United States v. Michael Smith , 919 F.3d 825 ( 2019 )


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  •                                    PUBLISHED
    UNITED STATES COURT OF APPEALS
    FOR THE FOURTH CIRCUIT
    No. 16-4746
    UNITED STATES OF AMERICA,
    Plaintiff - Appellee,
    v.
    MICHAEL SMITH, JR., a/k/a Mikey, a/k/a Lil Mike, a/k/a Mik,
    Defendant - Appellant.
    No. 16-4764
    UNITED STATES OF AMERICA,
    Plaintiff - Appellee,
    v.
    MARK BAZEMORE, a/k/a Uncle Mark,
    Defendant - Appellant.
    No. 16-4765
    UNITED STATES OF AMERICA,
    Plaintiff - Appellee,
    v.
    TIMOTHY HURTT, a/k/a Uncle Tim, a/k/a Tim,
    Defendant - Appellant.
    Appeals from the United States District Court for the District of Maryland, at Baltimore.
    James K. Bredar, Chief District Judge. (1:14-cr-00479-JKB-8; 1:14-cr-00479-JKB-11;
    1:14-cr-00479-JKB-17)
    Argued: October 30, 2018                                       Decided: March 27, 2019
    Before NIEMEYER, THACKER, and RICHARDSON, Circuit Judges.
    Affirmed by published opinion. Judge Richardson wrote the opinion, in which Judge
    Niemeyer and Judge Thacker concurred.
    ARGUED: Michael Daniel Montemarano, MICHAEL D. MONTEMARANO, PA,
    Ellicott City, Maryland; Charles Burnham, BURNHAM & GOROKHOV PLLC,
    Washington, D.C., for Appellants. David Daniel Metcalf, OFFICE OF THE UNITED
    STATES ATTORNEY, Baltimore, Maryland, for Appellee. ON BRIEF: Harry D.
    McKnett, LAW OFFICE OF HARRY D. MCKNETT, LLC, Columbia, Maryland, for
    Appellant Michael Smith, Jr. Stephen M. Schenning, Acting United States Attorney,
    James Wallner, Assistant United States Attorney, OFFICE OF THE UNITED STATES
    ATTORNEY, Baltimore, Maryland, for Appellee.
    2
    RICHARDSON, Circuit Judge:
    Defendants Mark Bazemore, Michael Smith, Jr., and Timothy Hurtt participated in
    the illegal activities of a Baltimore street and prison gang known as the Black Guerrilla
    Family. Their involvement in the gang’s drug dealing and acts of violence led to their
    convictions. The Defendants seek to reverse those convictions for two main reasons.
    First, they argue the district court improperly handled the fears some jurors expressed to
    the court after learning of this gang’s predilection for violence and retaliation. Second,
    they claim the district court should have excluded an FBI agent’s expert testimony
    decoding intercepted calls. We reject their challenges.
    I.
    A.     Factual Background
    Bazemore, Smith, and Hurtt were high-ranking members of the Black Guerilla
    Family, a criminal gang founded in the 1960s in California’s San Quentin State Prison.
    The gang moved across the country, establishing itself in Maryland’s prison system
    before expanding to the streets of Baltimore.
    The gang organized itself into subsets called “regimes” that controlled the drug
    trade in Maryland state prisons and in dozens of Baltimore neighborhoods. Each regime
    was overseen by a “bushman,” often referred to as “Uncle” or “Unc.” In leading a
    regime, the bushman collected dues, settled disputes, and enforced protocol by ordering
    3
    sanctions ranging from fines to death against members who broke the gang’s many
    rules. 1
    Troubled by the gang’s criminal activities, the FBI undertook a broad investigation
    into the Black Guerilla Family’s Baltimore operations. They wiretapped the phone of the
    gang’s city-wide commander, Timothy Michael Gray, along with dozens of phones used
    by other gang members (including Defendants Bazemore and Hurtt).                  The FBI’s
    investigation exposed the gang’s sprawling drug business, documenting forty Baltimore
    locations where the gang distributed heroin and cocaine. With these drug profits at stake,
    the gang often turned to violence to protect its territory.
    Along with violently protecting their drug trade, the gang’s leaders had a penchant
    for killing their subordinates that broke protocol. For instance, Bazemore ordered the
    murders of members George Nealy and Ronald Hall. Of all the gang’s violence, the
    attempted murder of Hall bears most directly on this appeal. On March 10, 2014,
    Bazemore ordered gang member William “Boosie” Harrington to kill Hall for allegedly
    1
    Black Guerilla Family members adhered to official bylaws and upon initiation
    swore to the following oath:
    Should ever I be untrue and forsake the chosen few, this oath shall kill me.
    Should ever I become lax in discipline at times of strife and neglect my
    brother, this oath shall kill me.
    If ever I sought to do harm or allow harm to come to my brothers, this oath
    shall kill me.
    If ever I refuse or deny to give assistance to [] or reject my brother, this
    oath shall kill me.
    If ever I fail the sworn secrecies of this oath, this oath shall kill me.
    J.A. 839–40; see J.A. 670, 843.
    4
    lying to the gang’s leadership. Shortly before the shooting, Bazemore and Harrington
    spoke twice by telephone. The first call took place at 3:50 PM when Harrington asked to
    confirm the order:
    Bazemore:     “Yo.”
