develop relationships outside of PERA.” 
    Id. at 716.
    Mr. Moore also identified “initiative/action orientation” as a “development
    focus,” stating that Ms. Salemi “is very responsible in her dailey [sic] duties and in
    special requests. I would like to see her be more aggressive in analyzing the
    portfolio. She definitely has the skills to analyze the market and our portfolio in ways
    that could provide interesting debate within the team.” 
    Id. at 710–11.
    Similar
    notations about Ms. Salemi’s need to take initiative and verbalize her opinions in
    meetings can be found in her 2009 and 2010 appraisals.1
    In March 2011, Ms. Salemi met with Mr. Moore and sought a promotion to the
    position of Portfolio Manager. Some of the qualifications for the Portfolio Manager
    position, as identified in the job description, included: (1) “[e]valuates, recommends
    and makes appropriate investment decisions based on fundamental, quantitative and
    economic research and analysis, conducts extensive reference checks and legal and
    1
    In the 2009 appraisal, Mr. Moore indicated that Ms. Salemi should provide
    “more input” during meetings and “take more initiative in portfolio analysis.” App’x
    at 722–23. In the 2010 appraisal, Mr. Moore stated, “I will continue to challenge and
    encourage [Ms. Salemi] to be more vocal and assertive as she has valuable insights
    and is learning a great deal about this business.” 
    Id. at 740.
    4
    business negotiations”; (2) “[e]nsures compliance with investment agreements,
    analyzes partnership agreements, and coordinates activity with investment counsel”;
    and (3) “[m]aintains relationship base with current and potential investment partners
    and peer groups by serving on advisory committees.” 
    Id. at 668.
    The job description
    also indicated that the position required: (1) “[k]nowledge of financial and capital
    markets, concepts, principles, and theories”; (2) “[a]bility to understand, interpret and
    analyze balance sheets, income statements and cash flow statements”; and (3)
    “[s]trong oral and written communication skills.” 
    Id. Mr. Moore
    rejected the idea of promoting Ms. Salemi on the grounds that Ms.
    Salemi lacked the necessary communication skills and was not sufficiently assertive
    or confrontational to serve as a Portfolio Manager.2 Mr. Moore further opined that
    Ms. Salemi had not improved her communication skills, had not become more
    involved in team meetings, and had not taken advantage of mentoring opportunities.
    According to Ms. Salemi, Mr. Moore indicated that she “was not confrontational and
    it was not [her] forte to be on a portfolio manager track.” 
    Id. at 612.
    2
    As early as December 2009, Mr. Moore concluded that Ms. Salemi’s long-
    term potential at PERA was at her “[p]resent position or equivalent” rather than
    “[o]ne level higher.” App’x at 728. Mr. Moore described an individual capable of
    being a Portfolio Manager as “[u]nafraid to question things,” able to “[s]peak up in
    front of [a] large group and voice [an] opinion or recommendation,” able to “[t]alk to
    a GP on a level-headed articulate manner—express ideas and concerns,” and
    “[a]ggressive—go out and look for new investment ideas, then bring them back to
    [the] team.” 
    Id. at 365.
    In accord with the descriptors used by Mr. Moore, Dan
    Chilton, a Portfolio Manager who served as a mentor to Ms. Salemi, described a
    Portfolio Manager as someone who is “a stand-alone person” who can “source a deal
    and run the whole process from start to finish.” 
    Id. at 369.
                                                5
    During her March 2011 meeting with Mr. Moore, Ms. Salemi also expressed
    displeasure with the job duties he was assigning her. Ms. Salemi believed she was being
    assigned a disproportionate number of operational tasks compared to other AI Division
    members. Mr. Moore rejected her request to reduce her operational tasks, noting that her
    performance of operational tasks—such as cash flow activities—reduced conflicts and
    personnel issues both in the AI Division and at PERA more generally.
    Following the March 2011 meeting, Mr. Moore spoke with Defendant Angela
    Setter, the Human Resources Director at PERA, about providing Ms. Salemi with
    opportunities to improve her communication and interpersonal skills. In May 2011, Ms.
    Salemi met with Ms. Setter. Ms. Salemi arrived at the meeting with the intent to file a
    formal written complaint about the job duties assigned to her by Mr. Moore. Ms. Setter’s
    notes from the meeting indicate Ms. Salemi said “she was being treated differently than
    the rest of the male employees in her division.” 
    Id. at 800.
    After Ms. Setter suggested to
    Ms. Salemi that the filing of a formal written complaint might “create an adversarial
    situation,” Ms. Salemi decided against submitting the complaint. 
    Id. at 528.
    Instead, Ms.
    Salemi, at Ms. Setter’s suggestion, agreed to work on improving her communication
    skills by taking communication classes.
    On June 3, 2011, Ms. Salemi, Mr. Moore, and Ms. Setter met to discuss Ms.
    Salemi’s employment plan for 2011 and the assignment of operational tasks. During the
    meeting, Ms. Salemi complained that Mr. Moore had recently stated that he “d[id] not
    want to force the guys to work with [her].” 
    Id. at 797.
    Following the meeting, Ms. Salemi
    signed up for a conference that, in her words, was “designed for professional women and
    6
    how they should improve their communication skills at work.” 
    Id. at 462.
    Via an e-mail,
    Ms. Salemi also expressed appreciation for Ms. Setter’s “help and support.” 
    Id. On June
    28, 2011, after another meeting with Ms. Setter, Ms. Salemi submitted a
    formal written complaint. In pertinent part, the complaint, dated May 16, 2011, read:
    Dear Angela,
    ....
    As you may know, I joined the Alternative Investments team as
    an intern in May of 2004 and began working as an associate in
    September of 2004. I was promoted to an analyst in 2008, but only after
    I complained to [Ms. Paquette] that [Mr. Moore] should have, but did
    not, promote me. I would like to progress within the company to
    Portfolio Manager, but [Mr. Moore] is again holding me back and
    telling me that he does not see me as a Portfolio Manager.
    I have been dedicated to my work, and my performance proves
    my competence, stability, and work ethics [sic]. If you examine my past
    annual performance appraisal, you will find that I have been described
    as a team player with a positive attitude. I have had a high level of
    interest in learning about alternative asset class [sic]. I also brought a
    wealth of quantitative knowledge with me to PERA. I am confident that
    I have exhibited the highest work standards and my performance has
    been consistent in the past seven years.
    I'd like to bring [the] below issues that I have struggled with to
    your attention:
    • I have been treated differently than the other analysts, who are
    all men, working in [sic] Alternative Investments team. Since my
    promotion to an analyst, I have not been functioning at my job
    descriptions. My core responsibilities have always been around the
    operational activities. I am given the responsibilities that no one else
    wants, including managing “zombie GPs” and administrative duties. I
    have not been allowed to develop like the male analysts.
    • I have requested from [Mr. Moore], on a continuous basis, the
    same opportunity given to the male analysts, but he has ignored me. The
    opportunity and the mentorship he has provided to other colleagues with
    similar education and background have not been given to me.
    • After my promotion, I found out my compensation was not even
    placed within an analyst range. This situation was not corrected until the
    consultant began its review of the investment professionals’
    7
    compensation four months later. I think I was the only one in this
    situation.
    • My male colleagues have been assigned to the most promising
    opportunities which enable them to move up in their careers where as it
    is a constant struggle for me to move forward. I have been given a [sic]
    numerous excuses by [Mr. Moore] in the past few years.
    • When I asked about my future career at PERA at my year-end
    review, [Mr. Moore] told me that a new title called “system something”
    could be created for me in the future if I take more responsibilities. The
    words operation and system were also added to my 2011 plan. I feel like
    I have been taking a step backward when others have been moving up.
    ....
    • Lastly, [Mr. Moore] said I was closed because I fold my arms
    across my chest. In my culture, crossed arms are a sign of respect. I find
    it unfair that I have been judged by my body language. I should not be
    judged by it or my quiet nature. Employees should be treated based on
    merit and performance. The past performance is a great indication of an
    employee’s future performance.
    At this point, I feel that my repeated verbal requests about the
    inadequate attention to my situation have yielded no results. I have little
    direction and I have received little guidance on what the future holds for
    me at PERA. I have enjoyed working with my colleagues and I have no
    wish to be moved to a different team. I’d like to reiterate that I have
    worked diligently in the past seven years and I have been a value add
    [sic] member of the AI team. While my quiet nature is being held
    against me, it should not prevent me from moving forward in my career.
    The “quiet employee” is oftentimes the most knowledgeable and
    competent employees [sic]. I could name many PERA’s [sic] employees
    that are quiet in nature. I trust you will agree, and I look forward to your
    assurance that a formal plan would be formulated to enable me to
    develop and grow professionally.
    I thank you in advance for addressing my concerns.
    Sincerely,
    Elham Salemi
    
    Id. at 465–66.
    8
    Shortly thereafter, in July 2011, Ms. Salemi submitted FMLA leave
    paperwork. Ms. Salemi’s medical professional was unable to determine when Ms.
    Salemi could return to work and indicated that Ms. Salemi was unable to perform her
    job functions because her “work environment [was] too stressful and hostile.” 
    Id. at 3651.
    Before Ms. Salemi started FMLA leave, PERA initiated an internal
    investigation into the allegations in Ms. Salemi’s formal written complaint. The notes
    from interviews of employees at PERA provide the following information.
    Mr. Moore opined that Ms. Salemi was not suited for the Portfolio Manager
    track because she was not comfortable with “conflict,” “speaking in front of others,”
    and “being assertive.” Id at 364. Mr. Moore also indicated that Ms. Salemi did not
    volunteer for opportunities or client meetings during weekly internal meetings and
    that her lack of initiative was the reason why she had not had as many opportunities
    as other members of the AI team. Mr. Moore further stated that on the few client trips
    Ms. Salemi attended she often did not add any value because she either “fumbled” or
    remained quiet and only took notes. Finally, Mr. Moore contended that many of the
    operational duties Ms. Salemi previously performed were shifted to another
    employee and that Ms. Salemi often incorrectly characterized duties as operational.
    Aaron Norton, a Portfolio Manager on the AI team and someone who served as
    a mentor to Ms. Salemi, indicated that while Ms. Salemi was good at performing
    assigned tasks, she did not take initiative or speak up in meetings. Mr. Norton also
    discussed a due diligence opportunity he provided her, which he said “didn’t go well”
    because she did not ask any questions during the meeting. 
