United States v. Beatricz Ramirez ( 2009 )


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  •                               In the
    United States Court of Appeals
    For the Seventh Circuit
    No. 08-3216
    U NITED S TATES OF A MERICA,
    Plaintiff-Appellee,
    v.
    B EATRICZ R AMIREZ,
    Defendant-Appellant.
    Appeal from the United States District Court
    for the Northern District of Illinois, Eastern Division.
    No. 1:06-cr-00809-5—John W. Darrah, Judge.
    A RGUED F EBRUARY 27, 2009—D ECIDED A UGUST 3, 2009
    Before M ANION, R OVNER, and T INDER, Circuit Judges.
    T INDER, Circuit Judge. Beatricz Ramirez was charged
    with one count of wire fraud in violation of 
    18 U.S.C. § 1343
    . Following a jury trial, she was convicted. She
    was sentenced to a term of imprisonment of 18 months
    and ordered to pay restitution. Ramirez appealed her
    conviction, arguing that the district court erred by giving
    the jury an ostrich instruction and by refusing to
    include language stating that mere negligence did not
    2                                              No. 08-3216
    support a finding of knowledge. For the following
    reasons, we affirm.
    I. BACKGROUND
    Luis Uribe was a successful mortgage broker for
    Freedom Mortgage in the Elgin, Illinois area. But his
    legitimate success was not good enough for him. So he
    devised a fraudulent mortgage scheme, using the
    identities of former clients with good credit to obtain
    mortgage financing for persons who could not qualify
    for mortgages and padding his wallet in the process.
    The scheme basically worked like this: A person with
    poor or no credit would find a house he or she wanted to
    buy, and Uribe used the name and identifiers of another
    person in negotiating the purchase contract and applying
    for financing. Sometimes the names and identifiers
    used were those of various individuals, including Jorge
    Itoralde, Griselda Sanchez, and Uribe’s brother, Carlos,
    who agreed to sell their credit histories to non-qualifying
    buyers. On other occasions, Uribe used the names and
    identifiers he had stolen from former clients. Then he
    arranged for someone to use a fake identification card in
    the name of the person whose identity had been stolen to
    pose as the buyer at the closing. After the closing, the
    person with poor or no credit would move into the
    house and try to make the mortgage payments. The
    record does not disclose that the title to the property
    was ever passed to that person.
    Uribe did business with Beatricz Ramirez, a licensed real
    estate agent, over a three-year period beginning in 2003.
    No. 08-3216                                                  3
    Ramirez began working as a realtor for Starck Realty in
    Elgin, Illinois in about October 2003. (She had worked a
    short time as a realtor for another office prior to that.)
    She was trained about a real estate agent’s responsi-
    bilities, including how to fill out contracts. Between
    April and mid-July of 2005, Ramirez acted as the buyer’s
    agent in seven fraudulent transactions that were part
    of Uribe’s scheme.
    The only issue at trial was whether Ramirez
    knowingly participated in the scheme.1 To establish
    knowing participation, the government presented the
    testimony of Uribe; the testimony of Rafael Cruz, another
    participant in the scheme; statements by Ramirez to the
    FBI during its investigation of the fraud; Ramirez’s grand
    jury testimony; and evidence of numerous suspicious
    circumstances surrounding the fraudulent transactions.
    Ramirez testified at trial on her behalf and denied know-
    ingly participating in the scheme.
    Uribe, who was cooperating with the government,
    testified that when he had a client for whom he was
    going to apply for a fraudulent loan and who had not
    yet found a home, he referred him or her to Ramirez.
    1
    She conceded the existence of the fraudulent scheme and
    stipulated that on or about August 31, 2005, a truth-in-lending
    disclosure statement purportedly signed by Maria Moreno, an
    interstate wire communication, was faxed from Illinois to
    First NLC Financial Services LLC in Deerfield Beach, Florida.
    This communication was the basis for the wire-fraud count
    with which she was charged.
    4                                              No. 08-3216
    According to Uribe, both he and the persons referred
    informed Ramirez that these individuals could not
    qualify for financing in their own names. Ramirez
    worked directly with these buyers, showing them
    houses, and thus knew their names. Once the buyer
    found a house he or she wanted to live in, Ramirez
    filled out a form real estate purchase contract. At first,
    Ramirez filled in the buyer’s name, and Uribe would
    return it to her crossed or whited out. Eventually he
    asked her for blank purchase contract forms, indicating to
    her, he claims, that the title companies were complaining
    about the changes in the contracts. Ramirez complied and
    gave him blank contract forms. Then Uribe filled in the
    blanks with the name of the person whose identity he
    had stolen and returned the completed contract to
    Ramirez to provide to the seller or listing agent. The name
    of the person to whom Ramirez showed the house and
    whom she knew would live in the house did not
    appear anywhere on the purchase contract.
    Uribe testified that Ramirez asked him where he was
    getting the identities he used to obtain the fraudulent
    loans, and he told her that he was using the names and
    identities of former clients as the purported buyers. He
    also testified that he told Ramirez that a third person
    with fake identification in the name of the former client
    would attend the closing and sign as the purported buyer.
    Uribe claimed that Ramirez asked him how he was able
    to get so many mortgage applications using one
    person’s identity, and he told her that as long as the
    loans closed within a thirty- to sixty-day period of each
    other, several closings could take place with the same
    No. 08-3216                                              5
    identity—credit reports were not updated in a shorter
    time period. Uribe also testified that he had a few conver-
    sations with Ramirez in which she expressed concern
    over the fraudulent loan transactions. According to
    Uribe, she indicated that she knew what he was doing
    was not right and questioned him whether he knew what
    he was doing.
    Uribe further testified that he instructed Ramirez to
    negotiate a seller’s concession, which required the seller
    to pay a specified amount purportedly toward closing
    costs, in the purchase contracts. He said that he ex-
    plained to her that the concession was necessary to pay
    his commission and to pay the persons who attended
    the closings posing as the purported buyers, including
    Rafael Cruz. According to Uribe, Ramirez said that was
    fine with her. The evidence was that Ramirez did, in
    fact, negotiate seller’s concessions in the purchase
    contracts involved in some of the seven fraudulent trans-
    actions for which she was the buyer’s agent, including a
    house at 1365 Kaskaskia. (And, in fact, Ramirez even
    admitted that she negotiated the seller’s concession on
    the Kaskaskia property.)
    Cooperating witness Rafael Cruz testified that he met
    Uribe in 2004 when Cruz refinanced his home. Cruz
    wanted to buy a new home, so he returned to Uribe. Uribe
    told Cruz that he could not qualify for a loan but
    indicated that he could help Cruz get a loan—at a cost.
