AIC 300 MAIN EXAM COMPLETE
QUESTIONS||KEY TEST
QUESTIONS with 100% Correct
Detailed Answers||A+
GRADED!!!Brand New
VersionUpdated ||
1) Cross Industry Standard Process for Data Mining (CRISP DM) - ANSWER An accepted
standard for the steps in any data mining process used to provide business solutions
2) Data mining - ANSWER The analysis of large amounts of data to find new relationships
and patterns that will assist in developing business solutions
3) Data science - ANSWER An interdisciplinary field involving the design and use of
techniques to process very large amounts of data from a variety of sources and to
provide knowledge based on the data
4) Direct loss - ANSWER A reduction in the value of property that results directly and
often immediately from damage to that property
5) Discovery - ANSWER A pretrial exchange of all relevant information between the
plaintiff and defendant
6) Domain knowledge - ANSWER Information related to the context of the information a
data scientist is working with
7) Ethics - ANSWER The study of what constitutes good and bad behavior, dealing with
moral duty and obligation
8) Expert System method - ANSWER A method of setting reserves with a software
application that estimates losses and loss adjustment expenses
9) Federal Rules of Civil Procedure - ANSWER A set of rules established to ensure that
civil actions and procedures move through the United States district courts as quickly as
possible
10) First notice of loss (FNOL) - ANSWER The initial report notifying the insurer of a claim
11) Formula method - ANSWER A method of setting claims reserves be using a
mathematical formula
12) General damages - ANSWER A monetary award to compensate a victim for losses,
such as pain and suffering, that do not involve specific, measurable expenses
13) Hard fraud - ANSWER Actions that are undertaken deliberately to defraud
14) Holdout data - ANSWER In the model training process, existing data with a known
target variable that is not used as part of the training data
15) Indemnify - ANSWER To restore a party who has sustained a loss to the same financial
position that party held before the loss occurred
16) Indirect loss - ANSWER A loss that arises as a result of damage to property, other than
the direct loss to the property
17) Individual case method - ANSWER A method of setting reserves based on the claim's
circumstances and the claims representative's experience in handling similar claims
18) Information gain - ANSWER A measure of the predictive power of one or more
attributes
19) Insurable interest - ANSWER An interest in the subject of an insurance policy that is
not unduly remote and that would cause the interested party to suffer financial loss if
an insured event occurred
20) Insurance fraud - ANSWER Any deliberate deception committed against an insurer or
an insurance producer for the purpose of unwarranted financial gain
21) Internet of Things (IoT) - ANSWER A network of objects that transmit data to each
other and to central hubs through the internet
22) Leaf node - ANSWER A terminal node of a classification tree that is used to classify an
instance based on its attributes
23) Lift - ANSWER In model performance evaluation, the percentage of positive
predictions made by the model divided by the percentage of positive predictions that
would be made in the absence of the model
24) Loss adjustment expense (LAE) - ANSWER The expense that an insurer incurs to
investigate, defend, and settle claims according to the terms specified in the insurance
policy
25) Loss ratio - ANSWER A ratio that measures losses and loss adjustment expenses
against earned premiums and that reflects the percentage of premiums being consumed
by losses
26) Machine learning - ANSWER Artificial intelligence in which computers continually
teach themselves to make better decisions based on previous results and new data
27) Material fact - ANSWER A fact that is significant to a decision or matter at hand
28) Misrepresentation - ANSWER A false statement of a material fact on which a party
relies
29) Motion to dismiss - ANSWER A request that a court terminate an action because of
settlement, voluntary withdrawal, or procedural defect
30) Motion in limine - ANSWER A pretrial request that certain evidence be excluded from
the trial
31) Motion for summary judgment - ANSWER A pretrial request asking the court to enter
a judgement when no material facts are in dispute and the moving party is entitled to
judgment as a matter of law
32) In liability claims, the claims rep will require an authorization from the injured party to -
ANSWER Obtain medical records
33) In her investigations into fraudulent claims, Laura uses information about the driver's
history and driving habits to determine factors such as speed, acceleration, and location.
Laura is using - ANSWER Telematics.