    Id. at 366.
    And, based on
    9
    Ms. Salemi’s performance at the meeting, Mr. Norton indicated he would be
    “hesitant” to go on another client meeting with Ms. Salemi and that Ms. Salemi
    should not be tasked with leading another meeting. 
    Id. Mr. Norton
    attributed some of
    Ms. Salemi’s problems to “cultural hurdles in the way she views men and interacts
    with them.” 
    Id. While stating
    that he “feels for Ellie” and “likes her a lot,” Mr.
    Norton indicated that she had not demonstrated the “confidence” to be a Portfolio
    Manager. 
    Id. John Kasic,
    another Portfolio Manager on the AI team, described Ms. Salemi
    as “very professional,” “nice,” and “bright” but also noted that she was “[v]ery shy
    and introverted.” 
    Id. at 367.
    Mr. Kasic noted that in the 100 or so internal meetings
    he attended with Ms. Salemi, “she has never ever asked a question.” 
    Id. Mr. Kasic
    also stated that when he mentored Ms. Salemi for a year and “tried to pull her in on
    certain projects it was difficult to get the quality of product that he wanted.” 
    Id. Mr. Kasic
    attributed the tasks assigned to Ms. Salemi by Mr. Moore as an attempt to
    accommodate her introverted nature in that analytic duties, as opposed to client-based
    duties, do not require the same interpersonal and communication skills. Mr. Kasic
    also stated that everyone on the AI team has the same opportunities to sign up for
    projects.
    Dan Chilton, a third Portfolio Manager on the AI team, indicated that
    opportunities are available for everyone. Mr. Chilton could think of only one meeting
    in seven years where Ms. Salemi spoke up and expressed an opinion. Along those
    10
    lines, in the year that Mr. Chilton served as Ms. Salemi’s mentor, she hardly asked
    him for any advice.
    Dave Saunders, who joined the AI team as an Analyst in 2010, indicated that
    everyone on the AI team had an equal opportunity to take on projects and present
    ideas. Mr. Saunders indicated that Ms. Salemi is not treated differently than other
    members of the AI team.
    Ms. Setter acknowledged that Ms. Salemi arrived at the May 2011 meeting
    with the intent to file a formal written complaint. Ms. Setter “encouraged [Ms.
    Salemi] not to” submit the complaint and suggested that “they should try to work on
    things and make it work out.” 
    Id. at 377–78.
    Finally, several other PERA employees
    or clients of PERA who had more limited interactions with Ms. Salemi all indicated
    that Ms. Salemi was quiet, reserved, did not ask necessary questions, and was not
    ready for bigger responsibilities that involved interaction with clients.
    With counsel present, Ms. Salemi provided information to PERA’s internal
    investigators. Ms. Salemi alleged that men on the AI team made fun of women
    behind their backs after weekly meetings and that Ms. Setter brought up Ms. Salemi’s
    sex and national origin during one of their meetings. Ms. Salemi contested whether
    Mr. Saunders performed any operational duties, specifically whether he was tasked
    with any cash flow activities. Ms. Salemi also complained that she was not given the
    same opportunities to interact with clients and to attend off-site client meetings as
    were given to Mr. Chilton and Mr. Saunders. Ms. Salemi, however, admitted that Mr.
    Moore’s reason for not giving her more opportunities or promoting her to the position
    11
    of Portfolio Manager centered on the fact that she was not confrontational enough.
    Ms. Salemi also admitted that members of the AI team could “take as many
    [meetings] as you want.” 
    Id. at 375.
    Finally, Ms. Salemi attributed her inability to
    rise in PERA to Mr. Moore not providing her proper training, and she viewed
    operational assignments as punishment for doing a good job on operational
    assignments.
    On September 1, 2011, PERA mailed Ms. Salemi a letter informing her that
    the internal investigation resulted in the conclusion that the allegations in her
    complaint were “unsubstantiated.” 
    Id. at 467.
    On September 29, 2011, while on
    FMLA leave, Ms. Salemi, through counsel, submitted a charge of discrimination to
    the EEOC. The charge identified sex, national origin, and retaliation as forms of
    discrimination and stated that the discrimination was a continuing action, which
    spanned from September 2004 to the date of the charge.3 Ms. Salemi’s charge alleged
    she was rejected for a promotion in 2010 but that two male employees, who joined
    the AI team after her, received a promotion. Ms. Salemi further alleged she was paid
    less than her male counterparts and was given administrative and operational tasks
    not assigned to them. Ms. Salemi stated:
    Because of my quiet and feminine nature, I have been judged as unable
    to do the work of the males in my department. My body language has
    also been criticized. For example, my boss has criticized me for
    3
    Ms. Salemi also checked off “other” as a basis for her claim of discrimination
    but her narrative does not identify any other basis for discrimination. Further, it is not
    apparent from the charge how the discrimination started in September 2004 where the
    only pre-2008 event discussed in the charge’s narrative is PERA hiring Ms. Salemi.
    12
    crossing my arms during conversation, but that is a sign of respect in my
    Persian culture.
    
    Id. at 795.
    The charge also raised alleged incidents of retaliation by Mr. Moore and
    Ms. Setter.
    Ms. Salemi returned from FMLA leave on December 19, 2011. On January 5,
    2012, Mr. Moore conducted Ms. Salemi’s performance review for 2011. As in the
    prior years, Mr. Moore ranked Ms. Salemi as “fully successful.” Relative to Ms.
    Salemi’s communication skills, Mr. Moore stated, “Ellie has a strong base of
    knowledge and I continue to encourage her to be more vocal in both internal and
    external meetings. She has much to offer the team and after many years of observing,
    I would challenge her to be more communicative in our discussions.” 
    Id. at 746.
    Mr. Moore’s evaluation comments about Ms. Salemi’s quiet nature and her
    need to improve her communication skills are consistent with some of Ms. Salemi’s
    own statements and actions. For instance, notes from a meeting between Ms. Salemi
    and two PERA employees who investigated Ms. Salemi’s internal complaint of
    discrimination indicate Ms. Salemi stated she lacked sufficient knowledge to be
    confrontational. And, in her internal complaint of discrimination, Ms. Salemi
    acknowledged her “quiet nature.” 
    Id. at 466.
    Similarly, in her EEOC charge, Ms.
    Salemi admitted she was “quiet” in nature. 
    Id. at 795.
    On January 16, 2012, Mr. Moore selected Mr. Saunders for a promotion to the
    position of Portfolio Manager. Also after her return from FMLA leave, Ms. Salemi
    began providing Mr. Moore with weekly reports detailing the tasks she performed
    13
    and identifying how much time she spent on tasks that she classified as
    administrative or operational. In a March 22, 2012, response to one of Ms. Salemi’s
    weekly reports, Mr. Moore disagreed with Ms. Salemi’s categorization of some of the
    tasks she performed as administrative or operational. Mr. Moore’s response also
    raised concerns about Ms. Salemi’s job performance, stating that “[t]he work that
    [she] presented at our internal meetings has been incomplete, invalid and
    unsatisfactory.” 
    Id. at 763.
    Further, Mr. Moore’s response questioned the amount of
    time it was taking Ms. Salemi to complete some tasks, including cash flow activities.
    Finally, Mr. Moore’s response indicated that he did not see “any progress being made
    with team building, communicating with other team members or contribution to the
    dialogue and debate with the team and the investment process.” 
    Id. Ms. Salemi
    replied to Mr. Moore’s response, indicating that when she tried to
    speak up in a meeting her ideas were met with “hostile” feedback rather than
    “positive feedback.” 
    Id. at 765.
    Ms. Salemi also questioned Mr. Moore’s assessment
    of her performance given her “fully successful” performance appraisals during her
    seven years at PERA. And Ms. Salemi raised continued complaints about the tasks
    assigned to her by Mr. Moore and the lack of “opportunity to get involved with [the]
    investment decision making process.” 
    Id. at 766.
    Ms. Salemi concluded her reply e-
    mail by stating:
    I am concerned that I continue to be treated differently because I am a
    woman and now, after complaining about discrimination, I am also
    being retaliated against. I am and always have been a strong performer.
    I just want the same opportunities to advance [] that the men in the
    department have received.
    14
    
    Id. Around the
    time of this interchange between Mr. Moore and Ms. Salemi, Andy
    Ward, a peer investor who did business with PERA, approached several individuals
    in the AI Division, including Mr. Moore, about a conversation he had with Ms.
    Salemi when she was performing a due diligence exercise. Mr. Ward indicated that
    he was “appalled” by his conversation with Ms. Salemi, that Ms. Salemi had no
    valuable information to offer, and that he was disappointed that PERA would have
    someone as unknowledgeable and “junior” as Ms. Salemi call him. 
    Id. at 349,
    445.
    Following his conversation with Mr. Ward, Mr. Moore contacted Ms. Paquette to
    recommend that PERA terminate Ms. Salemi’s employment.
    On May 9, 2012, several PERA employees, including Mr. Moore, Ms. Setter,
    and Ms. Paquette, met to discuss Ms. Salemi’s employment at PERA. Notes from the
    meeting show the group concluded that Ms. Salemi had not improved her
    communication skills, had not taken initiative like other members of the AI Division,
    and “[p]uts PERA at risk from a reputational standpoint.” 
    Id. at 772.
    The group also
    determined that Ms. Salemi failed to deliver on bigger projects she was assigned after
    her return from FMLA leave and that she did not seek out additional work after
    returning from leave. Overall, the group noted that Ms. Salemi’s performance had
    deteriorated, that she could not keep up with changes in the process for analyzing
    investment opportunities, and that she had not improved her communication skills.
    With Ms. Paquette’s approval, the group decided to terminate Ms. Salemi’s
    15
    employment at PERA. On May 10, 2012, Mr. Moore sent Ms. Salemi a notice
    terminating her employment based on “unsatisfactory performance.” 
    Id. at 803.
    B.     Procedural Events & History
    The EEOC issued Ms. Salemi a right to sue letter and she initiated this action in
    the United States District Court for the District of Colorado. Through an amended
    complaint, Ms. Salemi advanced seven claims for relief: (1) discrimination and failure to
    promote under Title VII; (2) retaliation under Title VII; (3) race and national origin
    discrimination under 42 U.S.C. §§ 1981, 1983; (4) retaliation under §§ 1981, 1983; (5)
    retaliation under the First Amendment, through a § 1983 claim; (6) retaliation under the
    FMLA; and (7) wage discrimination under the EPA. Claims One and Two were against
    PERA, Claims Three through Five were against Mr. Moore and Ms. Setter in their
    individual and official capacities, and Claims Six and Seven were against all three
    defendants.
