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BA 3010 Assignment #1
During this course, you will be graded on three dimensions:
1. your ability to identify the correct analytical tool to use,
2. your ability to execute the analysis you have selected,
3. your ability to interpret the results of your analysis
To that end, the assignments will try to reinforce those
particular skills by directly targeting these dimensions.
All of your work should be done in an Excel spreadsheet,
including your text responses. Do not send in a Word
document. You should submit your assignment via the
submission process in Blackboard.
Identify
Q1) Open up the file Assignment 1 and examine the data set on
the worksheet Q1. This is a data set of 500 Bakersfield
households that were recently surveyed. A definition for each
variable (unless self-explanatory) can be found in the comments
section (place your cursor over any cell with a little red triangle
– a comment box will pop up). Our objective is to learn about
the financial state of all Bakersfield households. Answer the
following (a text box for your answers is provided to the right
of the data):
a) Is this cross-sectional data or time-series data?
b) Is this a population or a sample?
c) Ignoring the variable Household, which is just an identifier
variable (household #1, household #2, etc.), identify the
variable type and sub-type for each variable.
d) If you wished to examine the distribution of the variable
monthly payment, what would you do? List any graphs or
calculations you think appropriate.
Execute
Q2) Create the following graphs. Note we are still using the
data in Q1.
a) For the data in sheet Q1, do a histogram for the variable debt.
Don’t be afraid to redo it a couple of times (resetting the
number of bins or the “span” of the bins) until you get one that
is satisfactory and revealing.
b) Again, for data in sheet Q1, do a boxplot with the variable
first income.
Q3) Examine the data set in the worksheet Q3. This data set
lists the 24 players who were on the roster of the Colorado
Avalanche at the beginning of the 2001-2002 NHL season. The
variables include the name, position, and salary for each player
(see the definitions in the comments).
a) Calculate the following values for the variable Salary:
i. The average/mean
ii. The median
iii. The standard deviation
iv. The maximum, minimum, and range
v. The 1st and 3rd quartiles and the inter-quartile range
vi. The salary that 35% of players earn less than
vii. The salary that 20% of players earn more than
b) Create a box-plot for the variable Salary.
Interpret
Q4) Examine the graphs shown below. What do you learn from
this graph? In other words, what can you tell us about the
distribution of first_income? It might help if you pretend you
are summarizing the results in a few sentences for your boss.
Please type your answers on the Graphs page of the assignment
1 spreadsheet.
Graph (from data set 1 in the assignment 1 spreadsheet)
Q5) Interpret the following. What do you learn? What
conclusions can you draw? Don’t forget to write your answers
in the spreadsheet on the Q5 worksheet.
In May of 2004, a study was published examining the total
compensation (salary and bonus) paid to the CEO’s of some 350
firms. Boxplots of the distribution of compensation are shown
below (a horizontal oriented plot immediately below and a
vertically oriented plot on the next page) as well as some basic
summary measures. All values are in $1,000’s of dollars. What
can you conclude from this analysis (besides the already well-
known fact that these guys are well-paid)?
Sum03
One Variable Summary
Data Set #1
Mean
$2663.32
Std. Dev.
$2986.04
Skewness
4.8769
Median
$2065.40
Minimum
$0.00
Maximum
$28000.00
Range
$28000.00
Count
350
1st Quartile
$1183.00
3rd Quartile
$3000.00
Interquartile Range
$1817.00
1.00%
$0.00
2.50%
$117.50
5.00%
$449.30
95.00%
$7250.00
97.50%
$9500.00
99.00%
$17137.50
Histogram of First_Income / Data Set #1
0
20
40
60
80
100
120
140
160
180
$10,000$20,000$30,000$40,000$50,000$60,000$70,000$80,000
$90,000
$100,000
Frequency
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A U D I T I N G
Assessing and
Responding to
Risks in a
Financial
Statement Audit
Auditors must leave a clear record in
private company audits.
by John A.Fogarty, Lynford Graham and Darrel R. Schubert
This is the first of two articles describing the requirements of—
and implementation suggestions for—new guidance from
theAuditing Standards Board (ASB). This article discusses
theprocess of assessing risks and controls, leading to the
concept
of the risk of material misstatement. A subsequent Jo/A article
will dis-
cuss how lhe auditor responds to the risk of material
misstatement.
These eight standards (see exhibit 1 at
right, and "The New World of Auditing
Slandards,"JojA, MayO5, page 59) are de-
signed to help auditors plan and perform
audit procedures that will address assessed
risks, enhance the auditor's response to
audit risk and matenality, facilitate plan-
ning and supervision and clarify the con-
cept of audit evidence.