34) As a part of the first contact with an insured on a property damage claim, a claims
representative may provide a blank - ANSWER First notice of loss form
35) The NAIC model act specifies that its provisions regarding bad-faith claims are to be
enforced by - ANSWER State insurance departments
36) Which one of the following statements regarding subrogation is most accurate? -
ANSWER Most policies require the insured to cooperate with the insurer in recovering
payment through subrogation, to include testifying or appearing in court.
37) If the decision on a claim settlement is negative, as in a denial, good-faith claims
handling requires the claims rep to - ANSWER Explain the rationale behind the
decision to the claimant.
38) Sho is a claims representative. With regard to his responsibility for defending his
employer against fraud, Sho understands that - ANSWER Paying fraudulent claims
affects insureds.
39) Claims rep Miguel is conducting a settlement with a claimant. He constructs his first
offer so that the claimant will likely find it undesirable. This becomes the basis of
comparison for the second offer that he makes. Miguel understands that people -
ANSWER Feel empowered when given a choice.
40) Among the methods used to pay claims are the issuance of checks and bank drafts. The
main difference between the two is that - ANSWER With a bank draft, the bank must
verify that the insurer has authorized payment
41) DaJuan, a claims representative, sets a low case reserve for a seemingly simple claim. A
few weeks later it becomes apparent that the initial reserve was too low, and he
increases it in order to issue payments. More bills related to the claim arrive a few
months later, and he increases the reserve again. This process is known as - ANSWER
Stairstepping
42) Ida was named in a bad-faith lawsuit as the claims representative who handled the file.
The court dismissed the suit, however, because the statute of limitations had expired.
This means that - ANSWER Too much time had expired after the claim concluded
43) Conor is a claims representative whose supervisor is reviewing his claim status notes.
The supervisor took exception with one of Conor's notes, which read, "The claimant is
obviously lying because his account of how the accident happened keeps changing." The
supervisor should advise Conor that this statement is inappropriate because it is not -
ANSWER Objective.
44) Which one of the following methods of establishing case reserves involves a consensus
among multiple claims reps? - ANSWER Roundtable method
45) Which one of the following elements of a policy can include coverage that is otherwise
excluded, exclude coverage that is otherwise included, or add or delete insureds? -
ANSWER An endorsement.
46) Attorney Grace is representing an insurer in a case and is preparing a pretrial motion.
Her argument is that the court has no jurisdiction for the cause of action brought by the
claimant. Grace is preparing a - ANSWER Motion to dismiss.
47) Because a full or partial denial of a claim may result in a bad-faith lawsuit, a claims
representative should - ANSWER Carefully document their reasoning for denial.
48) Which one of the following is correct with respect to the elements of good-faith claim
management? - ANSWER Consistent supervision, thorough training, and manageable
caseloads help ensure that claim representatives are able to handle claims in good faith.
49) While staff claims representatives may have a variety of titles, the role is typically
defined by two things: having a primary focus on claims and - ANSWER Being an
employee of the insurer
50) Bettina's apartment is burglarized and several items are stolen. In filing her claim, she
tells her insurer that her stolen television was both newer and larger than it actually
was. This constitutes which one of the following types of fraud? - ANSWER Soft fraud
51) Antonia has a general liability policy with a self-insured retention of $50,000. The policy
has an occurrence limit of $250,000 and an aggregate limit of $500,000. She had
submitted one prior claim this policy term for which $100,000 was paid by the insurer.
How much will Antonia's insurer pay on a subsequent claim under the same policy
period that is valued at $400,000? - ANSWER $250,000
52) Maja handled a large liability claim that settled above the policy limits. The insured is
now charging the claim was handled in bad faith. During their investigation of the badfaith claim, Maja and defense counsel discovered that the claimant had received the
payment from the insurer, but not the amount above the policy limits that was to come
from the insured's assets. Which one of the following defenses would Maja's defense
most likely invoke? - ANSWER Insured's collusion with claimant
53) James works for a multi-line insurer. He is responsible for investigating claims that raise
suspicion of fraud. James is in the - ANSWER Special Investigation Unit
54) In a typical scenario, a summons and complaint initiating litigation is received by these
parties in which one of the following sequences? - ANSWER Insured, claims rep,
defense counsel
55) Ciara is going to college with the goal of working as a data scientist for an insurer. She
will need a strong foundation in mathematics and statistics, computer programming,
domain knowledge, and data science. Which one of Ciara's skills will require her to
understand the insurance profession to which the data is being applied? - ANSWER
Domain knowledge
56) Luke runs his business out of a store front in a commercial building. After a fire
destroyed part of the building, Luke made a claim for damages and received a
settlement check from the property insurer. This necessarily means that Luke - ANSWER
Is named in the policy declarations or an endorsement.