    Harrington:   “Hey, Unc, what’s up baby?
    Bazemore:     “What’s good?”
    Harrington:   “Listen to me real carefully.”
    Bazemore:     “Uh huh.”
    Harrington:   “I’m around Lil Shorty, you heard me?”
    Bazemore:     “Yeah.”
    Harrington:   “The one you always wanted me to holler at.”
    Bazemore:     “Right.”
    Harrington:   “I’m out Lakeland.”
    Bazemore:     “Right.”
    Harrington:   “Is that special light still good, good?”
    ...
    Harrington:   “I got him right here.”
    Bazemore:     “Matter fact, don’t worry about it, don’t worry about it. I’m
    holler at you on the close up about that one.”
    S.J.A. 122. One minute later, Harrington again called Bazemore and said, “Unc I’m in
    his bushes. Like right now, it’d be easy and I’d be out of here, you feel me?” S.J.A. 124.
    Bazemore replied with the authorization: “Alright, so go ahead then. Go ahead and do it
    then.” 
    Id. FBI Special
    Agent Mark James monitored these wiretapped conversations in real-
    time. Understanding Bazemore’s order to kill, Agent James alerted local police that an
    act of violence was about to occur in South Baltimore’s Lakeland neighborhood.
    Baltimore Police arrived at the scene to find Hall with gunshot wounds to his arms and
    torso. After he was rushed to the hospital, Hall survived.
    5
    Three weeks after shooting Hall, Harrington was arrested and detained by state
    authorities for attempted murder. In jail, Harrington faced violent retaliation from other
    incarcerated Black Guerilla Family members for shooting their fellow gang member,
    Hall. In hopes of avoiding attack, Harrington placed several calls from a jail telephone
    seeking to “get in touch with Uncle Mark” to prove he acted with Mark Bazemore’s go-
    ahead. S.J.A. 067. When Harrington finally reached Bazemore, he passed the phone to a
    fellow inmate after telling Bazemore that “[t]his [is] another good soldier here that
    wanted to holler at you.” J.A. 1013. Bazemore then confirmed to the other inmate that
    he authorized Harrington to shoot Hall: “What Boosie [Harrington] did to him came
    straight from the head. It came from me. I told him do that and he can do that.” J.A.
    1014.
    B.    The Trial
    The Defendants, along with 15 other members of the gang, faced federal charges
    for conspiring to participate in a racketeering enterprise (18 U.S.C. § 1962(d)) and for
    conspiring to distribute drugs (21 U.S.C. § 846). 2 Bazemore was also charged with
    attempted murder and conspiracy to commit murder in aid of racketeering (18 U.S.C.
    § 1959(a)(5)). And Bazemore and Hurtt were charged with conspiring to use a firearm in
    relation to the racketeering and drug conspiracies (18 U.S.C. § 924(o)). After their co-
    defendants all pleaded guilty, Bazemore, Smith, and Hurtt stood trial in May 2016.
    2
    Harrington pleaded guilty to the racketeering conspiracy and, after stipulating to
    his involvement in the shooting of Hall as an act in furtherance of the conspiracy,
    received 151 months in prison.
    6
    Over the course of a month, the Government proved the racketeering, drug,
    attempted murder, and firearm offenses through three main sources of evidence. First,
    law enforcement officials (including Agent James) testified about their investigation.
    Second, seven cooperating gang members described the gang’s organization and criminal
    activities. And third, recordings of wiretapped and jailhouse telephone calls confirmed
    the law enforcement and cooperator testimony.
    The trial evidence highlighted the gang’s violent nature. This caused anxiety for
    some members of the jury. On the third day, Juror No. 5 notified the court that she was
    afraid. In a sealed hearing, Juror No. 5 explained that she had revealed during jury
    selection her husband’s exact employment location. In sharing that information at side-
    bar, Juror No. 5 had mistakenly assumed that the Defendants were unable to hear her.
    Having realized her mistake, she explained, “[i]f these people are the people that the
    [Government] contends, and if the jury comes back with a guilty verdict, [] it would be
    very easy if they had retaliation on their mind” to use the information shared to obtain her
    family’s address. J.A. 1241. After Juror No. 5 voiced doubt that she could remain fair
    and impartial, the district court excused her.
    The district court also asked Juror No. 5 whether she had discussed her fears with
    other jurors, and she replied that she had spoken with “a Jim, a Jimmy, and a Mike.” J.A.
    1246. Based on the possibility that her discussions might have contaminated the entire
    jury, the Defendants moved for a mistrial.
    Rather than grant the requested mistrial, the district court devised two questions to
    ask each juror to probe for impartiality, bias, or contamination:
    7
    Question 1: When we last spoke during the jury selection process, you told
    me that you believed that you could be a fair and impartial juror. Has
    anything occurred since we last spoke that would cause you to change your
    answer to that question?
    Question 2: Since you began to serve on the jury, has anything been said or
    overheard by you in the jury room that would affect your ability to be a fair
    and impartial juror?
    J.A. 1254–55. In response, all but two jurors confirmed that they could remain fair and
    impartial.
    The first juror who expressed apprehension about being fair was Juror No. 10. He
    explained that “the nature of the case” made him scared for himself and his family. The
    district court noted that “the juror became emotional and . . . was crying or nearly crying
    and struggling to control his emotions” during the questioning. J.A. 1292–95. Doubting
    that Juror No. 10 could be fair and impartial, the court excused him for cause.