    Defendants moved for summary judgment on all of Ms. Salemi’s claims for relief.
    While Defendants’ motion for summary judgment was pending before the district court,
    the parties submitted a proposed final pretrial order. In that filing, the parties described
    Ms. Salemi’s claims as follows:
    Ellie Salemi brings claims against all Defendants for Race/National Origin
    Discrimination and Retaliation pursuant to 42 U.S.C. § 1983 under 42
    U.S.C. § 1981; claims against all Defendants for First Amendment
    Retaliation pursuant to 42 U.S.C. § 1983; claims against all Defendants for
    Retaliation in violation of the Family Medical Leave Act, 29 U.S.C.
    § 2615(a); claims against all Defendants for Wage Discrimination in
    violation of Equal Pay Act of 1963, 29 U.S.C. § 206(d)(1); and claims
    against Defendant PERA for Discrimination, Failure to Promote, and
    16
    Retaliation in violation of Title VII of the Civil Rights Act of 1964, as
    amended, 42 U.S.C. § 2000e, et seq.
    Proposed Pretrial Order, Salemi v. PERA, No. 1:13-cv-02826-WYD-CBS (D. Colo.
    Aug. 20, 2015), ECF No. 74 at 10 (emphasis added). A magistrate judge adopted this
    portion of the parties’ proposed final pretrial order without modification. See App’x
    at 813. Thereafter, the district court granted Defendants’ motion for summary
    judgment on all claims except for the EPA wage discrimination claim as against
    PERA.
    Before trial on the surviving EPA wage discrimination claim, PERA filed a
    motion in limine to exclude testimony about Ms. Salemi’s emotional distress on the
    ground that emotional distress is not a compensable damage within an EPA wage
    discrimination claim. In response, Ms. Salemi suggested that her amended complaint
    raised a claim for retaliation under the EPA—a claim she asserted allowed for emotional
    distress evidence and damages. At a hearing on PERA’s motion in limine, the district
    court ruled that Ms. Salemi had not raised a claim for retaliation under the EPA. Ms.
    Salemi then made an oral request to amend her complaint. Because the parties had
    approved a final pretrial order and prepared their cases for trial based on that order, the
    district court denied the request to amend. At the close of evidence on the EPA wage
    discrimination claim, Ms. Salemi made a second oral request to amend her complaint to
    add the EPA retaliation claim. The district court again denied Ms. Salemi’s request to
    amend. The jury returned a verdict against Ms. Salemi on her EPA wage discrimination
    claim.
    17
    Ms. Salemi timely filed a notice of appeal. On appeal, Ms. Salemi contests the
    district court’s grant of summary judgment as to her (1) Title VII discrimination claim;
    (2) Title VII retaliation claim; (3) § 1981 retaliation claim against Mr. Moore and Ms.
    Setter in their individual capacities; (4) First Amendment retaliation claim against Mr.
    Moore and Ms. Setter in their individual capacities; and (5) FMLA retaliation claim as
    against PERA. Ms. Salemi also contests the district court’s construction of her amended
    complaint and its denial of her requests to submit an EPA retaliation claim to the jury.
    II.    DISCUSSION
    A.     Claims Dismissed at Summary Judgment
    1. Standard of Review
    We review the district court’s rulings on summary judgment de novo, applying the
    same standard as the district court. See Universal Underwriters Ins. Co. v. Winton, 
    818 F.3d 1103
    , 1105 (10th Cir. 2016). Summary judgment is appropriate if “there is no
    genuine dispute as to any material fact and the movant is entitled to judgment as a matter
    of law.” Fed. R. Civ. P. 56(a); accord Celotex Corp. v. Catrett, 
    477 U.S. 317
    , 322–23
    (1986); Anderson v. Liberty Lobby, Inc., 
    477 U.S. 242
    , 250 (1986). For purposes of
    summary judgment, “[t]he nonmoving party is entitled to all reasonable inferences from
    the record.” Water Pik, Inc. v. Med-Sys., Inc., 
    726 F.3d 1136
    , 1143 (10th Cir. 2013).
    However, “if the nonmovant bears the burden of persuasion on a claim at trial, summary
    judgment may be warranted if the movant points out a lack of evidence to support an
    essential element of that claim and the nonmovant cannot identify specific facts that
    would create a genuine issue.” 
    Id. at 1143–44.
    Finally, “we can affirm on any ground
    18
    supported by the record, so long as the appellant has had a fair opportunity to address that
    ground.” Alpine Bank v. Hubbell, 
    555 F.3d 1097
    , 1108 (10th Cir. 2009) (internal
    quotation marks omitted).
    2. Preservation Requirement
    “A federal appellate court will not consider an issue not passed upon below.”
    F.D.I.C. v. Noel, 
    177 F.3d 911
    , 915 (10th Cir. 1999) (quoting Singleton v. Wulff, 
    428 U.S. 106
    , 120 (1976)). “Consequently, when a litigant fails to raise an issue below in
    a timely fashion and the court below does not address the merits of the issue, the
    litigant has not preserved the issue for appellate review.” 
    Id. To properly
    raise an
    argument below, a litigant must present the argument “with sufficient clarity and
    specificity.” Folks v. State Farm Mut. Auto. Ins. Co., 
    784 F.3d 730
    , 741 (10th Cir.
    2015). To this point, “vague, arguable references to a point in the district court
    proceedings do not preserve the issue on appeal . . . because such perfunctory
    presentation deprives the trial court of its opportunity to consider and rule on an issue
    in any detail.” 
    Id. (citation and
    internal quotation marks omitted). Furthermore,
    “[b]ecause of the importance of raising an issue below, we have consistently turned
    down the argument that the raising of a related theory was sufficient to preserve an
    issue for appeal.” Cummings v. Norton, 
    393 F.3d 1186
    , 1190 (10th Cir. 2005)
    (internal quotation marks omitted). Likewise, we have held that “[a]dvancing an
    argument for one cause of action . . . does not constitute raising it for all causes of
    action.” 
    Id. at 1190;
    see 
    id. at 1191
    (concluding argument raised in support of failure
    19
    to accommodate claim did not preserve appellate review of that argument relative to
    dismissal of wrongful termination claim).
    3. Title VII Claims
    a. Exhaustion of Administrative Remedies
    “Title 42 U.S.C. § 2000e-5(e)(1) is a charge filing provision that ‘specifies
    with precision’ the prerequisites that a plaintiff must satisfy before filing suit.” Nat’l
    R.R. Passenger Corp. v. Morgan, 
    536 U.S. 101
    , 109 (2002) (quoting Alexander v.
    Gardner-Denver Co., 
    415 U.S. 36
    , 47 (1974)). Under the provision, an employee
    must file a charge of discrimination with the EEOC within 180 days of the alleged
    unlawful employment practice giving rise to the charge unless the employee has
    initially instituted proceedings with a State or local agency, in which case the
    employee has 300 days to file her EEOC charge.4 42 U.S.C. § 2000e-5(e)(1). “A
    plaintiff normally may not bring a Title VII action based upon claims that were not
    part of a timely-filed EEOC charge for which the plaintiff has received a right-to-sue-
    letter.” Foster v. Ruhrpumpen, Inc., 
    365 F.3d 1191
    , 1194 (10th Cir. 2004) (quotation
    marks omitted).
    “[E]ach discrete incident of [discriminatory or retaliatory] treatment
    constitutes its own ‘unlawful employment practice’ for which administrative
    remedies must be exhausted.” Martinez v. Potter, 
    347 F.3d 1208
    , 1210 (10th Cir.
    2003) (citing 
    Morgan, 536 U.S. at 110
    –13). Discrete incidents of discrimination
    4
    Ms. Salemi filed her initial charge with both the EEOC and the Colorado
    Civil Rights Division; thus, her charge triggered the 300-day provision in 42 U.S.C.
    § 2000e-5(e)(1).
    20
    include termination, failure to promote, and denial of training opportunities. 
    Morgan, 536 U.S. at 114
    –15. And the Supreme Court has generally rejected the continuing
    violation theory—a theory under which a plaintiff’s belated EEOC charge is timely
    with respect to discrete incidents of discrimination or retaliation that occur more than
    300 days before the charge on the ground that several discrete incidents are all part of
    a continual pattern of discrimination.5 
    Id. at 108,
    110; see 
    id. at 106–07
    (describing
    continuing violation theory). Thus, a plaintiff fails to timely exhaust her
    administrative remedies relative to a discrete incident of discrimination or retaliation
    that occurs more than 300 days before she files a charge with the EEOC. 
    Id. at 110.
    Additionally, where discrete incidents of discrimination occur after an employee files
    an initial EEOC charge, the employee must file an additional or amended EEOC
    charge to satisfy the exhaustion requirement. See 
    Martinez, 347 F.3d at 1210
    (finding
    allegations as to September 2000 reprimand and April 2001 termination unexhausted
    where employee filed charge in July 1999 even though September 2000 and April
    2001 incidents were part of a continuing pattern of alleged unlawful action).
    Ms. Salemi filed her sole EEOC charge on September 29, 2011. The rules
    governing exhaustion caused the district court to determine Ms. Salemi properly
    exhausted her administrative remedies only for discrete incidents occurring between
    December 3, 2010, and September 29, 2011—the 300-day period before Ms. Salemi
    filed her EEOC charge. Thus, in considering Ms. Salemi’s Title VII claims, the
    5
    An exception to this general rule rejecting the continuing violation theory
    exists with respect to a hostile work environment claim. Nat’l R.R. Passenger Corp.
    v. Morgan, 
    536 U.S. 101
    , 115 (2002).