57) Insurers and claim representatives must keep the promises specified in insurance
policies, as well as those created by the law. In insurance transactions, the insured pays
a premium for the insurer's promise to - ANSWER Handle claims in good faith
58) Which one of the following can be applied over time to refine a model to better predict
results? - ANSWER Machine learning
59) Alva works for an international, multi-line insurer. She helps her company to manage
risk selection by working with other underwriters and coordinating decisions about
products, pricing, and guidelines. Alva is a - ANSWER Staff underwriter
60) Mustafa is a data scientist who is working with a team of underwriting, IT, and actuary
to develop a predictive analytics model. The main goal of the project is to translate the
insights gained from the model they develop into business action. In Mustafa's
experience, the team member that can provide the bridge between the analytics and
the business is - ANSWER Actuary
61) Olivia is careful to keep proper claim status notes when she handles a claim. For
example, she makes sure to only include neutral, objective comments about the parties
involved. This is because claim notes - ANSWER Are potentially discoverable in a trial
62) The allegations contained in a summons and complaint typically serve four purposes: To
give notice, reveal facts, formulate legal causes of action and - ANSWER State the
damages sought
63) As a claims representative, Joshua frequently requests proofs of loss and affidavits, and
conducts examinations under oath and recorded statements. Which one of Joshua's
sworn statements is administered by the insurer's attorney at the office of the insurer,
attorney, or court reporter? - ANSWER Examination under oath
64) Precision - ANSWER In model performance evaluation, a model's correct positive
predictions divided by its total positive predictions
65) Predictive model - ANSWER A model used to predict an unknown outcome by means
of a defined target variable
66) Premium Audit - ANSWER Methodical examination of a policyholder's operations,
records, and books of account to determine the actual exposure units and premium for
insurance coverages already provided
67) Pro rata contribution - ANSWER An approach to other insurance by which the insurers
contribute to the loss payment in proportion to which they contribute to the total
amount of coverage purchased (their limits of liability)
68) Producer - ANSWER Any of several kinds of insurance personnel who place insurance
and surety business with insurers and who represent either insurers or insureds, or both
69) Public Adjuster - ANSWER An outside organization or person hired by an insured to
represent the insured in a claim in exchange for a fee
70) Punitive damages (exemplary damages) - ANSWER A payment awarded by a court to
punish a defendant for a reckless, malicious, or deceitful act to deter similar conduct;
the award need not bear any relation to a party's actual damages
71) Recursively - ANSWER Successively applying a model
72) Reserve - ANSWER The amount the insurer estimates and sets aside to pay on an
existing claim
73) Root node - ANSWER The first node in a classification tree
74) Roundtable method - ANSWER A method of setting reserves by using the consensus
of two or more claims personnel who have independently evaluated the claims file
75) Service of process - ANSWER The delivery of a summons and complaint to a
defendant by an authorized person
76) Soft fraud, or opportunity fraud - ANSWER Fraud that occurs when a legitimate claim
is exaggerated
77) Special damages - ANSWER A form of compensatory damages that awards a sum of
money for specific, identifiable expenses associated with the injured person's loss, such
as medical expenses or lost wages
78) Special Investigation unit (SIU) - ANSWER A division set up to investigate suspicious
claims, premium fraud, or application fraud
79) Staged Accident - ANSWER An accident deliberately caused by a person who intends
to feign injury and collect on the ensuing claim
80) Stare decisis - ANSWER The principle that lower courts must follow precedents set by
higher courts
81) Statute of limitations - ANSWER A law that stipulates the length of time after an even
during which legal proceedings (such as a lawsuit or criminal charges may be initiated
82) Summons - ANSWER A document that directs a sheriff or another court-designated
officer to notify the defendant named in the lawsuit that a lawsuit has been started and
that the defendant has a specified amount of time to answer the complaint
83) Telematics - ANSWER The use of technological devices to transmit data via wireless
communication and GPS tracking
84) Third-party administrator (TPA) - ANSWER An organization that provides
administrative services associated with risk financing and insurance