    The second juror voicing concern about her ability to remain impartial was
    Alternate Juror No. 4. Much like Juror No. 5, Alternate Juror No. 4 expressed concern
    because she now realized that the Defendants could hear the details she shared during
    jury selection. As a result, she explained that she feared being recognized by gang
    members on the streets of Baltimore.       J.A. 1307.    The district court then excused
    Alternate Juror No. 4 for cause.
    After the three jurors were excused, twelve jurors and one alternate remained. The
    district court denied the Defendants’ renewed request for a mistrial, finding that its
    questioning “did not detect any contamination or something untoward, rampant, or even
    running among the remaining jurors.” J.A. 1318–19.
    8
    When the trial resumed, the Government called Gray, the head of the Baltimore
    gang.       Gray testified at length about the gang’s operations and explained several
    wiretapped calls coordinating its various illegal activities. As part of his testimony
    highlighting the gang’s extensive reach throughout Maryland, Gray implicated Bazemore
    as the bushman who ordered Harrington to kill Hall. See J.A. 571–85 (expounding upon
    a call between Gray and Bazemore).
    Having heard from Gray, the Government sought to use several recorded calls to
    confirm that Bazemore authorized Harrington to kill Hall.        Most of the recorded
    conversations took place in code—an assortment of slang, nicknames, and substituted
    words meant to prevent an outside listener from deciphering their meaning. So the
    Government re-called Agent James to provide expert interpretations of the calls. 3 After
    Agent James was qualified as an expert in drug and gang terminology in Maryland, he
    explained the meanings of several coded terms.
    Agent James’s explanations began with the call from March 10, 2014, at 3:50 PM,
    in which Harrington asked Bazemore if the “special light” remained good. Agent James
    described that the term “Unc” meant a bushman in the Black Guerrilla Family. Before
    Agent James could give his expert opinion on the meaning of “special light,” the
    Defendants objected, expecting that the testimony would conflate expert interpretation
    with factual analysis.     The district court permitted Agent James to opine that he
    3
    Agent James testified earlier in the trial as a fact witness to describe the FBI
    investigation and its use of wiretaps, controlled drug buys, and other investigatory
    techniques.
    9
    interpreted “special light” as a “green light,” which is an “authorization used by gang
    members . . . to kill another person.” J.A. 971. Agent James testified that he based his
    interpretation on the context, other incidents in the investigation, and debriefings from
    other gang investigations he had done. Agent James was not permitted to interpret
    Bazemore’s next statement—“don’t worry about it.”          The Government then played,
    without interpretation, the very next call in which Bazemore gave Harrington the “go
    ahead” to “do it.”
    After that call was played, Agent James described to the jury the steps he took to
    alert the Baltimore Police. The district court permitted this limited factual testimony over
    the Defendants’ objection to what they called an improper “blurring of lines” between
    expert and factual testimony. 4
    Once Agent James explained how Baltimore Police received the information, the
    Government called Detective David Bomenka, who had responded to the scene.
    Detective Bomenka testified that on the afternoon of March 10, 2014, he arrived in
    Lakeland to find Hall shot and shell casings on the ground.
    Agent James then re-took the stand to continue in his role as expert witness. He
    interpreted several of Harrington’s jail calls with other gang members, including
    4
    Throughout the trial, the district court worked to maintain clarity and avoid
    conflating expert and lay testimony, admonishing the Government “to be very careful in
    your questioning to make it crystal clear that you are asking for the agent’s interpretation
    of the language … and not [permit the agent] to stray into offering opinions more broadly
    about what the plotters and schemers are up to.” J.A. 1004; see also J.A. 965D (“I want a
    really crisp line drawn between his testimony as an expert witness and his testimony as a
    fact witness.”).
    10
    Bazemore, about the authorization to shoot Hall. At the end of Agent James’s direct
    testimony, the district court gave to the jury a long cautionary instruction emphasizing the
    importance of separating fact testimony from expert opinions. 5 The Defendants declined
    to cross-examine Agent James.
    5
    The district court’s cautionary instruction read:
    Ladies and gentlemen, Special Agent James has testified on two separate
    occasions during this trial. During his initial testimony, Special Agent
    James provided fact testimony, but as I instructed you during his second
    time on the stand today, I instructed you that Special Agent James today
    was permitted to give opinion testimony regarding drug and gang
    terminology that may have been present in the phone calls that you’ve just
    heard. I caution you that during his second time on the stand, Special
    Agent James was providing only his opinion as an expert as to the
    substance of those calls and phrases. The fact that he also possesses factual
    information regarding this case should not be taken into account by you as
    you determine what, if any, weight to decide to give Special Agent James’s
    expert opinions. It’s for you to decide how much weight to give all of the
    evidence, including fact and opinion testimony. Special Agent James's
    testimony as a fact or expert witness is entitled to no greater or lesser
    weight simply because he is an expert in one context and was previously
    qualified to do so.
    You’ve just heard extensive testimony from Agent James. Agent James
    was called and qualified and permitted to testify as an expert witness. His
    field of expertise was drug and gang terminology in Maryland. Within that
    zone of expertise, Agent James was permitted to offer you his opinions.