    Cruz understood that he would pay someone to sign
    the contracts for him. Uribe referred Cruz to Ramirez to
    find a home. Ramirez showed properties to Cruz and his
    6                                               No. 08-3216
    wife, Juana Angelito, and they decided to buy one at
    286 Chaparral. Uribe applied for a mortgage loan for the
    property in the name of Jorge Itoralde, who had agreed
    to sell his credit history. Itoralde attended the closing
    for 286 Chaparral and signed the contracts in his own
    name. Uribe testified that Ramirez knew that Uribe
    applied for the mortgage using Itoralde’s name because
    Uribe told her so and because she knew that Cruz paid
    Itoralde $5,000 for the use of his name and identity—Cruz
    had complained to her about how much he had to
    pay Itoralde.
    In early 2005 Uribe asked Cruz if he would be able to
    obtain fake IDs, using names and identifiers Uribe would
    provide. Uribe also asked Cruz to attend real estate
    closings posing as the persons whose names would
    appear on the fake IDs and contracts. Cruz agreed to do
    so. Cruz attended at least three closings posing as Luis
    Gonzalez, a former client of Uribe’s whose identity
    Uribe had stolen. Cruz testified at trial that the first
    Gonzalez closing involved a property at 212 Hill, which
    he believed was purchased by two young people. Cruz
    said that Uribe drove him to the closing and on the
    way, they discussed that Ramirez would be there. Uribe
    told Cruz that he would advise Ramirez that Cruz
    was posing as Gonzalez because she already knew Cruz
    from helping him find his home at 286 Chaparral. Uribe
    testified that he did, in fact, tell Ramirez that Cruz would
    be posing as Gonzalez, and she laughed and said some-
    thing like “as long as the documents match and the IDs
    match,” it was fine with her. Cruz testified that Ramirez
    arrived late at the closing on 212 Hill, but was in time
    to see him sign the closing documents.
    No. 08-3216                                               7
    Ramirez, however, testified at trial that she did not
    attend the closing for 212 Hill. She also testified that the
    buyers were Alejandro Cano and his wife, not the “two
    young persons,” as claimed by Cruz. Ramirez stated that
    she prepared the purchase contract for the Canos and
    then sent it to the selling agent for approval. The
    contract was approved. After receiving the signed
    contract from the seller, Ramirez forwarded it to the
    attorney as well as the lender, Uribe. She explained that
    Uribe had referred the Canos to her. She subsequently
    received a letter, dated May 12, 2005, from the Canos’
    lawyer, Salvador Lopez, indicating that there had
    been a change in the buyer and that the buyer was Luis
    Gonzalez.
    The second Gonzalez closing involved a property at
    1238 Surrey. Ramirez showed the home to Alejandro
    Espinoza and another young male. Uribe testified that
    Ramirez attended the closing on 1238 Surrey. Ramirez
    testified that she arrived late at the closing, but ad-
    mitted that she saw Cruz in the room where the closing
    took place. She also testified that after the closing, she
    received a call from Cruz, who said, “I’m Rafael Cruz,
    Luis Gonzalez, or whoever I’m supposed to be.”
    The third Gonzalez closing, which took place in June
    2005, involved a property at 386 Vincent Place. Ramirez
    showed this property to Dennis Davis, an individual she
    had met at a shopping mall while looking for sunglasses.
    At trial Ramirez admitted that she referred Davis to
    Uribe for a loan and discussed with him that if he
    did not qualify for a loan, Uribe could find someone to
    8                                             No. 08-3216
    assist him, what she referred to as a “co-signer.” Ramirez
    explained that she understood a “co-signer” to be someone
    who signed for a property on behalf of the person who
    would live there. She claimed not to know that there was
    anything wrong in telling him that. Ramirez admitted
    that she attended the closing for 386 Vincent Place, but
    again claimed to have arrived late. But she also admitted
    that she saw Cruz at the closing and that she knew, at the
    closing, that Cruz was claiming to be Luis Gonzalez.
    Jose Bahena testified at trial that he had discussed
    purchasing a home with Uribe who told him that he
    could not get a loan in his own name. Uribe also told
    Bahena that Uribe could get him a loan anyway—Uribe
    would get a co-signer. Bahena said that Ramirez
    showed him a house at 1365 Kaskaskia, which he liked, so
    she told him to get together with Uribe to get a loan. The
    contract date on the purchase contract for 1365 Kaskaskia
    was July 14, 2005. Bahena testified that he contacted
    Uribe and eventually attended a closing for the property.
    Bahena said that Uribe and Maria Moreno, his co-signer,
    also attended the closing, but Ramirez did not. Bahena
    testified to his understanding that both he and Moreno
    would sign the closing papers and that he was supposed
    to pay her $1,000 for helping him. However, Bahena
    said that he did not sign any papers at the closing. Uribe
    had told him that he did not qualify and only Moreno
    qualified. After the closing Bahena met Ramirez to
    obtain the keys to the house.
    FBI Special Agent Brian E. Smith testified that during
    the summer of 2006 he was involved in an investigation
    No. 08-3216                                               9
    of mortgage fraud in the Elgin, Illinois area. In the course
    of his investigation he determined that Ramirez was the
    realtor on seven of twenty-one properties he had
    identified as having been obtained with fraudulent mort-
    gages. Smith interviewed Ramirez in June 2006. Ramirez
    told Smith that Luis Uribe was a mortgage broker
    who referred clients to her—in fact, in 2005 the majority
    of Ramirez’s referrals were from Uribe—and she
    referred clients to him. She said that she had done ap-
    proximately 33 properties with Uribe over a two-year
    period and had attended between eight and ten closings
    with him. Ramirez admitted that she found homes
    for persons she knew could not qualify for mort-
    gages—persons referred by Uribe. She also told Smith
    that co-signers purchased the properties and the persons
    living in the homes paid the mortgages. Ramirez advised
    the agent that she earned two and one-half percent com-
    mission on the sales price of the homes on which she
    worked with Uribe.
    Ramirez indicated to Agent Smith that in the
    beginning she filled out the purchase contracts with the
    information she received from Uribe on the persons
    who wanted to buy a property. However, because those
    persons did not qualify, the title company was getting
    frustrated with the changes in the contracts, and Uribe
    therefore asked for blank contracts, which she gave him.
    Ramirez also said that Uribe had told her that credit
    reports were updated every 60 to 90 days or so and that
    multiple properties purchased would not show up within
    that time period. Before interviewing Ramirez, Agent
    Smith had been unable to identify who had obtained the
    10                                             No. 08-3216
    stolen IDs used in the mortgage scheme. Ramirez
    identified Cruz as the person who did that.