    21
    district court limited its analysis to allegations of discrete incidents of discrimination
    and retaliation that occurred during this exhaustion period.6
    On appeal, Ms. Salemi argues the district court’s exhaustion ruling improperly
    limited the scope of her claims because the discrimination by PERA had a cumulative
    effect, and she was continually denied opportunities for advancement. Ms. Salemi’s
    argument is nothing more than a regurgitation of the continuing violation theory
    rejected in Morgan. And our post-Morgan case law makes clear that the continuing
    violation theory is not available in the context of a Title VII claim based on discrete
    incidents of discrimination or retaliation, including allegations of a denial of
    opportunities for advancement in the workplace. See Daniels v. United Parcel Serv.,
    Inc., 
    701 F.3d 620
    , 633 (10th Cir. 2012) (“[Plaintiff] can employ the continuing
    6
    At the time the district court granted summary judgment, our precedent
    “steadfastly held that exhaustion of administrative remedies is a ‘jurisdictional
    prerequisite to suit.’” Lincoln v. BNSF Ry. Co., ___ F.3d ___, slip op. at 13 (10th Cir.
    Aug. 17, 2018) (quoting Sampson v. Civiletti, 
    632 F.2d 860
    , 862 (10th Cir. 1980))
    (citing MacKenzie v. City & Cty. of Denver, 
    414 F.3d 1266
    , 1274 (10th Cir. 2005);
    Bertsch v. Overstock.com, 
    684 F.3d 1023
    , 1030 (10th Cir. 2012)). Applying this
    binding precedent, the district court held that where Ms. Salemi failed to exhaust her
    administrative remedies relative to a discrete incident of discrimination or retaliation,
    it lacked jurisdiction to consider a claim based on that discrete incident. In Lincoln,
    we overturned our precedent by vote of the full court and held that a failure to
    exhaust administrative remedies creates only an affirmative defense subject to
    principles of waiver and estoppel. 
    Id. at 16–17,
    19–21.
    For two reasons, this change in our precedent does not impact the outcome of
    Ms. Salemi’s case. First, unlike the plaintiffs-employees in Lincoln, Ms. Salemi does
    not challenge the district court’s decision to cabin its exhaustion ruling in terms of a
    lack of jurisdiction. Second, unlike the defendant-employer in Lincoln, PERA did not
    waive its failure to exhaust defense; instead, it timely raised the defense in both its
    motion to dismiss and its motion for summary judgment. Accordingly, while the
    district court’s decision to cabin its failure to exhaust ruling in terms of jurisdiction is
    no longer accurate, this inaccuracy does not alter the result that Ms. Salemi cannot
    advance claims for which she did not properly exhaust her administrative remedies.
    22
    violation theory only if her denial of training was not a discrete act. But . . . one of
    the claims Morgan labeled a discrete act was a denial-of-training 
    claim. 536 U.S. at 114
    –15. . . . Thus, [plaintiff] cannot take advantage of the continuing violation theory
    to make her claim timely.”). Accordingly, we, like the district court, confine our
    analysis of Ms. Salemi’s Title VII discrimination and retaliation claims to discrete
    employment actions that occurred within the 300-day period before her lone EEOC
    charge.7
    b. Analysis of Discrimination Claim
    Under Title VII, it is unlawful for an employer “to fail or refuse to hire or to
    discharge any individual, or otherwise to discriminate against any individual with
    7
    In Morgan, the Supreme Court observed that each paycheck that comprised a
    claim of disparate pay constituted a discrete incident of discrimination. 
    Morgan, 536 U.S. at 111
    –12 (citing Bazemore v. Friday, 
    478 U.S. 385
    , 395 (1986) (per curiam)).
    Subsequent to Morgan, Congress, by way of the Lilly Ledbetter Fair Pay Act,
    amended 42 U.S.C. § 2000e-5 to apparently subject claims based on disparate pay to
    the continuing violation theory for purposes of exhaustion such that each new
    incident of disparate pay resets the time period for filing an EEOC charge. See
    Groesch v. City of Springfield, 
    635 F.3d 1020
    , 1024–25 (7th Cir. 2011) (stating the
    Lilly Ledbetter Fair Pay Act of 2009 “amends Title VII . . . by providing that the
    statute of limitations for filing an EEOC charge alleging pay discrimination resets
    with each paycheck affected by a discriminatory decision”); see also 42 U.S.C.
    § 2000e-5(e)(3). Ms. Salemi, in responding to the Defendants’ exhaustion argument
    in their motion for summary judgment, however, failed to raise an argument based on
    42 U.S.C. § 2000e-5(e)(3) and her fleeting reference to the Lilly Ledbetter Fair Pay
    Act was within the context of her failure to promote claim, not her contention that
    she received less pay than similarly situated male employees. See App’x at 3721–23.
    Accordingly, although Ms. Salemi mentions 42 U.S.C. § 2000e-5(e)(3)(A) in her
    opening brief on appeal, any argument based on this provision is not properly
    preserved for appellate review with respect to the disparate pay aspect of her
    discrimination claim. Therefore, we also confine our review of Ms. Salemi’s Title
    VII claims based on disparate pay to her salary during the 300 days leading up to her
    EEOC charge.
    23
    respect to [her] compensation, terms of conditions, or privileges of employment,
    because of such individual’s . . . sex[] or national origin.” 42 U.S.C. § 2000e-2(a)(1).
    On appeal, Ms. Salemi argues that PERA discriminated against her in three ways: (1)
    failure to promote, (2) disparate pay, and (3) denial of professional growth
    opportunities. Ms. Salemi advances her failure to promote allegation both as a
    standalone claim of discrimination and as a claim of discrimination when considered
    in combination with her other allegations of discrimination. Thus, we start our
    analysis with Ms. Salemi’s contention that PERA discriminated against her by not
    promoting her.
    i. Failure to promote
    A claim for discrimination based on a failure to promote is subject to the
    McDonnell Douglas8 burden-shifting framework, under which the plaintiff has an
    initial burden of establishing a prima facie case. Jones v. Barnhart, 
    349 F.3d 1260
    ,
    1266 (10th Cir. 2003). One version of the McDonnell Douglas burden-shifting
    framework we have employed relative to a failure to promote allegation requires the
    plaintiff to demonstrate “(1) she was a member of a protected class; (2) she applied
    for and was qualified for the position; (3) despite being qualified she was rejected;
    and (4) after she was rejected, the position was filled.”9 
    Id. If the
    plaintiff satisfies
    8
    McDonnell Douglas Corp. v. Green, 
    411 U.S. 792
    (1973).
    9
    At times, we have identified the fourth element as: “after plaintiff’s rejection,
    ‘the position remained open and the employer continued to seek applicants from
    persons of plaintiff’s qualifications.’” Kendrick v. Penske Transp. Servs., Inc., 
    220 F.3d 1220
    , 1226 (10th Cir. 2000) (quoting McDonnell 
    Douglas, 411 U.S. at 802
    )).
    24
    her initial burden, the burden shifts to the employer to “articulate a legitimate,
    nondiscriminatory reason for its employment action.” 
    Id. If the
    employer satisfies its
    burden, the burden shifts back to the plaintiff to demonstrate that the employer’s
    reason is a pretext for discrimination. 
    Id. A plaintiff
    may establish pretext by
    showing that the reason offered by the employer is “factually false” or by showing
    “weaknesses, implausibilities, inconsistencies, incoherences, or contradictions in the
    employer’s proffered reason, such that a reasonable fact finder could deem the
    employer’s reason unworthy of credence.” DePaula v. Easter Seals El Mirador, 
    859 F.3d 957
    , 970 (10th Cir. 2017) (quotation marks omitted).
    Based on our earlier discussion of exhaustion, the only employment action
    properly before us on this claim is Mr. Moore’s rejection of Ms. Salemi’s March
    2011 request for a promotion to the position of Portfolio Manager. The district court
    concluded Ms. Salemi failed to demonstrate that she was qualified for the promotion
    as required by the second element of the prima facie case.
    In considering the second element of the prima facie case, “[w]e have long
    respected employers’ wide latitude in setting job standards and requirements and in
    deciding whether applicants meet those standards.” Cortez v. Wal-Mart Stores, Inc.,
    
    460 F.3d 1268
    , 1275 (10th Cir. 2006) (internal quotation marks omitted). From this,
    “we have held that it is not the fact finder’s task to assess which of an employer’s
    Because Ms. Salemi fails to satisfy her burden on other aspects of her claim, we need
    not determine the proper phrasing of the fourth element or whether Ms. Salemi
    preserved an argument based on the language employed in Kendrick rather than the
    language employed in Jones v. Barnhart, 
    349 F.3d 1260
    , 1266 (10th Cir. 2003).
    25
    stipulated qualifications ought to be required of applicants for a particular position.”
    
    Id. (internal quotation
    marks omitted). Finally, a court may look to a written job
    description to help determine the qualifications and essential job functions of a
    position. See Hennagir v. Utah Dep’t of Corr., 
    587 F.3d 1255
    , 1262 (10th Cir. 2009)
    (identifying job description as factor to consider but doing so in context of ADA
    claim).
    Ms. Salemi presents two arguments for why the district court erred in
    concluding that she failed to advance sufficient evidence demonstrating she was
    qualified for the Portfolio Manager position. First, Ms. Salemi contends that her
    strong aptitude for analysis and her fully successful overall ratings on her appraisal
    reviews demonstrate that she met the objective criteria for the position. We are
    unpersuaded by this argument. Successful performance at a lower position does not
    establish that an employee is qualified for a higher position even where there is some
    overlap between the duties of the lower and higher positions. See Hickman v. Flood
    & Peterson Ins., 
    766 F.2d 422
    , 425 (10th Cir. 1985) (holding trial court did not err in
    concluding that employee who successfully performed secretarial duties and
    occasionally sold insurance to walk-in customers was not qualified to serve as an
    insurance salesperson).
    Application of this principle from Hickman is particularly apt here. While
    there was partial overlap between the work performed by Analysts and the work
    performed by Portfolio Managers, some responsibilities assigned to Portfolio
    Managers were not assigned to Analysts, or at least not assigned to Ms. Salemi. In
    26
    advancing her denial of opportunities argument, Ms. Salemi contends she was not
    assigned some of the tasks and work assigned to Portfolio Managers. Thus, Ms.
    Salemi’s successful performance as an Analyst is not sufficient to demonstrate that
    she met the objective qualifications of the Portfolio Manager position.