    Specifically, he was allowed to tell you his interpretations based on his
    training and experience as to the meaning of statements made by alleged
    members of the Black Guerilla Family during telephone calls. You are
    permitted to give Agent James’s expert opinions on the meaning of drug
    and gang terminology, such weight as you may think they deserve.
    Ladies and gentlemen, I draw a distinction between the opinion testimony
    about drug and gang terminology, and any more traditional fact testimony
    that Agent James may have given earlier in this trial. During his previous
    (Continued)
    11
    The jury convicted the Defendants on all charges. The jury specifically found
    Bazemore and Hurtt responsible for multiple acts of first-degree murder, attempted
    murder, conspiracy to commit murder, extortion, witness retaliation, and drug distribution
    as part of the racketeering conspiracy. S.J.A. 49, 53. The jury found Smith responsible
    for extortion and drug distribution under the racketeering conspiracy. S.J.A. 56. The
    district court sentenced Bazemore to life, Hurtt to 324 months, and Smith to 210 months.
    II.
    The Defendants challenge their convictions on two main grounds. First, they
    claim that the district court improperly handled jurors’ fears for their safety. Second, the
    Defendants argue that the district court erred by allowing portions of Agent James’s
    expert testimony. We reject each argument in turn.
    A.     Juror Bias
    The Defendants fault the district court for how it addressed the jurors’ fears of
    gang retaliation. They claim the district court’s questioning of the jurors was inadequate
    testimony he was not testifying as an expert, and he was not permitted to
    offer expert opinions on the subjects then presented to him.
    If ever during this trial you thought you heard Agent James offer an expert
    opinion on a subject outside the scope of drug and gang terminology in
    Maryland, then I instruct you to disregard that testimony. Agent James’s
    expert opinions are only allowed as to drug and gang terminology. On all
    other topics on which he might have testified, he’s a fact witness and not
    authorized to present expert opinions.
    J.A. 1023–25.
    12
    for failing to ask each juror expressly about Juror No. 5’s fears and discussions with other
    jurors. Besides this process concern, the Defendants also object to the court’s ultimate
    refusal to grant a mistrial.
    The Sixth Amendment guarantees a criminal defendant the right to a trial “by an
    impartial jury.” U.S. CONST. amend. VI. This right requires a trial judge to remain
    “‘ever watchful to prevent prejudicial occurrences,’ and [he] therefore must conduct voir
    dire in a manner that adequately identifies unqualified or potentially biased jurors.”
    Gardner v. Ozmint, 
    511 F.3d 420
    , 424 (4th Cir. 2007) (quoting Smith v. Phillips, 
    455 U.S. 209
    , 217 (1982)).
    When a serious, non-speculative question of juror impartiality arises during trial,
    the district court must determine whether the affected jurors remain fair and impartial.
    See United States v. Thompson, 
    744 F.2d 1065
    , 1068 (4th Cir. 1984); Neal v. United
    States, 
    22 F.2d 52
    , 53 (4th Cir. 1927). As the trial judge is in the best position to make
    this determination, the inquiry is committed to his discretion, including ample leeway to
    formulate the questions to be asked. United States v. Barber, 
    80 F.3d 964
    , 967 (4th Cir.
    1996) (en banc).
    After learning of Juror No. 5’s fears, the district judge here questioned each juror
    individually. That required balancing the need to detect bias against the concern that
    inartful questioning could itself generate bias. As the trial judge observed, detailed or
    fact-specific questions could “become the toxin by which the [jurors’] minds are
    poisoned and the fears are generated.” J.A. 1256. He thus asked about bias directly,
    without explicitly discussing Juror No. 5 or any fears of violent retaliation. In evaluating
    13
    their responses, he considered the jurors’ reactions and, where necessary, followed up.
    See, e.g., J.A. 1267–74 (asking more questions and discussing the juror’s demeanor).
    District courts are encouraged to take this direct approach to detect bias in jurors. See,
    e.g., United States v. Caro, 
    597 F.3d 608
    , 615 (4th Cir. 2010). This trial judge made
    reasoned judgments in walking the line between detecting bias and creating bias. And we
    are not here to micro-manage those considered choices.
    Just as the trial judge has latitude in framing the inquiry, so too does he have broad
    discretion in evaluating the significance of potential juror bias.          See Arizona v.
    Washington, 
    434 U.S. 497
    , 513–14 (1978) (discussing the “great deference” owed to a
    trial judge’s decision to declare a mistrial based on possible juror bias). This trial judge
    made appropriate inquiries into juror bias. He then excused those jurors who, by their
    answers or demeanor, suggested they could not be fair and impartial. Left only with
    jurors who had assured him of their continued impartiality, the trial judge acted well
    within his discretion in denying the requested mistrial. See United States v. Jones, 
    716 F.3d 851
    , 857 (4th Cir. 2013) (noting that the court may rely on a juror’s assurance of
    continued impartiality if the court finds it credible).
    B.     Agent James’s Expert Testimony
    The Defendants next argue that the district court abused its discretion in admitting
    portions of Agent James’s expert testimony. See United States v. Wilson, 
    484 F.3d 267
    ,
    273 (4th Cir. 2007). The Defendants claim first that his experience-based linguistic
    opinions were not the product of a reliable methodology for interpreting coded jargon.