    Agent Smith testified that Ramirez told him that she
    attended at least three closings where Cruz signed as
    Gonzalez. Smith inquired about a property at 1238 Surrey
    Road, and Ramirez told him that it was one of the proper-
    ties for which Cruz signed as Gonzalez. Ramirez also
    said that Gonzalez’s address on the contract for 1238
    Surrey was listed as 212 Hill. And Ramirez volunteered
    to Smith that she attended the closing for 212 Hill and
    again saw Cruz sign as Gonzalez. Agent Smith asked
    Ramirez about 1365 Kaskaskia, and she told him that she
    found that property for someone named Bahena. Smith
    told her that the named buyer on the property was Maria
    Moreno, and Ramirez volunteered that if it was Maria
    Moreno, it wasn’t the real Maria Moreno because Uribe
    had other people signing and posing as Maria Moreno.
    Ramirez offered that Cruz’s wife, sister or girlfriend, she
    wasn’t sure which, had signed as Maria Moreno and
    another purported buyer, Olga Trejo.
    Ramirez also told Agent Smith that she had gone to the
    mall to purchase sunglasses and met a person who had
    poor or no credit, but wanted to buy a home. According
    to Smith, Ramirez said that she told the man that she
    had a friend, Luis Uribe, who could find a co-signer to
    buy the property for him at the cost of $1,500. Ramirez
    advised Smith that she found this person a home and
    attended the closing. Agent Smith determined through
    his investigation that the property was 386 Vincent
    Place, with a purchase contract date of April 19, 2005,
    and that the purported buyer was Luis Gonzalez.
    No. 08-3216                                            11
    As mentioned, Ramirez testified before the grand jury.
    The government read the transcript of her grand jury
    testimony at trial. Ramirez’s grand jury testimony
    repeated much of what she had said during Agent
    Smith’s interview. She testified that over the past two
    years she did approximately 33 real-estate sales transac-
    tions with Luis Uribe for which she was the real estate
    agent for the buyers of the properties. She admitted that
    for all of the properties, her buyer was supposed to live
    in the property and pay the mortgage, but another
    person’s name was on the mortgage; that she would
    send Uribe contracts and he would let her know that the
    person did not qualify and he needed another person’s
    name on the contract; that as the realtor it normally was
    her responsibility to write up a contract for the property
    in the name of her buyer; and that Uribe ultimately re-
    quested blank contract forms from her and would fill in
    the information himself. Ramirez further testified that
    she attended at least three closings where Cruz showed
    identification indicating that he was Luis Gonzalez
    and signed the mortgage contract and title of the
    property as Gonzalez. She admitted that she knew Cruz
    wasn’t Gonzalez. She also admitted that on one
    occasion Cruz called her and introduced himself as
    Rafael Cruz and then corrected himself, saying he was
    Luis Gonzalez or whoever he was supposed to be.
    Ramirez further testified that she attended the closing
    for 386 Vincent Place in June 2005 and believed that was
    when she learned that Cruz and Gonzalez were not
    the same person.
    12                                               No. 08-3216
    Before the grand jury Ramirez also testified that she had
    a conversation with Uribe in which she said that Luis
    Gonzalez was buying so many properties so fast, that
    she couldn’t draw up the contracts, and was embar-
    rassed to show the contracts around her office. She said
    that Uribe had told her not to worry, a person could buy
    as many properties as he wants, and credit reports are
    only updated every three months, so the properties
    would not show up. At trial, Ramirez testified that this
    conversation had taken place before any of the Gonzalez
    closings.
    Ramirez also testified at trial that she sold Cruz his house
    at 286 Chaparral and that she knew the house was not
    purchased in Cruz’s name, but was signed for in Jorge
    Itoralde’s name because Cruz could not qualify for a
    mortgage. She claimed that every time Uribe gave her
    another person’s name, she took it as a “co-signer.” Though
    Ramirez readily admitted that she knew who Cruz was
    when she saw him at a Gonzalez closing, she was quick to
    deny that she actually witnessed Cruz sign any closing
    documents. She offered the explanation that she went to
    the closing late. But she conceded that she knew the
    property had been applied for and signed for in Luis
    Gonzalez’s name.
    Ramirez testified that she attended the closing on
    201 North 9th Street. Olga Trejo was the purported
    buyer for that property. Ramirez also testified that she
    attended the closing on 2185 Heather Lane. Co-defendant
    Griselda Sanchez was the purported buyer for that prop-
    erty. Ramirez denied knowing that Moreno was not going
    No. 08-3216                                              13
    to be living in these properties. Ramirez explained that
    she only learned that as a result of the investigation
    into the mortgage fraud.
    At trial Ramirez admitted that some of Uribe’s referrals
    involved purchasing homes in the name of other per-
    sons’ identities and that she sent him blank contracts so he
    could fill in the name of the person who would actually
    sign for the home. She agreed that she had found a home
    for Jose Bahena at 1365 Kaskaskia, drew up a contract,
    dated July 14, 2005, which she sent to Uribe, and that he
    changed it to show Maria Moreno as the buyer. Ramirez
    also admitted that she did these things knowing that
    Bahena, not Moreno, would live in the house. Ramirez
    claimed, however, to believe that Moreno was a co-signer.
    She also claimed that her testimony before the grand jury
    and her statement to Agent Smith during his interview
    that, if 1365 Kaskaskia was purchased in the name of
    Maria Moreno then it wasn’t the real Maria Moreno, was
    based on a conclusion she had drawn from her aware-
    ness about the investigation. She made the same claim
    with respect to her statement to Agent Smith that she
    knew Cruz had a woman who lived with him and attend-
    ing closings, signing as Maria Moreno and Olga Trejo.
    Ramirez denied that Uribe instructed her to negotiate
    a seller’s concession and denied that he told her he
    needed a seller’s concession so he and Cruz could
    get paid. She acknowledged that it was the realtor’s
    responsibility to negotiate any type of seller’s concession,
    however. Ramirez further denied knowing that Uribe
    would take his commission from the seller’s concession,
    even though she admitted she knew the loans were
    14                                             No. 08-3216
    100% financed and that the buyers had no cash on hand.
    And she denied any knowledge of fake IDs. She also
    denied knowingly participating in a scheme to defraud
    and she denied ever intending to defraud anyone.