    Ms. Salemi next contends that an individual’s failure to meet an employer’s
    subjective qualification criteria is not an appropriate basis for granting summary
    judgment at the prima facie stage. But here, there is no genuine factual dispute
    regarding whether Ms. Salemi satisfied all of the subjective qualifications of the
    position. Specifically, the job description identified “[s]trong oral and written
    communication skills” as a qualification. App’x at 668. The uncontroverted evidence,
    including Ms. Salemi’s own statements, demonstrates that Ms. Salemi was quiet in
    nature, did not speak up in internal meetings, and struggled with communication
    skills in her Analyst position. And importantly, the Analyst position required her to
    communicate mostly with AI Division members, while the Portfolio Manager
    position would require her to communicate with clients, peer investors, and PERA
    employees outside the AI Division. Thus, the only question is where in the
    McDonnell Douglas burden-shifting framework the district court should have
    considered Ms. Salemi’s failure to advance evidence demonstrating she met this
    subjective qualification for the Portfolio Manager position.
    To be sure, we have stated:
    [A] plaintiff cannot prove that he was discriminated against simply
    because an employment decision was based on subjective criteria. As
    one court aptly put it, however, “just as use of subjective criteria does
    27
    not establish discrimination, cloaking such criteria with an appearance
    of objectivity does not immunize an employment decision from a claim
    of discrimination.”
    
    Cortez, 460 F.3d at 1275
    (quoting Goosby v. Johnson & Johnson Med., Inc., 
    228 F.3d 313
    , 321 (3d Cir. 2000)). In this vein, we have held a district court may consider
    subjective qualification criteria at the second and third steps of the McDonnell
    Douglas burden-shifting framework rather than when evaluating whether the plaintiff
    established she was qualified for a position at the first step of the framework. Burrus
    v. United Tele. Co. of Kan., 
    683 F.2d 339
    , 342 (10th Cir. 1982). But, we have also
    noted “while it is true that the use of a subjective consideration to reject an otherwise
    qualified individual may entitle that individual to an inference of discrimination, it
    does not require such an inference.” Ortega v. Safeway Stores, Inc., 
    943 F.2d 1230
    ,
    1239 n.19 (10th Cir. 1991), abrogated by statute on other grounds. And, “whether a
    case is decided pursuant to a prima facie showing or on the merits is of academic
    importance only.” 
    Hickman, 766 F.2d at 426
    .
    Although our case law favors considering whether an applicant satisfied
    subjective qualification criteria at the pretext stage, we do not fault the district court
    for considering this issue at the prima facie stage, given Ms. Salemi’s numerous
    admissions regarding her quiet nature and her need to improve her communication
    skills. Where several of the essential functions of the Portfolio Manager position
    require communication with non-AI Division individuals and service on committees,
    the subjective criteria of “[s]trong oral and written communication skills” permeates
    28
    into several of the seemingly objective functions.10 And because no reasonable jury
    could find that Ms. Salemi possessed “[s]trong oral and written communication
    skills” or was able to perform the essential job functions requiring strong oral
    communication skills, the issue of whether the district court should have considered
    this deficiency in Ms. Salemi’s evidence at the prima facie stage or the pretext stage
    is academic.11 Accordingly, we affirm the district court’s grant of summary judgment
    on Ms. Salemi’s failure to promote claim.
    ii. Allegations of discrimination in combination
    Having concluded that Ms. Salemi failed to establish that discrimination
    played any role in PERA’s decision not to promote her, the combined discrimination
    claim rises and falls on her allegations of disparate pay and the denial of professional
    growth opportunities.
    1) Disparate pay
    Ms. Salemi’s attempt to establish discrimination through disparate pay fails for
    two reasons. First, Ms. Salemi did not properly preserve the argument below. In
    responding to Defendants’ motion for summary judgment, Ms. Salemi described the
    adverse actions that comprised her discrimination claim and stated that she:
    10
    Ms. Salemi does not contend that listed essential functions, such as
    “conducts extensive reference checks and legal and business negotiations,”
    “coordinates activity with investment counsel,” and “[m]aintains relationship base
    with current and potential investment partners and peer groups by serving on
    advisory committees,” App’x at 668, are subjective in nature.
    11
    In the district court, and on appeal, PERA advanced arguments for
    dismissing Ms. Salemi’s failure to promote claim at the pretext stage.
    29
    was treated less favorably than her similarly-situated male colleagues
    when she was paid less than they were, when she was given less
    attractive and even demeaning administrative and even secretarial
    assignments, when she was deprived of equal opportunities to perform
    all aspects of her position and her ability to succeed in the job by doing
    so, when she was not promoted on equal terms as the white men, when
    she was retaliated against for objecting to the disparate treatment, and
    ultimately, when she was fired for pretextual reasons.
    App’x at 3734–35 (emphasis added). But Ms. Salemi did not present any arguments
    regarding the specific differences in her pay relative to any similarly-situated male
    employees, but instead argued that the items in her list collectively amounted to an
    adverse action. See 
    id. at 3734–36.
    Ms. Salemi therefore did not present a sufficient
    argument in the district court to put the district court on notice that it needed to
    address a disparate pay basis for discrimination relative to her Title VII
    discrimination claim. See 
    Folks, 784 F.3d at 741
    (requiring argument be presented
    with “sufficient clarity and specificity”). It is thus not surprising that, in resolving
    Defendants’ motion for summary judgment, the district court did not address
    disparate pay when evaluating the discrimination claim. Finally, while Ms. Salemi’s
    response to summary judgment did present an argument about disparate pay relative
    to her EPA wage discrimination claim, our precedent holds that a party does not
    preserve an argument relative to one claim by advancing the argument with respect to
    a different claim. 
    Cummings, 393 F.3d at 1190
    –91.
    Second, even if Ms. Salemi had properly preserved her argument based on
    disparate pay, she failed to advance evidence sustaining her burdens under the
    McDonnell Douglas framework. “[A] female Title VII plaintiff establishes a prima
    30
    facie case of sex discrimination by showing that she occupies a job similar to that of
    higher paid males.” Sprague v. Thorn Ams., Inc., 
    129 F.3d 1355
    , 1363 (10th Cir.
    1997). “Once a prima facie case is established, the defendant must articulate a
    legitimate, non-discriminatory reason for the pay disparity.” 
    Id. (internal quotation
    marks omitted). “Once the defendant advances such a justification, the plaintiff must
    show that the defendant, regardless of the proffered reasons, intentionally
    discriminated against her.” 
    Id. During the
    exhaustion period, Ms. Salemi and Mr. Saunders were both
    Analysts in the AI Division.12 In 2011, Ms. Salemi was a grade 13P employee with an
    annual salary of $90,400. Meanwhile, Mr. Saunders was a grade 13P employee with
    an annual salary of $90,900. Thus, the evidence shows that, during the exhaustion
    period, Ms. Salemi’s annual salary was one half of one percent less than her
    similarly-situated male counterpart. PERA presented evidence attributing this slight
    difference in salary to Mr. Saunders joining the AI Division through a merger with
    the Denver Public Schools Retirement System and a corresponding state law
    requirement that PERA pay Mr. Saunders at a rate at least equivalent to what he was
    making prior to the merger.13 See Colo. Rev. Stat. § 24–51–1748(1) (“Each staff
    12
    On appeal, Ms. Salemi attempts to compare herself to the male Portfolio
    Managers. But, Ms. Salemi was never promoted to Portfolio Manager and argues that
    she did not receive the work opportunities that were assigned to the Portfolio
    Managers. Ms. Salemi cannot have it both ways; if her job was not similar to the
    Portfolio Managers, then she is not entitled to the same pay.
    13
    The record evidence further shows that while the state statute compelled
    PERA to pay Mr. Saunders at a rate much higher than Ms. Salemi’s salary during the
    31
    member employed by the Denver public schools retirement system on the date of the
    merger shall be hired as an employee-at-will of the association at a salary not less
    than the annual salary received from the Denver public schools retirement system as
    of the merger date . . . .” (emphasis added)). Meanwhile, Ms. Salemi provides no
    evidence to undermine or overcome PERA’s gender-neutral explanation for the slight
    difference in salary. Accordingly, although Ms. Salemi failed to preserve her
    argument based on disparate pay, even if she had preserved the argument, she has not
    carried her burdens under the McDonnell Douglas framework.
    2) Denial of professional growth opportunities
    Ms. Salemi contends that PERA discriminated against her by denying her
    opportunities for professional growth. To establish a prima facie case of
    discrimination generally, a plaintiff must “show, by a preponderance of the evidence,
    that she is a member of a protected class, she suffered an adverse employment action,
    and the challenged action occurred under circumstances giving rise to an inference of
    discrimination.”14 Bennett v. Windstream Commc’ns, Inc., 
    792 F.3d 1261
    , 1266 (10th
    Cir. 2015). PERA argues the denial of professional growth opportunities is not an
    adverse employment action and Ms. Salemi failed to advance evidence permitting an
    inference of discrimination.
    pre-exhaustion, 2010 calendar-year, PERA all but evened out the two salaries by
    giving Ms. Salemi a 13% raise for 2011 while only giving Mr. Saunders a 1% raise.
    14
    Unlike with the failure to promote or disparate pay arguments, neither party
    directs us to a prima facie standard specific to discrimination based on a denial of
    opportunities, and we are not aware of such a standard.
    32
    The district court concluded Ms. Salemi “ha[d] not demonstrate[d] that she
    suffered any adverse employment action within the 300 day time period due to any
    discriminatory intent by PERA.” App’x at 1048 (emphasis added). On appeal, Ms.