    Second, they argue that Agent James impermissibly blended fact and expert testimony,
    14
    creating jury confusion and unfair prejudice. Third, they allege that Agent James served
    as a mere conduit for testimonial hearsay in violation of the Confrontation Clause. We
    reject each argument and also find harmless any instance in which Agent James may have
    strayed outside the bounds of proper testimony.
    1.     Qualification and Methodology
    Agent James used a reliable methodology in forming his expert opinions. Federal
    Rule of Evidence 702 permits expert testimony from “[a] witness who is qualified as an
    expert by knowledge, skill, experience, training, or education” where the “specialized
    knowledge will help the trier of fact to understand the evidence or to determine a fact in
    issue” so long as the expert’s opinion is “based on sufficient facts or data,” is “the
    product of reliable principles and methods,” and the expert “has reliably applied the
    principles and methods to the facts.”
    Under Rule 702, a district court must ensure that the expert is qualified and that
    the expert’s testimony is both relevant and reliable. Daubert v. Merrell Dow Pharm.,
    Inc., 
    509 U.S. 579
    , 589 (1993). In performing this gatekeeping role, a district court “is
    not intended to serve as a replacement for the adversary system, and consequently, the
    rejection of expert testimony is the exception rather than the rule.”       In re Lipitor
    (Atorvastatin Calcium) Mktg., Sales Practices & Prod. Liab. Litig. (No II), 
    892 F.3d 624
    ,
    631 (4th Cir. 2018) (citation and quotation marks omitted).
    We begin by recognizing that Agent James’s experience appropriately qualified
    him to serve as an expert. Agent James was a twelve-year veteran of the FBI with
    substantial experience in drug and gang investigations (conducting controlled buys,
    15
    interviewing drug dealers and gang members, using gang members as confidential
    sources, listening to thousands of recorded conversations, and so forth).         Without
    objection, the court qualified Agent James as an expert in drug and gang terminology in
    Maryland.
    Having found Agent James qualified, the district court explained that he applied a
    methodology based on his extensive experience to understand the conversations. J.A.
    965G–H. Courts have consistently approved of law enforcement agents like Agent James
    offering expert interpretations of gang and drug communications based on their
    experience. United States v. Galloway, 
    749 F.3d 238
    , 245 (4th Cir. 2014) (accepting
    agents’ “method of applying their extensive experience to analyze the meaning of the
    [drug-related] conversations through context”); see also United States v. Palacios, 
    677 F.3d 234
    , 242 (4th Cir. 2012); United States v. Baptiste, 
    596 F.3d 214
    , 222–23 (4th Cir.
    2010); 
    Wilson, 484 F.3d at 274
    –75. The district court here correctly approved of Agent
    James’s methodology for interpreting gang and drug calls based on his experience.
    The conclusion that Agent James employed a sound methodology is only one step
    in our analysis. We must also decide whether he reliably applied it to the facts in forming
    his expert opinions. Fed. R. Evid. 702(d). As the district court rightly concluded, Agent
    James reliably applied his methodology. See 
    Wilson, 484 F.3d at 274
    (noting the district
    court’s “broad latitude” in determining whether the expert’s methodology is reliable).
    For example, in the first call on March 10, 2014, between Bazemore and Harrington,
    Agent James interpreted the phrase “special light” as “a green light,” which he described
    16
    as an authorization used by gang members to kill another person. J.A. 971. 6 He based
    that interpretation on his experience with other investigations as well as the context of
    this investigation.
    In the same manner, Agent James applied his experience to interpret various other
    coded terms like “Unc,” “rolled out of JI,” “burnt,” and “checking in.” See, e.g., J.A. 977
    (explaining that “JI” is a housing unit in the city jail and that “[g]etting rolled out of JI is
    getting moved out of that section of the city jail”). In doing so, Agent James provided a
    basis for his interpretation, rendering it both susceptible to scrutiny by the district court
    and to being challenged on cross examination by the Defendants.
    Agent James did not always point to a specific experience that informed each
    expert opinion. This is unsurprising. Agent James based his interpretations on years of
    investigatory experience and exposure to thousands of gang and drug conversations. The
    application of this experience to analyze the meaning of certain terms does not lend itself
    to a direct correlation between one experience and one opinion. This is much like how
    foreign-language experts, such as Spanish interpreters, apply their training and
    experience to analyze the meaning of conversations. Those experts do not translate based
    on any one piece of information or learned treatise (like a dictionary) but analyze and
    synthesize an array of information learned over years.
    6
    The Defendants vacillate between conceding that Agent James could interpret
    “special light,” see Reply at 11; J.A. 967, and challenging even this interpretation of
    “special light,” see Reply at 13. Regardless, we find the court properly admitted this
    important testimony.
    17
    Whether one considers Agent James more like a foreign-language interpreter or an
    anthropologist who studies a group by educating himself and conducting fieldwork, see
    United States v. Mejia, 
    545 F.3d 179
    , 190 (2d Cir. 2008) (analogizing a gang expert to an
    anthropologist), his expertise does not derive from any singular piece of information. As
    it would be impossible to ask this expert to lay such a precise foundation for an opinion
    when his expertise was gained over extended, repeated exposure, we cannot say that the
    district court abused its discretion in concluding that Agent James reliably applied his
    methodology.