    Mary Roberts, the manager of the Starck Realty Elgin,
    Illinois, office, testified at trial. Roberts had 31 years’
    experience in real estate and was a licensed agent and
    broker. She testified that she hired Ramirez in late 2003
    and that Starck Realty trains its agents on the importance
    of accuracy in drawing up sales contracts. Roberts
    testified about the usual real estate transaction: the real
    estate buyer’s agent would complete the contract with
    the buyer, have the buyer sign it, and then present it to
    the listing agent who presents it to the seller, and once
    the parties reach an agreement, the contract is signed,
    initialed, dated and provided to the attorneys and lender.
    Roberts testified that in September 2005, while covering
    for Ramirez who was on vacation, she fielded some calls
    from sellers’ agents about Ramirez’s transactions. Roberts
    pulled the files in question and discovered that the same
    lender and same attorney were involved in each transac-
    tion, which alarmed her somewhat. When Ramirez re-
    turned, Roberts spoke with her about her concerns about
    this pattern, asked her if everything was okay, and asked
    her to use a different attorney or lender. Ramirez re-
    sponded that everything was okay—she had asked Uribe
    and he said not to worry, he would take care of her.
    Roberts also testified that in 2004—including the time
    frame of the mortgage scam—Ramirez earned commissions
    of around $16,000 on written contracts of $700,000 and
    No. 08-3216                                                       15
    in 2005 her earned commissions had climbed to $58,550
    on written contracts of approximately $5 million. This
    made Ramirez the top agent in the Starck Realty
    Elgin office that year.
    II. ANALYSIS
    Ramirez contends that the district court erred in
    giving the ostrich (conscious or deliberate avoidance)
    instruction because the government failed to produce
    any evidence that she deliberately avoided learning the
    truth. She asserts that the government misused the
    ostrich instruction in an effort to convince the jury that
    a reasonable person in her position would have
    inquired further and discovered the truth. She also com-
    plains that the instruction did not include language
    stating that mere negligence was insufficient to prove
    knowledge.
    A. Giving the Ostrich Instruction 2
    The district court instructed the jury that to sustain the
    charge of wire fraud, the government must prove, inter
    2
    As the court recently explained, this instruction derives its
    name from the incorrect belief “that ostriches when frightened
    bury their head in the sand.” United States v. Black, 
    530 F.3d 596
    ,
    604 (7th Cir. 2008), cert. granted, 
    129 S. Ct. 2379
     (2009). In truth,
    when an ostrich senses danger and can’t run away, “it flops to
    the ground and remains still, with its head and neck flat on the
    ground in front of it” and merely looks as if it has buried its
    head in the sand. 
    Id.
     (citation omitted).
    16                                             No. 08-3216
    alia, that the defendant “knowingly devised or partici-
    pated in the scheme to defraud, as described in the in-
    dictment.” The court further instructed:
    When the phrase “knowingly” is used in these
    instructions, it means that the defendant realized
    what he or she was doing and was aware of the
    nature of his or her conduct, and did not act
    through ignorance, mistake or accident. Knowl-
    edge may be proved by the defendant’s conduct,
    and by all the facts and circumstances sur-
    rounding the case.
    You may infer knowledge from a combination of
    suspicion and indifference to the truth. If you
    find that a person had a strong suspicion that
    things were not what they seemed or that some-
    one had withheld some important facts, yet shut
    her eyes for fear of what she would learn, you may
    conclude that she acted knowingly, as I have
    used the word.
    This instruction is substantially the same as Instruction
    4.06 of the Federal Criminal Jury Instructions of the
    Seventh Circuit (1999), but more on the similarity later.
    We review the district court’s decision to give the
    ostrich instruction for an abuse of discretion, viewing the
    evidence in the light most favorable to the government.
    United States v. Carani, 
    492 F.3d 867
    , 873 (7th Cir. 2007),
    cert. denied, 
    128 S. Ct. 932
     (2008). Our review is limited,
    seeking to determine whether the ostrich instruction
    correctly stated the applicable law. See United States v.
    Curry, 
    538 F.3d 718
    , 731 (7th Cir. 2008). It is considered
    No. 08-3216                                              17
    within the context of all of the instructions as a whole to
    determine if they adequately and correctly informed
    the jury of the applicable law. 
    Id.
    The “ostrich” instruction “explain[s] to the jury that the
    legal definition of ‘knowledge’ includes the deliberate
    avoidance of knowledge.” United States v. Carrillo, 
    269 F.3d 761
    , 769 (7th Cir. 2001); see also United States v.
    Severson, No. 08-1508, 
    2009 WL 1751545
    , at *5 (7th Cir.
    June 23, 2009) (stating that the ostrich instruction
    “explains to the jury that guilty knowledge also includes
    the deliberate avoidance of knowledge”); Black, 
    530 F.3d at 604
     (“An ostrich instruction tells the jury that to
    suspect that you are committing a crime and then take
    steps to avoid confirming the suspicion is the equivalent
    of intending to commit the crime.”). This instruction is
    appropriate when the defendant claims a lack of guilty
    knowledge, and the government has presented evidence
    sufficient for a jury to infer that the defendant deliber-
    ately avoided the truth. Severson, 
    2009 WL 1751545
    , at *5;
    Carani, 
    492 F.3d at 873
    . The focus of the instruction is
    on the defendant, not a reasonable person. United States
    v. Carrillo, 
    435 F.3d 767
    , 782 (7th Cir. 2006).
    Evidence of deliberate avoidance can be placed in
    two general categories. The first is physical avoidance,
    which is where the defendant physically acts to avoid
    confirming her suspicions. Black, 
    530 F.3d at 604
    ; Carrillo,
    
    435 F.3d at 780
    . Sticking one’s head under the hood of a
    vehicle during a drug deal is an example. See United States
    v. Diaz, 
    864 F.2d 544
    , 551 (7th Cir. 1988). The second
    category of deliberate avoidance is psychological avoid-
    ance, which is “a mental act—’a cutting off of one’s normal
    18                                                 No. 08-3216
    curiosity by an effort of will.’ ” Carrillo, 
    435 F.3d at 780
    (quoting United States v. Giovannetti, 
    919 F.3d 1223
    , 1229
    (7th Cir. 1990)). An example comes from United States
    v. Leahy, 
    464 F.3d 773
     (7th Cir. 2006), cert. denied, 
    128 S. Ct. 46
     (2007), where the defendant insurance broker was
    exposed to numerous and obvious red flags throughout
    a business relationship, was aware of problems with an
    audit, yet asked no questions and, when confronted
    with an allegation of insurance fraud, did not disagree.