    Salemi contests the district court’s first conclusion—the denial of professional
    growth opportunities does not constitute an adverse action—but she does not
    challenge the district court’s second conclusion that she failed to satisfy the third
    element of her prima facie case by advancing evidence that permits an inference of
    discrimination. By not presenting an argument in opposition to the district court’s
    adverse conclusion on the third element of her prima facie case, Ms. Salemi has
    waived appellate review of the district court’s determination that she did not establish
    a prima facie case of discrimination based on the denial of professional growth
    opportunities. See Starkey ex rel. A.B. v. Boulder Cty. Soc. Servs., 
    569 F.3d 1244
    ,
    1252 (10th Cir. 2009) (“When an appellant does not challenge a district’s court’s
    alternate ground for its ruling, we may affirm the ruling.”); see also Coleman v. B-G
    Maint. Mgmt. of Colo., Inc., 
    108 F.3d 1199
    , 1205 (10th Cir. 1997) (“Issues not raised
    in the opening brief are deemed abandoned or waived.”).
    iii.   Summation
    We affirm the district court’s grant of summary judgment on Ms. Salemi’s
    failure to promote and discrimination claims because Ms. Salemi did not (1) advance
    sufficient evidence demonstrating that she met the qualifications for the Portfolio
    Manager position; (2) preserve her disparate pay argument or establish a disparity in
    pay attributable to discrimination; and (3) challenge one of the district court’s bases
    33
    for rejecting her discrimination claim arising from the denial of professional growth
    opportunities.
    c. Analysis of Retaliation Claim
    Title VII makes it unlawful “for an employer to discriminate against any of his
    employees . . . because [the employee] has opposed any practice made an unlawful
    employment practice by [Title VII] or because [the employee] has made a charge,
    testified, assisted, or participated in any manner in an investigation, proceeding, or
    hearing under [Title VII].” 42 U.S.C. § 2000e-3(a). Absent direct evidence of retaliation,
    a plaintiff’s claim of retaliation under Title VII is subject to the McDonnell Douglas
    burden-shifting framework. Fye v. Okla. Corp. Comm’n, 
    516 F.3d 1217
    , 1227 (10th Cir.
    2008). To make out a prima facie case, a plaintiff must demonstrate that “(1) she engaged
    in protected opposition to discrimination; (2) a reasonable employee would have found
    her employer’s subsequent action to be materially adverse; and (3) a causal connection
    exists between her protected activity and the employer’s action.” Semsroth v. City of
    Wichita, 
    555 F.3d 1182
    , 1184 (10th Cir. 2009).
    The district court concluded that Ms. Salemi first engaged in protected activity on
    May 18, 2011, when she made a verbal complaint to Ms. Setter. The district court further
    determined that Ms. Salemi did not experience a materially adverse action between the
    date of her protected activity and the end of the exhaustion period—September 29, 2011.
    Accordingly, the district court held that Ms. Salemi did not advance evidence to sustain a
    Title VII retaliation claim.
    34
    Ms. Salemi raises two challenges to the district court’s grant of summary
    judgment. First, Ms. Salemi contends the district court incorrectly determined the date on
    which she first engaged in protected activity, arguing that her March 4, 2011, meeting
    with Mr. Moore qualified as protected activity. But Ms. Salemi failed to preserve this
    argument when responding to Defendants’ motion for summary judgment. Ms. Salemi
    provided a two-sentence argument regarding what protected activity she engaged in: “Ms.
    Salemi easily establishes a prima facie case of retaliation because of the multitude of
    instances in which she, reasonably and in good faith, articulated her opposition to
    discrimination. Defendants cannot seriously take issue with this element of the claim.”
    App’x at 3738 (citations omitted). Relative to the first sentence, Ms. Salemi cited
    paragraphs 108, 139, 151, 166, 170, 177, 185, 187, 196, and 209 of her response to
    PERA’s statement of material facts and her statement of additional disputed material
    facts. None of the paragraphs cited mention any March 2011 conduct engaged in by Ms.
    Salemi. In fact, the only paragraphs that include a statement of fact regarding Ms. Salemi
    opposing alleged discrimination and engaging in protected activity are (1) paragraph 177,
    which involves her request to meet with Ms. Setter in May 2011; (2) paragraph 185,
    which involved a June 2011 meeting with Ms. Setter; and (3) paragraph 209, which
    discusses an April 6, 2012, communication to Mr. Moore. Accordingly, Ms. Salemi failed
    to preserve any argument that she engaged in protected activity as early as March 2011.
    Therefore, we, like the district court, limit our review of Ms. Salemi’s retaliation claim to
    events occurring between May 18, 2011, and September 29, 2011.
    35
    Second, Ms. Salemi argues the district court erred in concluding that she did not
    experience a materially adverse action as a result of retaliation between May 18, 2011,
    and the filing of her EEOC charge on September 29, 2011. Ms. Salemi identifies three
    actions she contends satisfy the second and third elements of her prima facie case: (1)
    removing her from consideration for a promotion to the position of Portfolio Manager,
    (2) assigning her menial work, and (3) Ms. Setter discouraging her from filing a formal,
    internal written complaint. We are unpersuaded that Ms. Salemi has sustained her burden.
    Regarding the first two actions, an employer “need not suspend previously
    planned adverse employment actions upon encountering an employee’s protected
    activity.” Foster v. Mountain Coal Co., 
    830 F.3d 1178
    , 1192 (10th Cir. 2016) (quoting
    Clark Cty. Sch. Dist. v. Breeden, 
    532 U.S. 268
    , 272 (2001)). Applying this principle, it is
    apparent that Mr. Moore concluded Ms. Salemi was not qualified for a promotion to the
    Portfolio Manager position as early as January 2010 and certainly by March 2011. That
    is, Mr. Moore removed Ms. Salemi from the Portfolio Manager promotion track before
    Ms. Salemi engaged in protected activity in May 2011, and his continuing belief that Ms.
    Salemi was not qualified for the Portfolio Manager position cannot rationally be
    attributed to Ms. Salemi having, by then, engaged in protected activity. Likewise, Ms.
    Salemi’s amended complaint alleges that Mr. Moore was assigning her administrative
    and operational tasks, primarily cash flow activities, before May 2011. And Ms. Salemi
    does not direct us to any evidence establishing an uptick in the number of assigned
    administrative and operational tasks between May 18, 2011, and September 29, 2011, a
    majority of which time Ms. Salemi was on FMLA leave.
    36
    As to the third alleged materially adverse action—Ms. Setter discouraging her
    from filing a written complaint—Ms. Salemi fails to cite any case law for the proposition
    that discouraging an employee from filing a formal, internal written complaint is a
    materially adverse action. Accordingly, Ms. Salemi has not adequately developed this
    argument. See Bronson v. Swensen, 
    500 F.3d 1099
    , 1104 (10th Cir. 2007) (“[W]e
    routinely have declined to consider arguments that . . . are inadequately presented[] in an
    appellant’s opening brief.”).
    In summation, Ms. Salemi failed to preserve her argument that she engaged in
    protected activity as early as March 2011. Ms. Salemi also failed to carry her burden of
    demonstrating that, after May 18, 2011, she suffered a materially adverse action
    attributable to her engagement in protected activity. Accordingly, we affirm the district
    court’s grant of summary judgment on Ms. Salemi’s Title VII retaliation claim.
    4. 42 U.S.C. § 1981 Retaliation Claim15
    Section 1981(a) of Title 42 states:
    All persons within the jurisdiction of the United States shall have the
    same right in every State and Territory to make and enforce contracts, to
    sue, be parties, give evidence, and to the full and equal benefit of all
    laws and proceedings for the security of persons and property as is
    enjoyed by white citizens, and shall be subject to like punishment,
    pains, penalties, taxes, licenses, and exactions of every kind, and to no
    other.
    15
    Ms. Salemi brought her § 1981 claim under 42 U.S.C. § 1983, which
    provides the cause of action for damages against state actors for § 1981 violations.
    Bolden v. City of Topeka, 
    441 F.3d 1129
    , 1137 (10th Cir. 2006). It is undisputed that
    Mr. Moore and Ms. Setter, as employees of PERA, are state actors. This same
    conclusion holds true relative to Ms. Salemi’s First Amendment claim discussed
    infra.
    37
    Section 1981 “prohibits not only racial discrimination but also retaliation against
    those who oppose it.” Parker Excavating, Inc. v. Lafarge W., Inc., 
    863 F.3d 1213
    ,
    1220 (10th Cir. 2017) (quoting Univ. of Tex. Sw. Med. Ctr. v. Nassar, 
    570 U.S. 338
    ,
    355 (2013)). “When courts consider § 1981 retaliation claims, the principles set forth
    in Title VII retaliation cases apply with equal force.” 
    Id. (internal quotation
    marks
    omitted). Accordingly, absent direct evidence of retaliation, a plaintiff’s § 1981
    retaliation claim is evaluated under a McDonnell Douglas burden-shifting
    framework. 
    Id. However, unlike
    Title VII, which protects against various forms of
    discrimination including discrimination based on sex, § 1981 protects against only
    discrimination based on race.16 See Skinner v. Total Petroleum, Inc., 
    859 F.2d 1439
    ,
    1447 (10th Cir. 1988) (per curiam) (holding that claim is only cognizable under
    § 1981 if it involves a “racial situation”), superseded by statute on other grounds.
    Thus, to state a retaliation claim under § 1981, a plaintiff must have opposed race-
    based discrimination. See Parker Excavating, 
    Inc., 863 F.3d at 1220
    . And, to
    establish a prima facie case of retaliation under § 1981, a plaintiff must show that
    “(1) [she] engaged in opposition to racial discrimination that is protected under the
    statute; (2) a reasonable person would have found the challenged action materially
    adverse; and (3) a causal connection existed between the protected activity and the
    adverse action.” 
    Id. 16 At
    oral argument, Defendants conceded that national origin qualifies as race
    for purposes of § 1981. We accept Defendants’ concession without further comment.
    38
    The district court divided Ms. Salemi’s claim into two periods: (1) May 2011
    through September 2011 and (2) September 2011 through Ms. Salemi’s termination
    in May 2012.17 Relative to the first period, the district court relied on its reasons for
    rejecting Ms. Salemi’s Title VII retaliation claim to reject her § 1981 retaliation
    claim. Because the elements of a prima facie case are the same under both claims, we
    concur with the district court’s approach as to pre-September 29, 2011, alleged
    adverse actions. Relative to the second period, the district court concluded Ms.
    Salemi’s termination was the only action asserted by Ms. Salemi that qualified as
    adverse and that she failed to establish a causal connection between her protected
    activity and her termination where the two events did not occur in close temporal
    proximity to one another. In performing its temporal analysis, the district court
    considered the amount of time that elapsed between Ms. Salemi’s initial complaints
    about discrimination in May and June 2011 and her May 2012 termination.
    On appeal, Ms. Salemi identifies four post-EEOC charge actions she alleges
    qualify as adverse actions: (1) Mr. Moore assigning her administrative work; (2) Mr.
    Moore’s January 2012 decision to promote Mr. Saunders to the Portfolio Manager
    position; (3) Mr. Moore’s March 22, 2012, memo criticizing Ms. Salemi’s
    performance; and (4) PERA’s May 2012 termination of Ms. Salemi’s employment.