    2.    Blending Facts and Expert Opinions
    The Defendants also argue that Agent James improperly blended expertise with
    factual testimony. To be sure, while serving as an expert, Agent James did at times
    testify to facts he learned as a participant in the investigation. This dual-role testimony—
    like all testimony—requires a determination of whether “its probative value is
    substantially outweighed” by the risk of unfair prejudice or jury confusion. Fed. R. Evid.
    403. To maintain this Rule 403 balance, district courts must be vigilant to avoid the
    danger of confusing the jury when a case agent testifies as an expert. See 
    Wilson, 484 F.3d at 278
    n.5.
    That is why we have directed district courts to take steps to provide the jury clarity
    about the dual roles. United States v. Baptiste, 
    596 F.3d 214
    , 224 (4th Cir. 2010). As
    examples of safeguards the district court may employ, we have suggested “requiring the
    witness to testify at different times, in each capacity; giving a cautionary instruction to
    the jury regarding the basis of the testimony; allowing for cross-examination by defense
    18
    counsel; establishing a proper foundation for the expertise; or having counsel ground the
    question in either fact or expertise while asking the question.” United States v. Garcia,
    
    752 F.3d 382
    , 392 (4th Cir. 2014). None of the options on this list are necessary or per se
    sufficient. 
    Id. (noting that
    precautions may be insufficient to mitigate the risk of jury
    confusion and prejudice resulting from a given agent’s expert and fact testimony). The
    ultimate question is whether, considering the safeguards used, the testimony’s “probative
    value is substantially outweighed” by the risk of jury confusion or unfair prejudice. Fed.
    R. Evid. 403.
    Before considering the district court’s implemented safeguards, it bears
    mentioning that certain instances of Agent James’s fact testimony were not only
    permissible but indeed necessary to provide context for his interpretations of the
    intercepted calls. An expert’s methodology cannot be applied in a factual vacuum. Thus,
    an expert in code or language must consider the context surrounding the language in
    determining the appropriate interpretation.      See, e.g., 
    Galloway, 749 F.3d at 245
    (approving analysis of the “context” of communications); 
    Wilson, 484 F.3d at 275
    –76
    (approving consideration of the “situation” surrounding a call). As anyone teaching a
    child to read can attest, context often provides invaluable clues to understanding the
    meaning of words. Cf. PEGGY PARISH, AMELIA BEDELIA (1963) (humorous tale of a
    maid who misinterprets various commands; for example, when asked to “draw the
    drapes,” she sketches a picture of them); FRED GWYNNE, THE KING WHO RAINED (1970)
    (illustrations of a bewildered young girl who gets tripped up over homophones; for
    19
    example, “a king who rained for forty years” shown as a king floating in the sky as a rain
    cloud).
    This context includes the date and time of the intercepted call along with the
    sequence of calls: for example, the fact that certain calls occurred on the same day and
    one immediately followed the other. Indeed, given the obvious need for this type of
    context, the Defendants necessarily conceded that Agent James could provide this factual
    context during his expert testimony. 7
    But appropriate factual context is not limited to a call’s date and time. It includes
    other contextual information such as the identity of the callers. And along with date,
    time, and participants, the context of a conversation also includes the surrounding
    circumstances, like whether a participant in the call was incarcerated or whether police
    found a man shot shortly after a call seemingly authorized a shooting.            Far from
    generating confusion for the jury, including this factual context reduced the risk of jury
    confusion by providing a more coherent narrative of the investigation and a proper
    framework for Agent James’s expert opinions.
    7
    While the use of context as part of the expert’s analysis is permissible, an agent
    expert may not rely exclusively on the surrounding events to provide an expert
    interpretation of the call. See 
    Garcia, 752 F.3d at 393
    (criticizing an agent’s testimony
    that “a hundred forty five point” meant 145 grams of heroin apparently based solely on a
    later seizure of 145 grams of heroin; the agent applied no expertise and, in any event, the
    words did not require decoding).
    20
    The Defendants suggest that the factual context surrounding the calls must come
    solely from independent evidence. 8 In other words, the Defendants want to preclude any
    context coming from Agent James’s own factual observations. This novel suggestion—
    that an expert may only consider “independently verified” evidence—can be rejected by
    reading the plain text of Rule 703, which provides that an “expert may base an opinion on
    facts or data in the case that the expert has been made aware of or personally observed.”
    Fed. R. Evid. 703 (emphasis added). 9
    Balancing the need for factual context for Agent James’s opinions and the risk in
    blending expert and factual testimony, the Government and the district court here took
    effective steps to mitigate any jury confusion or unfair prejudice to the Defendants.
    
    Baptiste, 596 F.3d at 224
    . Despite the broad scope of the investigation and charges, the
    Government focused Agent James’s expert testimony on calls related to a single incident:
    8
    Some caller identifications used by Agent James stemmed from evidence
    otherwise admitted at trial (e.g., a co-conspirator identified the phone number or voice),
    but others followed from Agent James’s own knowledge as a percipient witness.
    Similarly, circumstances surrounding the context of a call sometimes came from
    independently admitted evidence and sometimes from his own factual observations.
    9
    The Defendants are also incorrect in contending that in forming his opinions,
    Agent James was limited to relying on admissible evidence. An expert may rely on
    inadmissible evidence, including hearsay. See United States v. Leeson, 
    453 F.3d 631
    ,
    637 (4th Cir. 2006); see also Fed. R. Evid. 703. In particular, we have repeatedly held
    that an agent may rely on testimonial hearsay in forming his expert opinions. 