    Id. at 794-96. Psychological avoidance, which supports an
    ostrich instruction, is to be distinguished from a defen-
    dant’s simple lack of mental effort, lack of curiosity, or
    ordinary ignorance, which does not. Black, 
    530 F.3d at 604
    ; Carrillo, 
    435 F.3d at 780
    . “The circumstances sur-
    rounding the defendant may be sufficient to infer that,
    given what the defendant knew, [s]he must have forced
    [her] suspicions aside and deliberately avoided con-
    firming for [herself] that [s]he was engaged in criminal
    activity.” Carani, 
    492 F.3d at
    873 (citing Carrillo, 
    435 F.3d at 781
    ). The focus is on what the defendant knew and
    whether that knowledge raises a reasonable inference
    that she remained deliberately ignorant of facts constitut-
    ing criminal knowledge. Carrillo, 
    435 F.3d at 781
    . This
    case principally implicates the psychological branch of
    knowledge avoidance.
    The ostrich instruction must be given cautiously so as
    not to allow a jury to convict a defendant for mere negli-
    gence, effectively eliminating the knowledge require-
    ment. 
    Id.
     This concern may be addressed by carefully
    considering whether the evidence supports an inference
    of deliberate avoidance. See 
    id. at 782-84
    .
    No. 08-3216                                             19
    The government points to the following evidence in
    support of the ostrich instruction:
    ! Ramirez knew that virtually all her business
    came from Uribe, not from former customers
    or referrals;
    ! she knew that the persons referred by Uribe
    could not qualify for mortgages, yet sought
    100% financing on the purchase price of the
    homes they wanted to buy;
    ! from April through mid-July 2005, Ramirez
    assisted seven bad-credit clients referred by
    Uribe in finding homes;
    ! she filled out the purchase contracts and then
    Uribe crossed out or whited out the buyers’
    names;
    ! Uribe told Ramirez that the changes in the
    contracts upset the title company, so she
    started sending him blank contract forms;
    ! in the seven transactions Ramirez received
    finalized contracts that listed the buyer as
    someone other than the person(s) to whom she
    had shown the house and who she knew
    would live in the house;
    ! Ramirez knew that Luis Gonzalez appeared as
    the purported buyer in three purchase transac-
    tions during a six-week period from mid-April
    through May 2005;
    ! she was aware that the properties would not be
    occupied by someone named Luis Gonzalez;
    20                                              No. 08-3216
    ! she had never met anyone named Luis Gonza-
    lez and did not know whether he was a real
    person;
    ! Ramirez attended three closings where Luis
    Gonzalez was named the buyer on the con-
    tracts;
    ! at those closings she witnessed Rafael Cruz
    sign the contracts in Gonzalez’s name;
    ! Ramirez previously had sold Cruz a property,
    so she knew his name was not Gonzalez;
    ! she knew Cruz would not live in those homes;
    ! Ramirez admitted that by the third transaction
    she knew that Cruz was pretending to be
    someone he was not;
    ! nonetheless, she continued to associate with
    and participate in real estate transactions
    involving Uribe and Cruz;
    ! Ramirez asked Uribe how he was able to get so
    many mortgage applications using one per-
    son’s identity, and he explained that as long as
    they closed the loans within thirty or sixty
    days, the credit reporting companies would
    not pick it up;
    ! Ramirez knew that Maria Moreno appeared as
    the purported buyer of two properties in
    purchase transactions dated three weeks
    apart in June and July 2005;
    No. 08-3216                                                21
    ! Ramirez knew that Maria Moreno would not
    occupy these properties and she had never
    met anyone named Maria Moreno;
    ! Ramirez attended one closing for which Maria
    Moreno was the purported buyer and was
    present when Cruz’s wife Juana Angelito
    signed the contract as Moreno;
    ! Ramirez knew Angelito and knew that she
    would not take possession of the property; and
    ! Ramirez’s commissions quickly skyrocketed
    and she outpaced all of the other agents in
    her office based almost exclusively on trans-
    actions involving clients with bad credit who
    could not qualify for mortgages.
    All of these circumstances suggest that Ramirez con-
    sciously turned a blind eye to the true nature of these
    transactions.
    Yet there is even more evidence to support the
    district court’s decision to give the ostrich instruction:
    ! in late 2004, Ramirez showed properties to
    Cruz and his wife, Angelito; when they found
    a home at 286 Chaparral, she asked him
    whose name the property would be in; and
    he said that it would not be in his or his wife’s
    name and she should contact Uribe who
    would have that information;
    ! Uribe told Ramirez that he applied for the
    mortgage for 286 Chaparral using the identity
    22                                               No. 08-3216
    of Jorge Itoralde, and Cruz complained to her
    about how much he had to pay Itoralde to
    use his identity;
    ! Ramirez had received training on the impor-
    tance of accuracy in drawing up sales con-
    tracts;
    ! she was aware that her boss Mary Roberts,
    who had greater experience and training,
    questioned the transactions with Uribe
    because they involved the same lender and
    same attorney;
    ! Ramirez claimed at trial that she believed the
    persons who signed as the buyers were “co-
    signers,” yet none of the seven contracts identi-
    fies a “co-signer” and none contains the
    name of her buyer;
    ! she testified before the grand jury that she told
    Uribe that Gonzalez was buying properties so
    fast, she was embarrassed to show the con-
    tracts around her office;
    ! she also testified before the grand jury that the
    woman who lived with Cruz showed up at
    closings pretending to be someone else; and
    ! Ramirez’s practices in filling out purchase
    contracts for transactions involving Uribe
    diverged from the typical process described
    by Roberts: Typically, the agent completes the
    purchase contract with the buyer, provides
    it to the seller or seller’s agent and, only after
    No. 08-3216                                               23
    the seller has approved the contract, forwards
    it to the lender. Ramirez, by contrast, provided
    partially completed or blank purchase con-
    tracts to Uribe who changed or filled in the
    buyer information and then returned the
    forms to Ramirez, apparently before she pro-
    vided the forms to the seller’s agent.
    In deciding whether the evidence supports the ostrich
    instruction, we should consider all of these circumstances
    together because each of them was known to Ramirez.
    See United States v. Conner, 
    537 F.3d 480
    , 487 (5th Cir.
    2008) (“Alone, each might not have justified a deliberate
    ignorance instruction, but when taken together they
    present facts that justify the instruction.”).
    Ramirez argues that the government presented evidence
    that she had direct knowledge of the scheme to
    defraud, but not a single piece of evidence of deliberate
    avoidance. However, evidence need not “be placed in
    either an actual knowledge category or a deliberate avoid-
    ance category.” Carrillo, 
    435 F.3d at 784
    . The govern-
    ment may present evidence that supports both theories.
    
    Id.