    17
    Because a § 1981 claim is not subject to any exhaustion requirement, see
    CBOCS W., Inc. v. Humphries, 
    553 U.S. 442
    , 455 (2008), the district court could
    consider alleged adverse actions occurring after Ms. Salemi’s EEOC charge on
    September 29, 2011.
    39
    Ms. Salemi argues the district court committed two errors in analyzing her § 1981
    retaliation claim.
    First, Ms. Salemi contends that, for purposes of the third element of a prima
    facie case, the district court improperly focused exclusively on the amount of time
    between her protected activity and the alleged adverse actions, rather than
    considering the proximity of the events in combination with other evidence that
    supported an inference of retaliation. But Ms. Salemi does not identify what other
    evidence of retaliatory motive she presented to the district court and we have found
    none. Because Ms. Salemi has not adequately preserved or developed an argument
    for retaliatory motive based on anything other than the closeness in time between her
    protected activity and the alleged adverse actions, her ability to satisfy the third
    element of the prima facie case rises and falls solely on temporal proximity.
    As to temporal proximity, Ms. Salemi argues the district court used the wrong
    starting date. Specifically, she claims the district court should have considered the
    time between her September 29, 2011, EEOC charge and the adverse actions, rather
    than the time between her first protected activity and the adverse actions. Even
    accepting Ms. Salemi’s starting point for purposes of argument, her temporal
    proximity argument fails. We have held that a three-month gap, standing alone, is
    insufficient to establish causation between the protected activity and the adverse
    action. See Richmond v. ONEOK, Inc., 
    120 F.3d 205
    , 209 (10th Cir. 1997) (adopting
    district court’s conclusion that three-month gap was insufficient to establish temporal
    proximity but doing so in context of retaliation claim under Fair Labor Standards
    40
    Act). The first adverse action occurring after Ms. Salemi’s EEOC charge, as
    identified in Ms. Salemi’s opening brief, is Mr. Moore’s December 2011 assignment
    of administrative work. Assuming, without deciding, that the EEOC charge reset the
    temporal proximity clock, nearly three months passed between the EEOC charge and
    this alleged adverse action. As such, there is not sufficient temporal proximity
    between the events to establish causation without more. Here, Ms. Salemi has not
    offered anything more than temporal proximity to establish causation. Therefore, Ms.
    Salemi failed to advance sufficient evidence to satisfy the third element of her prima
    facie case, and we affirm the district court’s grant of summary judgment on her 42
    U.S.C. § 1981 retaliation claim.
    5. First Amendment Retaliation Claim
    To advance a First Amendment retaliation claim, a plaintiff must demonstrate that
    “(1) she was engaged in constitutionally protected activity, (2) the defendants’ actions
    caused her to suffer an injury that would chill a person of ordinary firmness from
    continuing to engage in that protected activity, and (3) the defendant[s’] actions were
    substantially motivated as a response to her protected conduct.” McBeth v. Himes, 
    598 F.3d 708
    , 717 (10th Cir. 2010) (internal quotation marks omitted). “A government
    employee must show that his speech was on a matter of public concern in order for that
    speech to be protected under the First Amendment.” Cotarelo v. Vill. of Sleepy Hollow
    Police Dep’t, 
    460 F.3d 247
    , 252 (2d Cir. 2006); see Helget v. City of Hays, 
    844 F.3d 1216
    , 1221 (10th Cir. 2017). In granting summary judgment, the district court concluded
    that Ms. Salemi’s complaints of discrimination focused on her personal interactions at
    41
    PERA such that her complaints did not involve a matter of public concern or qualify as
    “constitutionally protected activity.” Ms. Salemi argues on appeal that her EEOC charge
    alleged “class-based discrimination” and that speech exposing class-based discrimination
    in a government workplace is a matter of public concern.
    Whether a statement addresses a matter of public concern is a question of law.
    Leverington v. City of Colo. Springs, 
    643 F.3d 719
    , 726–27 (10th Cir. 2011). “Matters of
    public concern are those of interest to the community, whether for social, political, or
    other reasons.” 
    Id. at 727
    (quotation marks omitted). We determine if speech addresses a
    matter of public concern by evaluating “the content, form, and context of a given
    statement, as revealed by the whole record.” Connick v. Myers, 
    461 U.S. 138
    , 147–48
    (1983). “The focus is therefore upon whether the public or the community is likely to be
    truly concerned with or interested in the particular expression, or whether it is more
    properly viewed as essentially a private matter between employer and employee.” Berger
    v. Battaglia, 
    779 F.2d 992
    , 999 (4th Cir. 1985) (internal quotation marks omitted); cf.
    Borough of Duryea v. Guarnieri, 
    564 U.S. 379
    , 398 (2011) (“If a public employee
    petitions as an employee on a matter of purely private concern, the employee’s First
    Amendment interest must give way, as it does in speech cases.”). In evaluating the
    distinction between public and private matters, “it is not always enough that the subject
    matter of a communication be one in which there might be general interest; rather, what is
    actually said on the topic is the crux of the public concern content inquiry.” 
    Leverington, 643 F.3d at 727
    (internal quotation marks omitted). Finally, our analysis “may focus on
    the motive of the speaker and whether the speech is calculated to disclose misconduct or
    42
    merely deals with personal disputes and grievances unrelated to the public’s interest.”
    
    Id. (quotation marks
    omitted); see David v. City & Cty. of Denver, 
    101 F.3d 1344
    , 1356
    (10th Cir. 1996) (concluding that statements about sexual harassment and retaliation
    against the individual speaker that did not allege the same conduct against other
    employees or conduct impacting the government’s performance of its responsibilities did
    not qualify as speech on a matter of public concern under Connick).
    In Connick, the Supreme Court noted that speech by a public employee about her
    public school’s racially discriminatory policies qualified as speech on a matter of public
    
    concern. 461 U.S. at 146
    (citing Givhan v. W. Line Consol. Sch. Dist., 
    439 U.S. 410
    (1979)). Likewise, speech exposing class-based discrimination in a government
    workplace that impacts more than just the speaker qualifies as speech on a matter of
    public concern. See 
    Cotarelo, 460 F.3d at 252
    (collecting cases). Thus, if a reasonable
    jury could construe Ms. Salemi’s EEOC charge as raising a claim of class-based
    discrimination, the charge would qualify as speech on a matter of public concern. We,
    however, conclude that no reasonable jury could so construe Ms. Salemi’s EEOC charge
    when the charge is read on the whole and in the context of the composition of the AI
    Division.
    Ms. Salemi’s EEOC charge did state that she was raising a charge of
    discrimination “on behalf of [her]self and others similarly situated, and on a class-wide
    basis.” App’x at 492. Ms. Salemi also stated in her charge that there were “unequal and
    unfair training practices within [her] department.” 
    Id. at 495.
    But other than an
    administrative assistant, Ms. Salemi was the sole female in the AI Division. Thus, the
    43
    complaints about training practices could apply only to her. And while Ms. Salemi’s
    EEOC charge alleged that Mr. Moore required the female administrative assistant to
    perform secretarial tasks for male Portfolio Managers, no reasonable jury could conclude
    that assigning an individual the type of work the individual is tasked with and paid for
    constitutes sex discrimination merely because the work is being performed by a female
    for a male. Accordingly, although Ms. Salemi uses the words discrimination on a “class-
    wide basis” in her EEOC charge, the charge cannot reasonably be read as advancing
    claims of discrimination that affected more than just Ms. Salemi. Therefore, Ms. Salemi’s
    EEOC charge does not qualify as speech on a matter of public concern, and we affirm the
    district court’s grant of summary judgment on her First Amendment retaliation claim
    because she failed to advance evidence satisfying the first element of her prima facie
    case.
    6. FMLA Retaliation Claim
    Claims for retaliation under the FMLA are subject to the McDonnell Douglas
    burden-shifting framework. Metzler v. Fed. Home Loan Bank of Topeka, 
    464 F.3d 1164
    , 1170 (10th Cir. 2006). To make out a prima facie case of retaliation, Ms.
    Salemi needed to demonstrate that “(1) she engaged in a protected activity; (2)
    [PERA] took an action that a reasonable employee would have found materially
    adverse; and (3) there exists a causal connection between the protected activity and
    the adverse action.” 
    Id. at 1171
    (footnote omitted). The taking of FMLA leave is a
    protected activity for purposes of the first element of a prima facie case. 
    Id. Likewise the
    termination of an employee is a materially adverse action. See 
    id. The district
    44
    court also concluded that a “change in job responsibilities” and a failure to promote
    qualified as materially adverse actions. The district court concluded, however, that
    Ms. Salemi failed to satisfy the third element of her prima facie case because (1)
    there was not a close temporal connection between when she took leave and when the
    materially adverse actions occurred and (2) no other evidence suggested the
    materially adverse actions were a consequence of Ms. Salemi taking FMLA leave.18
    In reaching its conclusion regarding the lack of temporal proximity, the district
    court focused on the time that elapsed between when Ms. Salemi took FMLA leave—
    July 2011—and when the materially adverse actions occurred. On appeal, Ms. Salemi
    argues the district court should have considered the time that elapsed between when
    she returned from FMLA leave—December 2011—and when the materially adverse
    actions occurred. Assuming Ms. Salemi is correct that the temporal proximity clock
    commences when an employee returns from FMLA leave,19 Ms. Salemi still fails to
    advance sufficient evidence to satisfy the third element of a prima facie case. On
    appeal, Ms. Salemi argues that, after returning from FMLA leave, she experienced a
    “loss of responsibilities, . . ., an increasingly aggressive campaign of written
    performance criticisms, and then her termination on May 10, 2012.” Opening Br. at
    18
    Separately, the district court concluded that Ms. Salemi could not bring her
    FMLA claim against Mr. Moore and Ms. Setter. On appeal, Ms. Salemi does not raise
    any arguments on this matter; instead she challenges only the dismissal of her FMLA
    claim as against PERA.
    19
    We have previously couched our temporal proximity analysis in terms of the
    time that elapsed between the employee requesting FMLA leave and the adverse
    action. See Metzler v. Fed. Home Loan Bank of Topeka, 
    464 F.3d 1164
    , 1171–72
    (10th Cir. 2006).
    45
    49. The written performance criticisms occurred in March and April 2012, three and
    a half months after Ms. Salemi’s return from FMLA leave. And the termination
    occurred in May 2012, five months after Ms. Salemi’s return from FMLA leave.