    Palacios, 677 F.3d at 242
    –43; see also United States v. Johnson, 
    587 F.3d 625
    , 635 (4th Cir. 2009)
    (observing that the Confrontation Clause “forbids the introduction of testimonial hearsay
    as evidence in itself, but it in no way prevents expert witnesses from offering their
    independent judgments merely because those judgments were in some part informed by
    their exposure to otherwise inadmissible evidence”).
    21
    the attempted murder of Hall. The Government also agreed to call Agent James to the
    witness stand twice, first as a percipient witness and later as a qualified expert. By
    limiting the breadth of the expert testimony and separating in time his fact and expert
    testimony, the Government cabined any potential confusion or unfair prejudice. See
    
    Wilson, 484 F.3d at 278
    n.5.
    The district court further limited the scope of Agent James’s expert opinions about
    the calls related to the shooting by admonishing the Government to avoid “stray[ing] into
    offering opinions more broadly about what the plotters and schemers [were] up to,” J.A.
    1004, and sustaining objections when the Government approached that line, see J.A. 972,
    996–97. In doing so, the court limited any unfair prejudice that arose from Agent
    James’s knowledge of the investigation. The court also provided the Defendants an
    opportunity to cross-examine Agent James, which they could have used to probe his
    expert opinions. Yet they declined that opportunity. Finally, the district court provided a
    thorough instruction to the jury on the importance of distinguishing fact testimony from
    expert opinions, insulating it from the risk of confusion. See 
    Baptiste, 596 F.3d at 224
    ;
    United States v. Farmer, 
    543 F.3d 363
    , 370–71 (7th Cir. 2008). In sum, based on the
    circumstances here, the district court properly performed its gatekeeping role and avoided
    having unfair prejudice and jury confusion substantially outweigh the probative value of
    the narrow expert testimony offered. See Fed. R. Evid. 403.
    3.     Confrontation Clause
    Despite the district court’s efforts to avoid juror confusion and unfair prejudice,
    Agent James’s testimony would have been improper if it served simply as a conduit for
    22
    testimonial hearsay. 
    Garcia, 752 F.3d at 394
    –95; 
    Johnson, 587 F.3d at 635
    . A direct
    transmission of testimonial hearsay to the jury—as opposed to reliance on testimonial
    hearsay as part of proper expert opinion—would violate the Confrontation Clause.
    
    Johnson, 587 F.3d at 634
    –36 (discussing Crawford v. Washington, 
    541 U.S. 36
    (2004)).
    To determine whether an expert’s testimony raises a Confrontation Clause issue, we look
    for indicia that the expert is giving an independent judgment and not “merely acting as a
    transmitter for testimonial hearsay.” 
    Id. The Defendants
    claim that Agent James’s expert testimony was improper under
    our decision in Garcia.      In that drug-conspiracy case, the Government’s evidence
    consisted primarily of law enforcement surveillance and recordings of wiretapped calls.
    
    Garcia, 752 F.3d at 385
    –86. To interpret the calls, the Government called an FBI agent
    to opine on the meaning of the conversations, many of which were in Spanish. In doing
    so, the agent admitted to debriefing three co-conspirators during the investigation to
    confirm her understanding of the code.       
    Id. at 394.
       Garcia claimed the agent’s
    interpretations impermissibly transmitted that testimonial hearsay rather than providing
    independent judgment about the meaning of coded terms. Given the apparent reliance on
    co-conspirator debriefings, we found that “it was incumbent upon the Government to
    demonstrate that [the agent] was not merely channeling information and statements by
    non-testifying participants in the conspiracy into the trial record.” 
    Id. After reviewing
    the record, we concluded that it was “devoid of evidence” that the agent used the
    debriefings only to confirm her understandings rather than to serve as the sole basis of
    those opinions. 
    Id. at 395.
    We therefore found error in admitting the testimony.
    23
    But Agent James’s testimony materially differs from that in Garcia. Agent James
    applied his own judgment to interpret the conversations in question; he was not simply
    relaying the conspirators’ interpretations.      Nothing from Agent James’ testimony
    suggests he relied at all on co-conspirator interviews. In contrast, the record reveals that
    his interpretation of the code between Bazemore and Harrington turned on his own
    expertise given that, minutes after the calls on March 10, 2014, he alerted local
    authorities. This timing confirms that Agent James exercised his judgment independent
    of any later debriefings. Not surprisingly, later developments—such as the discovery of a
    wounded Ronald Hall and jailhouse calls about the authorization to shoot Hall—
    confirmed his own interpretations. These are all indicia that the interpretations were not
    regurgitations of inadmissible testimonial hearsay. There were no Confrontation Clause
    problems with Agent James’s testimony.
    4.     Harmless Error
    Even if some of Agent James’s testimony went beyond the plainly permissible,
    that limited testimony would be harmless. See United States v. White, 
    810 F.3d 212
    , 228
    (4th Cir. 2016) (“Ultimately, the question is whether we can say ‘with fair assurance,
    after pondering all that happened without stripping the erroneous action from the whole,
    that the jurors’ judgment was not substantially swayed by the error.’” (quoting Kotteakos
    v. United States, 
    328 U.S. 750
    , 765 (1946)).