     Much of the evidence described above supports both
    theories. Take, for example, Ramirez’s own testimony
    that she saw Cruz in the room at the second Gonzalez
    closing and afterwards he called her, saying words to
    the effect of “I’m Cruz, or Luis Gonzalez, or whoever
    I’m supposed to be.” This could support a finding that
    at that point in time Ramirez knowingly participated in
    the fraud. It also could support an inference of deliberate
    avoidance: If Ramirez was unaware of the fraudulent
    24                                             No. 08-3216
    scheme at that time, Cruz’s presence at a closing that
    he seemingly had no reason to attend should have
    raised her suspicions. But she didn’t question his pres-
    ence. Ramirez’s testimony about the third Gonzalez
    transaction presents another illustration of the dual
    nature of the information she possessed. She admitted
    that as of that point, she knew Cruz was posing as and
    signing for Gonzalez. This could support a finding that
    Ramirez knew she was participating in the scheme to
    defraud. It also could support a reasonable inference
    that Ramirez deliberately avoided discovering whether
    the person who signed for Maria Moreno at the two
    subsequent Moreno closings was in fact Maria Moreno.
    “A person’s knowledge of his or her cohorts’ involve-
    ment with illegal or suspicious activities is a fact we
    have consistently found significant in giving an ostrich
    instruction.” Carrillo, 
    435 F.3d at 783
    .
    Similar circumstances were presented in United States
    v. Nguyen, 
    493 F.3d 613
     (5th Cir. 2007), where the court
    held that the ostrich instruction was warranted. The
    defendants, the Nguyen brothers, were involved in a
    mortgage scheme that used inflated appraisals, false
    documentation, and “straw borrowers” to obtain home
    financing loans. The Nguyens worked at a title company
    and acted as the notary, escrow, and closing agents
    for several real estate transactions which were part of the
    scheme. They completed and submitted forms to loan
    companies regarding bogus sales; they notarized straw
    borrowers’ false affidavits stating their intent to occupy
    the homes; and they put cashier’s check numbers on
    No. 08-3216                                              25
    forms showing a down payment was received, though
    they never saw the actual check or inquired about the
    check. 
    Id. at 617
    . The Nguyens repeated these practices
    many times within a short time frame, and they often
    used the same straw borrowers. 
    Id. at 618
    . The court
    concluded that the government had presented evidence
    sufficient to raise an inference of subjective knowledge.
    
    Id. at 620
    . The court said that participation in a single
    suspicious transaction might be insufficient to support
    the ostrich instruction, 
    id. at 620
    , but explained that
    “[t]he sheer intensity and repetition in the pattern of
    suspicious activity coupled with the [defendants’] con-
    sistent failure to conduct further inquiry” did, 
    id. at 622
    .
    And so it was with Ramirez, who faced a similarly
    intense and repetitious pattern of highly suspicious
    activity. She knew that the clients Uribe referred to her
    could not qualify for mortgages yet sought 100%
    financing on the purchase price of the homes they
    wanted to buy. She provided Uribe with incomplete or
    blank purchase contracts. Every finalized contract she
    received from Uribe listed as the buyer someone other
    than the person with whom she had worked. Her buy-
    ers’ names were nowhere to be found on the
    purchase contracts. Furthermore, Luis Gonzalez was the
    purported buyer for three purchases in a six-week period,
    and Maria Moreno was the purported buyer in two
    purchases in less than three weeks. Cruz even told her
    that he was taking on the Gonzalez persona, as needed.
    Ramirez knew that the persons who would occupy the
    homes were not on the contracts.
    26                                              No. 08-3216
    And there is even more: viewing the evidence in the
    light most favorable to the government, as we must,
    Ramirez attended three closings where she witnessed
    Rafael Cruz, whom she knew was not Gonzalez, sign
    the contracts as Luis Gonzalez, the purported buyer.
    Even accepting Ramirez’s version of the facts, she
    attended two closings where she saw Cruz even though
    he had no legitimate reason to be there. She knew that
    Cruz was not the person to whom she had shown the
    houses and that he would not live in the houses. Ramirez
    even admitted that she attended the third Gonzalez
    closing at which time she understood Cruz was claiming
    to be Gonzalez! Yet she was quick to say that she never
    saw Cruz sign anything, which by itself could rea-
    sonably be understood as an effort to hide her head in
    the sand. The evidence thus reveals “a paradigm case”
    for giving an ostrich instruction: Ramirez acknowledges
    her association with Uribe and his cohorts, “but, despite
    circumstantial evidence to the contrary, denies knowl-
    edge of the group’s illegal activity.” United States v. Paiz,
    
    905 F.2d 1014
    , 1022 (7th Cir. 1990), abrogated on other
    grounds by Gozlon-Peretz v. United States, 
    498 U.S. 395
    (1991); Diaz, 
    864 F.2d at 550
    .
    Yet Ramirez failed to ask questions—other than the one
    to Uribe about how he was able to use a name so many
    times—or take any other action. Uribe’s response to
    her that credit reporting companies wouldn’t pick it up
    if they acted quickly enough itself should have
    prompted further questions. But even if that by itself
    didn’t heighten Ramirez’s suspicions, when considered
    together with the other events as they unfolded—Ramirez
    questioned Uribe about this before any of the Gonzalez
    No. 08-3216                                               27
    closings—such a response would have made her
    strongly suspicious that things were not as they seemed
    to be. And the fact that Ramirez accepted Uribe’s ex-
    planation that everything was fine, without question,
    further supports an inference that she deliberately hid
    her head in the sand to avoid learning the truth. See
    United States v. Newell, 
    315 F.3d 510
    , 528-29 (5th Cir.
    2002) (holding ostrich instruction appropriate where
    principal in advertising agency accepted client’s rep-
    resentations that charges were for legitimate marketing
    expenses without any proof that marketing-related ex-
    penses were incurred, hesitated in seeking legal advice,
    and persisted in questionable practices even after a co-
    worker had questioned her about them).
    We acknowledge that distinguishing between delib-
    erate avoidance and simple lack of mental effort, lack of
    curiosity, ordinary ignorance, or mere negligence often
    involves “close calls.” See United States v. McClellan, 
    165 F.3d 535
    , 549 (7th Cir. 1999). But in cases such as this,
    we should defer to the district court’s exercise of discre-
    tion to give the ostrich instruction. 
    Id.
     And this is so even
    in cases in which there is evidence of direct, or actual,
    knowledge. See Carrillo, 
    435 F.3d at 783-84
     (finding no
    abuse of discretion in giving ostrich instruction where
    some evidence established direct knowledge and some
    evidence raised an inference of deliberate ignorance).