    Accordingly, temporal proximity alone cannot establish a causal connection between
    the protected activity and these adverse actions. See 
    Metzler, 464 F.3d at 1172
    (citing
    Richmond v. ONEOK, Inc., 
    120 F.3d 205
    , 209 (10th Cir. 1997), for proposition “that
    a period of three months between the protected activity and the adverse action,
    standing alone, is not sufficient to establish causation”).
    As to the “loss of responsibilities,” it is not clear from Ms. Salemi’s opening
    brief, or her statement of facts in response to summary judgment, when exactly this
    occurred. To that point, none of Ms. Salemi’s submissions in this court identify any
    specific dates relative to the “loss of responsibilities.” And, in her deposition
    testimony, Ms. Salemi could not recall when after her return from FMLA Mr. Moore
    began changing her work responsibilities.20 See App’x at 544–45, 3716. Thus, Ms.
    Salemi fails to advance sufficient evidence to demonstrate a causal connection
    20
    The exception to this is the assignment of cash flow activities on the week
    Ms. Salemi returned from FMLA leave. But, where Mr. Moore assigned Ms. Salemi
    cash flow activities before she took FMLA leave, a reasonable jury could not
    conclude that the continued assignment of these same activities was in retaliation for
    Ms. Salemi taking FMLA leave. See Foster v. Mountain Coal Co., 
    830 F.3d 1178
    ,
    1192 (10th Cir. 2016) (quoting Clark Cty. Sch. Dist. v. Breeden, 
    532 U.S. 268
    , 272
    (2001)) (noting that an employer “need not suspend previously planned adverse
    employment actions upon encountering an employee’s protected activity”).
    46
    between her return from FMLA leave and any loss of responsibilities.21 Therefore, we
    affirm the district court’s grant of summary judgment on Ms. Salemi’s FMLA
    retaliation claim.
    B.      Construction of Amended Complaint & Request to Add EPA Retaliation Claim
    1. District Court’s Construction of Amended Complaint
    Ms. Salemi argues that her amended complaint pleaded the elements of an
    EPA retaliation claim and put PERA on fair notice of her intent to raise such a claim.
    From this, Ms. Salemi argues the district court erred in denying her request to try an
    EPA retaliation claim.22 But, in the district court, Ms. Salemi raised her argument that
    her amended complaint contained an EPA retaliation claim after the entry of the final
    pretrial order that did not identify an EPA retaliation claim to be submitted to the
    jury. Thus, presentation of an EPA retaliation claim to the jury would have
    necessitated an amendment to the final pretrial order, irrespective of whether the
    21
    Ms. Salemi points us to no non-temporal proximity evidence linking the
    alleged adverse actions to her taking FMLA leave such that she could rely on a gap
    of three months combined with other evidence to establish a causal connection.
    22
    Ms. Salemi fails to articulate a standard of review with respect to her
    argument that her amended complaint contained an EPA retaliation claim. As such,
    Ms. Salemi failed to comply with Federal Rule of Appellate Procedure 28(a)(8)(B),
    which states that the argument section of the brief must contain, “for each issue, a
    concise statement of the applicable standard of review . . . .” This omission is
    particularly troublesome where Ms. Salemi (1) failed to include a standard of review
    for several of her arguments on appeal; (2) failed to include a summary of the
    argument section as required by Federal Rule of Appellate Procedure 28(a)(7); and
    (3) came within 143 words of the word limit for opening briefs, as set by Federal
    Rule of Appellate Procedure 32(a)(7)(B). Inclusion of the required standard of
    reviews and the summary of the argument section would almost certainly have put
    Ms. Salemi over the word limit.
    47
    amended complaint asserted that claim. See Monod v. Futura, Inc., 
    415 F.2d 1170
    ,
    1173 (10th Cir. 1969) (pretrial order “supersede[s]” the pleadings as to issues for
    trial). Because the final pretrial order “superseded” her amended complaint with
    respect to the claims and issues for trial, even if Ms. Salemi’s amended complaint
    placed PERA on fair notice of her initial intent to bring an EPA retaliation claim, that
    would not have permitted Ms. Salemi to present such a claim to the jury after
    excluding it from the pretrial order. Accordingly, we need not resolve whether the
    amended complaint, in fact, adequately notified PERA that Ms. Salemi intended to
    bring an EPA retaliation claim.
    2. Request to Add EPA Retaliation Claim
    Both before and during trial, Ms. Salemi unsuccessfully sought permission to add
    an EPA retaliation claim. On appeal, Ms. Salemi argues the district court abused its
    discretion when it did not permit her to add an EPA retaliation claim under Federal Rule
    of Civil Procedure 15(b). As PERA points out, Rule 15(b) covers amendments to the
    complaint during and after trial, while Rule 15(a) covers amendments to the complaint
    before trial. Because Ms. Salemi does not present an argument on appeal relative to Rule
    15(a), or even cite the Rule, she has not adequately contested the district court’s decision
    not to allow the pretrial amendment, and we limit our review to the district court’s denial
    of Ms. Salemi’s request during trial. See 
    Bronson, 500 F.3d at 1104
    .
    Rule 15(b) permits a party to amend its complaint:
    (1) Based on an Objection at Trial. If, at trial, a party objects that
    evidence is not within the issues raised in the pleadings, the court may
    permit the pleadings to be amended. The court should freely permit an
    48
    amendment when doing so will aid in presenting the merits and the
    objecting party fails to satisfy the court that the evidence would
    prejudice that party’s action or defense on the merits. The court may
    grant a continuance to enable the objecting party to meet the evidence.
    (2) For Issues Tried by Consent. When an issue not raised by the
    pleadings is tried by the parties’ express or implied consent, it must be
    treated in all respects as if raised in the pleadings. A party may move--at
    any time, even after judgment--to amend the pleadings to conform them
    to the evidence and to raise an unpleaded issue. But failure to amend
    does not affect the result of the trial of that issue.
    Relying on subsection (b)(2), Ms. Salemi argues that PERA implicitly consented to trial
    on an EPA retaliation claim by not objecting to (1) direct examination testimony by Ms.
    Salemi about retaliation for seeking equal pay and (2) testimony on cross examination by
    Mr. Moore and Ms. Setter about their conduct toward Ms. Salemi after she sought equal
    pay. Ms. Salemi also argues that PERA elicited testimony from Mr. Moore and Ms.
    Setter about not retaliating against Ms. Salemi.
    Two procedural matters cause us to affirm the district court’s decision to reject
    Ms. Salemi’s request to submit an EPA retaliation claim to the jury. First, as noted
    earlier, the final pretrial order supersedes the complaint as to the issues to be presented at
    trial. See 
    Monod, 415 F.2d at 1173
    ; see also Fed. R. Civ. P. 16(d) (“Pretrial Orders.
    After any conference under this rule, the court should issue an order reciting the action
    taken. This order controls the course of the action unless the court modifies it.”
    (emphasis added)). Here, the final pretrial order did not identify an EPA retaliation claim
    as one of the claims to be submitted to the jury. And, under Federal Rule of Civil
    Procedure 16(e), “[t]he court may modify the order issued after a final pretrial conference
    only to prevent manifest injustice.” (emphasis added). But, Ms. Salemi neither moved to
    49
    amend the final pretrial order nor presented a manifest injustice argument to the district
    court when requesting that she be permitted to submit an EPA retaliation claim to the
    jury. Nor does Ms. Salemi present a manifest injustice argument under Rule 16(e) in her
    briefs on appeal. Accordingly, Ms. Salemi failed to make the proper motion in the district
    court and has not raised the necessary arguments in the district court or in this court in
    support of the amendment she desired.
    Second, the record shows the district court twice questioned counsel for Ms.
    Salemi about whether some of the evidence offered at trial strayed into the issue of
    retaliation. In response, Ms. Salemi’s counsel argued the exhibits were necessary for
    “context” and were part of the “res gestae” of the case. 
    Id. at 1716,
    1767. During the
    first exchange with the district court, counsel for Ms. Salemi also responded to the
    district court’s concern by stating:
    Your Honor, my response to that would be that the other issues—we
    understand that with regard to the retaliation claim we cannot collect
    damages for that, and the jury will be properly instructed that we
    don’t—that we are not getting any damages for that. The jury will be
    instructed what damages we are allowed to collect if we win, which will
    not include those. And the jury will properly be instructed what the
    legal claims are, which will not include a retaliation claim.
    
    Id. at 1715–16
    (emphasis added). And during the second exchange, PERA’s counsel
    contended an exhibit “mentions expressly retaliation,” 
    id. at 1766,
    to which the
    district court agreed, and counsel for Ms. Salemi replied:
    And, Your Honor, and with regard to that, we are not asserting a
    retaliation claim, and the jury will be properly instructed that it’s a
    claim under the Equal Pay Act for discrimination in pay. And obviously
    the verdict form will follow along that. So it’s I think a little bit
    troubling to keep out the facts of what ended up happening in the case.
    50
    We’re not claiming retaliation as a stand-alone legal claim at this point
    based on the Court’s prior rulings, but it doesn’t change the res gestae
    of what happened. So, you know, it’s a little bit of an artificial
    constraint to not be allowed to use the word “retaliation” when, in fact,
    what happened is she is trying to rebut these assertions that she is not
    doing her job, and then she says, you know, I have been doing my job
    all along, I’ve gotten eight years of good performance reviews. We are
    not trying to bring a stand-alone retaliation claim. I understand that that
    boat has sailed with the Court’s prior rulings. But she’s still, I think,
    entitled to provide a description of why she’s rebutting the articulated
    deficiencies in her performance.
    
    Id. at 1767–68
    (emphasis added).
    Given Ms. Salemi’s counsel’s statements at trial that presentation of evidence
    which might tend to show retaliation would not be grounds for presenting an EPA
    retaliation claim to the jury, Ms. Salemi cannot now argue on appeal that PERA
    consented to trial on an EPA retaliation claim by permitting the admission of this very
    evidence. Accordingly, the district court did not abuse its discretion when it rejected Ms.
    Salemi’s mid-trial request to submit an EPA retaliation claim to the jury.
    III.   CONCLUSION
    AFFIRMED.
    Entered for the Court
    Carolyn B. McHugh
    Circuit Judge
    51