85) Tort - ANSWER A wrongful act or an omission, other than a crime or breach of
contract, that invades a legally protected right
86) Tortfeasor - ANSWER A person or an organization that has committed a tort
87) Training data - ANSWER Data that is used to train a predictive model and that
therefore must have known values for the target variable of the model
88) Wearable sensor tag - ANSWER A sensor attached to or embedded in clothing and
accessories
89) Aaron works for a multi-line insurer. He works with insurance producers and applicants
to evaluate new business submissions and conduct renewal underwriting. Aaron is a -
ANSWER Line underwriter
90) Mia tracks loss adjustment expense (LAE) as part of her management of the claims
department for an insurer. Mia considers LAE to be the - ANSWER Cost to investigate,
defend, and settle claims
91) Which one of the following statements regarding third-party administrators (TPAs) is
most accurate? - ANSWER TPAs handle claims, keep claims records, and perform
statistical analyses
92) In which one of the following scenarios is a public adjuster most likely to become
involved? - ANSWER An insured's negotiations with the insurer on a complex claim
are not going well
93) Hugo is conducting an audit of a branch office claims operation. He is evaluating
timeliness of reports, number of files opened, proper releases taken, and accuracy of
data entry. Which one of Hugo's metrics is a qualitative audit factor? - ANSWER
Proper releases taken
94) As methods of communication evolve, it's important for claims professionals to
remember that any written claims communication may be - ANSWER Subpoenaed
95) The first key to communicating empathetically as a claims professional is - ANSWER
Listening
96) In her role with an insurer, Katarina has opportunity to collaborate with not only
employees from her company, but also external experts with particular expertise. For
example, as part of her investigation, she hired an engineer to conduct a review of a
machine that was involved in a personal injury. Katarina is a(n) - ANSWER Claim
representative
97) When Mehmet interviews witnesses as part of his claims investigation, he asks different
types of questions based on need, such as open-ended, direct, indirect, and leading.
Which type of question should Mehmet ask when he wants to set the interviewee at
ease and he is looking for explanation or elaboration of details in the interviewee's own
words? - ANSWER Open-ended
98) Which one of the following methods of establishing case reserves is used most often
when there are small variations in loss size for a particular type of claim? - ANSWER
Average value method
99) One of Juan's responsibilities as a claims representative is to prepare internal reports,
such as preliminary, interim, large loss, and captioned. Which one of the reports Juan
prepares is required for claims with reserves that exceed a specified threshold? -
ANSWER Large loss
100) Charlotte is handling a new claim and she has set the initial reserves at
$1,000,000. She has been asked to complete an internal report summarizing all the file
status information for distribution to management and updated as more information is
received. The report Charlotte is completing is most likely a - ANSWER Large loss
report
101) In claims investigation, all bodily injury claims require - ANSWER A medical
investigation
102) In the process of assigning a claim, an internal claims handler will often transfer
information to the insurer's standard form, called the - ANSWER First notice of loss
(FNOL) form
103) To determine whether an insurer typically underreserves or overreserves claims,
actuaries compare the insurer's paid losses to - ANSWER The insurer's case reserves
104) In which one of the following scenarios is the right of subrogation most likely to
be employed by the insurer? - ANSWER A claims rep discovers that their insured's car
accident was caused by a road contractor who left equipment lying in the travel lanes of
a highway
105) Before making initial contact with an insured or claimant, a claims representative
should - ANSWER Prepare a list of questions for the insured
106) Carolina is a claim representative handling a liability claim. She is speaking to the
claimant over the phone and has informed him that his statements must be true under
penalty of perjury. When completed, she sent a transcription of the conversation to the
claimant for him to sign before a notary. Carolina has taken a(n) - ANSWER Recorded
statement
Content preview
AIC 300 MAIN EXAM COMPLETE
QUESTIONS||KEY TEST
QUESTIONS with 100% Correct
Detailed Answers||A+
GRADED!!!<<Brand New
Version>>Updated 2025-2026||
1) Cross Industry Standard Process for Data Mining (CRISP DM) - ANSWER ✓ An accepted