    To begin with, Agent James’s expert opinions applied only to calls establishing
    Bazemore’s involvement in the attempted murder of Hall. So any error would not affect
    24
    the convictions of Smith and Hurtt. But even for Bazemore, we find harmless any
    improper opinion testimony from Agent James.
    At times, Agent James’s testimony contained interpretations of conversations
    between gang members without code. For example, Agent James interpreted “[a]nd
    they’re trying to do something to Shorty for something he did” as “[h]e’s saying that [the
    gang] is trying to do something to Mr. Harrington for something Mr. Harrington did.”
    J.A. 989. Agent James also interpreted some ambiguous words, including determining
    that the word “yo” had a few different meanings. 10 In doing so, Agent James purported
    to offer expert interpretations but actually provided explanations based on his knowledge
    of this specific investigation. While lay opinion testimony may be combined with expert
    opinion testimony, doing so generally requires a more substantial foundation to
    distinguish between lay opinion and expert opinion. 11
    10
    Agent James gave several interpretations of the flexible pronoun “yo.” For one
    particular intercepted call, Agent James explained that “the yo” referred to the shooting
    of Hall; “yo told me” referred to Bazemore; “that yo” referred to Hall himself; and
    “holler at yo” referred to Bazemore. See J.A. 981 (“I already talked -- talked to him
    about the yo -- yo told me you not -- that yo not right point blank. He -- he -- he gave you
    all the oaths, okay, so anybody got a problem with it, holler at yo.”). At other times,
    Agent James also interpreted “yo” to refer to shooting Hall. J.A. 1007. These meanings
    are not inherently inconsistent given the elasticity of the indefinite “yo.” Even so, these
    interpretations do appear to assert information learned as the case agent under the guise
    of expert opinion. 
    See supra
    n.7 (distinguishing between the proper use of context to
    inform an expert opinion from the improper use of personal knowledge as the sole basis
    for the opinion); 
    Garcia, 752 F.3d at 393
    . Context may help form the basis for an expert
    opinion, but context must not be mistaken for expertise itself.
    11
    Vigilantly safeguarding against jury confusion and unfair prejudice does not
    require a blanket prohibition against an expert witness also offering lay opinions. See,
    e.g., United States v. Freeman, 
    498 F.3d 893
    , 904 (9th Cir. 2007) (permitting an agent to
    (Continued)
    25
    In any event, we need not determine which portions of this type of testimony were
    in error because we find that they would have been harmless. See 
    Wilson, 484 F.3d at 278
    (finding harmless any error in admitting portions of an agent’s expert testimony
    when the “overwhelming majority” of the “testimony was properly admitted”). This was,
    after all, not a close case.
    The jury heard considerable evidence that Bazemore ordered the attempted murder
    of Hall, leading us to conclude that any oversteps in Agent James’s testimony did not
    substantially sway the jury. That evidence includes (1) the first call on March 10, 2014,
    which Agent James properly interpreted as seeking authorization to kill; (2) the second
    call on March 10, 2014, in which Bazemore instructed Harrington to “[g]o ahead and do
    it,” played at trial without interpretation; (3) the testimony of Detective Bomenka, who
    discussed finding a wounded Hall in Lakeland shortly after Agent James alerted
    Baltimore Police; (4) the testimony of Bazemore’s co-conspirator Gray, who implicated
    Bazemore as having ordered Harrington to shoot Hall; and (5) the jailhouse calls
    offer both expert and lay opinion testimony and stating that “the use of case agents as
    both expert and lay witnesses is not so inherently suspect that it should be categorically
    prohibited”). Indeed, “[t]estimony of this kind may save time and expense, and will not
    necessarily result in juror confusion, provided that the district court engages in vigilant
    gatekeeping.” 
    Id. We have
    yet to address directly how a court should manage an expert offering
    both expert interpretation of coded conversations and lay opinions of ambiguous or vague
    statements. See 
    id. at 902.
    The district court here largely kept out Agent James’s lay
    opinions and we leave for another day the best manner for district courts to safeguard
    against the potential dangers from dual-opinion testimony.
    26
    discussing the authorization. Taken together, this evidence paints a strong evidentiary
    picture that Bazemore authorized Harrington to shoot Hall. 12
    *             *             *
    After a long trial, the jury convicted the Defendants based on voluminous
    evidence of participating in a broad conspiracy that involved widespread drug dealing
    and acts of violence. Throughout, the district court made every effort to afford the
    Defendants a fair trial. The Defendants’ challenges to their convictions do not call into
    question the fairness of the proceeding.
    For the reasons given, the district court’s judgment as to each Defendant is
    AFFIRMED.
    12
    Two additional claims need not detain us long. First, Hurtt argues that a passing
    reference by a Government witness to Hurtt being previously “locked up” required a
    mistrial. This singular stray reference to Hurtt’s prior incarceration did not amount to
    prejudicial testimony requiring a mistrial. See United States v. Hayden, 
    85 F.3d 153
    , 158
    (4th Cir. 1996). Second, Bazemore argues that his sentence was substantively
    unreasonable, but he fails to rebut the presumption that his within-Guidelines sentence
    was reasonable considering the factors set forth in 18 U.S.C. § 3553(a). See United
    States v. Louthian, 
    756 F.3d 295
    , 306 (4th Cir. 2014). We find the district court did not
    abuse its discretion in either denying Hurtt’s requested mistrial or sentencing Bazemore
    to life in prison.
    27