    Accordingly, we conclude the district court did not
    abuse its discretion by giving the ostrich instruction to
    the jury.
    28                                             No. 08-3216
    B. Refusing to Include Negligence Language
    Ramirez argues that the district court compounded its
    error in giving the ostrich instruction by failing to
    instruct the jury that mere negligence in discovering the
    truth was not sufficient to infer knowledge. Along those
    lines, she contends that the government suggested that
    the jury could find deliberate avoidance because a rea-
    sonable person in her position would have inquired
    further and discovered the truth.
    We have cautioned that “a jury must not be invited to
    infer that a particular defendant deliberately avoided
    knowledge on the basis of evidence that only supports
    the inference that a reasonable person in the situation
    would have deliberately avoided knowledge.” Carrillo,
    
    435 F.3d at 782
    . In arguing that the government invited the
    jury to do that here, Ramirez first points to a single sen-
    tence in the government’s closing argument: “Remember,
    there are so many red flags in each of these transactions
    that there’s a high risk that an honest real estate broker,
    one who isn’t intent on defrauding, will catch onto the
    scam, will turn Uribe in.” We are not persuaded that
    this sentence has the effect that Ramirez attributes to it.
    There is little risk that this single line from the govern-
    ment’s closing argument led the jury to find that Ramirez
    deliberately avoided knowledge because a reasonable
    broker would have inquired further and discovered the
    fraud. The context of this sentence seems to dispel any
    notion of juror confusion. The government was ex-
    plaining why Uribe needed to enlist a real estate agent
    who was in on the fraudulent scheme—someone he
    could trust would not turn him in to authorities.
    No. 08-3216                                             29
    Furthermore, the government repeatedly stated in its
    closing argument that it had to prove that Ramirez acted
    knowingly or with knowledge. The Assistant U.S.
    Attorney accurately quoted the jury instruction on the
    elements of wire fraud that the jury was to receive im-
    mediately following the arguments, including “that the
    defendant knowingly devised or participated in the
    scheme to defraud, as described in the indictment” and
    “did so knowingly and with the intent to defraud.” She
    added that “this case boils down to a single issue: Did
    Beatriz Ramirez knowingly participate in a scheme to
    fraudulently obtain mortgages?” The prosecutor
    reiterated that “the government must prove that the
    defendant knowingly participated . . . in a scheme to
    defraud.” Moreover, government counsel accurately
    explained that “knowingly” as used in the instructions
    the court was to give to the jury meant “that the
    defendant realized what he or she was doing, was aware
    of the nature of his or her conduct, [and] did not act
    through ignorance, mistake or accident.” The government’s
    closing argument did not suggest that the jury could
    convict Ramirez because of her failure to do what a
    reasonable person in her situation would have done. Nor
    did the government’s closing suggest that a guilty
    finding could be based on mere negligence.
    Ramirez also argues that the government used Roberts’
    testimony to suggest that a reasonable broker would
    have seen the red flags in the transactions involving Uribe
    and inquired further. The government responds that it
    pointed to Roberts’ testimony as evidence that Ramirez,
    who knew much more about the suspicious circum-
    30                                               No. 08-3216
    stances than Roberts did, actually knew of the fraud, not
    that Ramirez should have known about it. We have
    found that an ostrich instruction was appropriately
    given under similar circumstances. See United States v.
    Leahy, 
    464 F.3d 773
    , 796-97 (7th Cir. 2006) (contrasting
    defendant’s claimed ignorance despite years of involve-
    ment with suspicious workers compensation insurance
    accounts with the reaction of a coworker, who immedi-
    ately realized that the accounts were based on inac-
    curate employee job classifications), cert. denied, 
    128 S. Ct. 46
     (2007). Roberts was somewhat alarmed after fielding
    a few phone calls for Ramirez while she was on vacation
    and briefly reviewing her files. Though Ramirez did
    not have the same level of experience as Roberts,
    Ramirez was deeply involved with the suspicious files
    and related transactions. They were her ticket to success.
    As for the district court’s refusal to instruct the jury
    that mere negligence in not discovering the truth could
    not be equated with knowledge, Ramirez contends that
    such language was supported by the evidence that she
    was a relatively new and inexperienced real estate agent
    and that she was trusting.3 A variation provided by the
    Seventh Circuit pattern ostrich instruction indicates that
    “mere negligence” language should be included when
    3
    In her brief Ramirez asserts that Roberts opined that she
    was trusting and naive. Actually, Ramirez’s attorney said
    during a sidebar that Roberts would testify that Ramirez
    was naive and trusting. Roberts testified, however, that
    Ramirez was trusting and caring. We also note that Ramirez
    did not argue a negligence theory to the jury; her theory of
    defense was simply that she lacked guilty knowledge.
    No. 08-3216                                               31
    appropriate in a given case. Federal Criminal Jury Instruc-
    tions of the Seventh Circuit 4.06 (1999) (“You may not
    conclude that the defendant had knowledge if he/she
    was merely negligent in not discovering the truth.”).
    The district court’s ostrich instruction did not include
    such language.
    It seems unlikely that the jury could have found
    Ramirez guilty based on mere negligence, given the
    instructions as a whole made it clear that the govern-
    ment had to prove that she knowingly participated in
    the fraudulent scheme. See Carrillo, 
    269 F.3d at 770
     (con-
    cluding it unlikely that the jury convicted the defendants
    based only on negligence given the instructions that “[a]
    defendant’s presence at the scene of a crime and knowl-
    edge that a crime is being committed is not alone
    sufficient to establish the defendant’s guilt” and “[a]
    defendant’s association with conspirators . . . is not suffi-
    cient to prove his participation or membership in a con-
    spiracy”); Paiz, 
    905 F.2d at 1022-23
     (concluding ostrich
    instruction’s effect was neutralized by other instructions
    including a “mere presence” instruction which “negate[d]
    any chance that the jury would convict . . . on any finding
    other than” knowing participation in the conspiracy).
    And, we add that we disagree that there was any
    evidence that Ramirez was merely negligent. She either
    knew or she actively and deliberately avoided learning
    the truth. Moreover, the government did not argue that
    Ramirez was guilty because she was negligent, or other-
    wise failed to do what a reasonable real estate agent
    would have done.
    32                                              No. 08-3216
    And other instructions cannot be disregarded. As
    noted, we consider not only the ostrich instruction but
    all of the instructions as a whole to determine if they
    adequately and correctly informed the jury of the ap-
    plicable law. See, e.g., United States v. DiSantis, 
    565 F.3d 354
    , 359 (7th Cir. 2009); United States v. Curry, 
    538 F.3d 718
    , 731 (7th Cir. 2008). The district court gave several
    other instructions regarding knowledge and intent:
    A scheme is a plan or course of action formed
    with the intent to accomplish some purpose. . . .