standard for the steps in any data mining process used to provide business solutions
2) Data mining - ANSWER ✓ The analysis of large amounts of data to find new relationships
and patterns that will assist in developing business solutions
3) Data science - ANSWER ✓ An interdisciplinary field involving the design and use of
techniques to process very large amounts of data from a variety of sources and to
provide knowledge based on the data
4) Direct loss - ANSWER ✓ A reduction in the value of property that results directly and
often immediately from damage to that property
5) Discovery - ANSWER ✓ A pretrial exchange of all relevant information between the
plaintiff and defendant
6) Domain knowledge - ANSWER ✓ Information related to the context of the information a
data scientist is working with
7) Ethics - ANSWER ✓ The study of what constitutes good and bad behavior, dealing with
moral duty and obligation
,8) Expert System method - ANSWER ✓ A method of setting reserves with a software
application that estimates losses and loss adjustment expenses
9) Federal Rules of Civil Procedure - ANSWER ✓ A set of rules established to ensure that
civil actions and procedures move through the United States district courts as quickly as
possible
10) First notice of loss (FNOL) - ANSWER ✓ The initial report notifying the insurer of a claim
11) Formula method - ANSWER ✓ A method of setting claims reserves be using a
mathematical formula
12) General damages - ANSWER ✓ A monetary award to compensate a victim for losses,
such as pain and suffering, that do not involve specific, measurable expenses
13) Hard fraud - ANSWER ✓ Actions that are undertaken deliberately to defraud
14) Holdout data - ANSWER ✓ In the model training process, existing data with a known
target variable that is not used as part of the training data
15) Indemnify - ANSWER ✓ To restore a party who has sustained a loss to the same financial
position that party held before the loss occurred
16) Indirect loss - ANSWER ✓ A loss that arises as a result of damage to property, other than
the direct loss to the property
17) Individual case method - ANSWER ✓ A method of setting reserves based on the claim's
circumstances and the claims representative's experience in handling similar claims
18) Information gain - ANSWER ✓ A measure of the predictive power of one or more
attributes
19) Insurable interest - ANSWER ✓ An interest in the subject of an insurance policy that is
not unduly remote and that would cause the interested party to suffer financial loss if
an insured event occurred
20) Insurance fraud - ANSWER ✓ Any deliberate deception committed against an insurer or
an insurance producer for the purpose of unwarranted financial gain
21) Internet of Things (IoT) - ANSWER ✓ A network of objects that transmit data to each
other and to central hubs through the internet
, 22) Leaf node - ANSWER ✓ A terminal node of a classification tree that is used to classify an
instance based on its attributes
23) Lift - ANSWER ✓ In model performance evaluation, the percentage of positive
predictions made by the model divided by the percentage of positive predictions that
would be made in the absence of the model
24) Loss adjustment expense (LAE) - ANSWER ✓ The expense that an insurer incurs to
investigate, defend, and settle claims according to the terms specified in the insurance
policy
25) Loss ratio - ANSWER ✓ A ratio that measures losses and loss adjustment expenses
against earned premiums and that reflects the percentage of premiums being consumed
by losses
26) Machine learning - ANSWER ✓ Artificial intelligence in which computers continually
teach themselves to make better decisions based on previous results and new data
27) Material fact - ANSWER ✓ A fact that is significant to a decision or matter at hand
28) Misrepresentation - ANSWER ✓ A false statement of a material fact on which a party
relies
29) Motion to dismiss - ANSWER ✓ A request that a court terminate an action because of
settlement, voluntary withdrawal, or procedural defect
30) Motion in limine - ANSWER ✓ A pretrial request that certain evidence be excluded from
the trial
31) Motion for summary judgment - ANSWER ✓ A pretrial request asking the court to enter
a judgement when no material facts are in dispute and the moving party is entitled to
judgment as a matter of law
32) In liability claims, the claims rep will require an authorization from the injured party to -
ANSWER ✓ Obtain medical records
33) In her investigations into fraudulent claims, Laura uses information about the driver's
history and driving habits to determine factors such as speed, acceleration, and location.
Laura is using - ANSWER ✓ Telematics.
34) As a part of the first contact with an insured on a property damage claim, a claims
representative may provide a blank - ANSWER ✓ First notice of loss form