    A scheme to defraud is a scheme that is intended
    to deceive or cheat another and to obtain money
    or property or cause the loss of money or property
    to another.
    The phrase “intent to defraud” means that the
    acts charged were done knowingly, with the
    intent to deceive or cheat the victim in order to
    cause gain of money or property to the defendant
    or loss of money or property to another.
    The court further instructed that:
    Any person who knowingly aids, counsels,
    commands, or induces or procures the com-
    mission of an offense may be found guilty of that
    offense. A person must knowingly associate with
    the criminal activity, participate in the activity
    and try to make it succeed.
    If the defendant knowingly causes the acts of
    another, the defendant is responsible for those
    acts as though she personally committed them.
    No. 08-3216                                                 33
    ...
    If a defendant performs acts that advance a
    criminal activity, but had no knowledge that a
    crime was being committed or was about to be
    committed, those acts alone are not sufficient to
    establish the defendant’s guilt.
    This last instruction is analogous to the “mere presence”
    instruction discussed in Carrillo, 
    269 F.3d at 770
    , and Paiz,
    
    905 F.2d at 1022-23
    . These instructions advised the jury
    that it had to find that Ramirez acted knowingly in order
    to be guilty. When we look to the instructions as a
    whole, we conclude that the jury was appropriately
    instructed that it could not convict absent a finding that
    Ramirez acted “knowingly.” The absence of the “mere
    negligence” variation of the ostrich instruction does
    not seem to us to have been an error in this case.
    C. Harmless Error
    As a backup position, the government also argues that
    even if the ostrich instruction was improperly given or
    worded, the error was harmless given the extensive
    evidence of Ramirez’s direct knowledge, including her
    own repeated incriminating statements. We agree.4
    4
    Ramirez contends, without any analysis or citation to perti-
    nent authority, that the district court’s giving of the ostrich
    instruction denied her due process. Such an argument is
    considered waived. United States v. Tockes, 
    530 F.3d 628
    , 633
    (7th Cir. 2008).
    34                                              No. 08-3216
    Even if the district court erred in giving the ostrich
    instruction or in declining to include language advising
    the jury that mere negligence was insufficient for a
    guilty finding, Ramirez’s conviction should be upheld if
    the error was harmless. See Pope v. Illinois, 
    481 U.S. 497
    ,
    501-03 (1987); Black, 
    530 F.3d at 602
    . An error is harmless
    “if the evidence is so strong that a jury would have
    reached the same verdict absent the erroneous instruc-
    tion . . . .” United States v. Ramsey, 
    406 F.3d 426
    , 432 (7th
    Cir. 2005). The easiest case for harmless error in giving
    an ostrich instruction is where the defendant’s own
    testimony establishes his or her knowledge of the crim-
    inal activity. See United States v. Nobles, 
    69 F.3d 172
    , 187
    (7th Cir. 1995) (reasoning that the ostrich instruction
    was unlikely to affect the jury’s consideration of the
    defendant’s own words indicating knowledge of drug
    possession); United States v. Josefik, 
    753 F.2d 585
    , 589 (7th
    Cir. 1985) (concluding the ostrich instruction was “com-
    pletely harmless as to [one defendant], for there was
    direct evidence that he himself described the scotch
    as stolen”).
    Here, we have Ramirez’s own testimony at trial which
    supports a finding that she knew, at the very least, by the
    third Gonzalez closing that Cruz was showing up at
    closings for which he was not the buyer, or, for that
    matter, the seller, was using a false name and false
    identity, and was posing as someone he was not. This is
    obviously false, deceptive, and illegal. Despite knowing
    that Cruz and Uribe were involved in these fraudulent
    activities, Ramirez’s association with and participation
    No. 08-3216                                                35
    in the scheme continued. Ramirez’s knowledge that
    Uribe, Cruz, and others were involved in fraud-
    ulent loan transactions, along with her knowledge of the
    numerous suspicious circumstances that surrounded
    those and other transactions gave her sufficient knowl-
    edge to permit a jury to infer that she remained deliber-
    ately ignorant of facts constituting criminal knowledge.
    In arguing that the errors in the giving of the ostrich
    instruction were not harmless, Ramirez relies on the
    fact that Uribe did not mention her in his sworn state-
    ment prepared by the government, reviewed by Uribe
    and his attorney, and presented under oath to the grand
    jury regarding the scheme. Uribe testified, however, that
    he had told the government about Ramirez before he
    testified to the grand jury. He also testified that his state-
    ment to the grand jury did not contain every detail that
    he knew about the fraud. Ramirez responds that she was
    “hardly a mere detail.” While this seems to be an accurate
    characterization of her role, Uribe’s omission of any
    mention of Ramirez in his statement to the grand jury
    cannot be considered in isolation. We consider all of the
    evidence, and we find plenty of evidence of Ramirez’s
    actual knowledge, including her own testimony on the
    stand that, even if she was in the dark in the beginning, by
    the third Gonzalez closing, at the latest, she knew of the
    criminal activity. We might add that the third Gonzalez
    closing, which Ramirez testified occurred in June 2005,
    occurred prior to the August 31, 2005 wire transfer,
    which served as the basis for Count 3—the count on
    which Ramirez was convicted.
    36                                             No. 08-3216
    Ramirez also focuses on Uribe’s testimony that “it
    was my understanding, or my thought, that Ms. Ramirez
    may have—or did know about the scheme.” She argues
    that, given the government’s view that Uribe was the
    “head of the scheme” and she was only a helper, Uribe’s
    testimony shows a “shocking lack of certitude.” But
    Ramirez overlooks Uribe’s testimony in response to
    the next two questions following this testimony:
    Q: Did you tell the government whether the
    defendant knew of any other co-schemers or
    participants in this fraud?
    A. At that time I believe I did, yes, ma’am.
    Q. And what did you say?
    A. I did at that time mention the fact that Ms.
    Ramirez had known and had met Mr. Rafael
    Cruz, who eventually posed as Luis Gonzalez
    for some of these properties.
    It seems that rather than being unsure about whether
    Ramirez knew about the scheme, Uribe’s word choices
    reflect discomfort in testifying. And, in the end, it
    doesn’t really matter given the plentiful evidence that
    Ramirez knew about and knowingly participated in the
    fraudulent scheme. This was not a close case.
    III. CONCLUSION
    For the foregoing reasons, we A FFIRM Ramirez’s con-
    viction and the district court’s judgment.
    8-3-09