EXPECTED BENEFITS OF THE
STANDARDS
The standards are designed to result in
more effective audits as a result of better
risk assessments and improved design and
performance of audit procedures to re-
spond to the risks. Auditors will be able
to focus on those areas where the risk of
misstatement is the greatest.
Exhibit 1
The Audit Risk
Standards
• SAS no. 104, Amendment to
Statement on Auditing Standards No.
1, Codification of Auditing
Standards and Procedures ("Due
Professional Care in the Performance
ojWork")
m SAS no. 105, Amendment to
Statement on Auditing Standards No.
95, Generally Accepted Auditing
Standards
• SAS no. 106, Audit Evidence
m SAS no. 107, Audit Risk and
Materiality in Conducting an Audit
• SAS no. 108, Planning and
Supervision
u SAS no. 109, L/nderslanding the
Entity and Its Environment and
Assessing the Risks of Material
Misstatement
m SAS no. 110, Performing Audit
Procedures in Response (o Assessed
Risks and Evaluating the Audit
Evidence Obtained
m SAS no. I l l , Amendment to
Statement on Auditing Standards No.
39, Audit Sampling
The new standards also clarify the
phrase "sufficient knowledge of mtemal
control to plan the audit" as used in the
professional hterature. A resulting benefit
is that the auditor will have a better basis
for determining the nature, timing and ex-
tent of further procedures and assessing
potential fraud risks-
In addition, the standards emphasize
the use of assertions to link the risks, con-
trols, audit procedures and conclusions.
Auditors can use this technique to deter-
mine whether audit procedures are re-
sponsive to identified risks
SAS no. 107 makes it clear that the
overall objective of an audit is to provide
reasonable assurance that the financial
July 2006 Joumal of Accountancy 43
A U D I T I N G
statements are free of materiai misstate-
ment. The term reasonable assurance has
been subject to varying interpretations, but
has now been clarified by the ASB as
meaning a high, although not absolute,
level of audit assurance.
To ensure that management, those
charged with governance and the auditor
agree on what the audit will involve, SAS
no. 108, Planning and Supervision, says that
the auditor should have a written under-
standing with the client regarding the
terms of the engagement (see "The Heart
of the Matter," at right).
MATERIALITY
In the performance of a GAAS audit, the
auditor must assess materiality and audit
risk. Although the concept of materiahty
relates to auditing, it is rooted in ac-
counting and user needs. SAS no. 107,
Audit Risk and Matenality in Conducting an
Audit, identifies the user as having, among
other attributes, a knowledge of business
activities and ofthe limitations that mate-
riality and estimation place on an audit
and a willingness to study the financial
statements. SAS no. 107 clarifies that when
auditors assess materiahty, they should
consider the needs of users as a group, not
just those of specific individuals.
While the standards do not suggest spe-
cific materiality benchmark percentages,
they do suggest the common benchmarks
of income, revenues and assets. For ex-
ample, profit-oriented entities may use an
income-based materiality Forthcoming
The Heart ofthe
Matter
• SAS no. 107, Audit Risk and Materi-
ality in Conducting an Audit, makes
clear that the overaii objective of an
audit is to provide reasonable assur-
ance—a high, but not absolute level of
assurance—that the financial state-
ments are free of material misstatement.
• SAS no. 108, Planning and Supervi-
sion., says that the auditor shouid have
a written understanding with the client
regarding the terms ofthe engagement.
AICPA audit guides on risk assessment and
audit sampling will provide more detailed
information regarding the establishment of
appropriate benchmarks.
Due to the possible aggregating effects
of immaterial misstatements and the need
to opine at a low risk, auditors should
design procedures at the account- or
stream-of-transactions level, using a test
threshold that is lower than the overall ma-
teriahty level.
RISK ASSESSMENT
This phase ofthe audit process is not just
a planning tool, but an integral part of ev-
idence gathering. Since risk assessment di-
rects the auditor's attention to issues that
merit further consideration, it should be
based on the inquiries, observations and
audit evidence gathered by the auditor;
this gathering and documentation of evi-
dence is important. Generally, simple in-
quiries of management are an insufficient
basis for this assessment. In addition, ac-
cording to SAS no. 109, L/ndersfanding the
Entity and Its Envi ronment and Assessing the
Risks of Material Misstatement, risk assess-
ment procedures alone are not a sufficient
basis for rendering the audit opinion.
As part of the risk assessment process,
the engagement team should hold a brain-
storming session to consider the nature
and magnitude of possible misstatement
risks. This session may be combined with
the brainstorming session on fraud risks
required by SAS no. 99, Consideration of
Fraud in a Einancial Statement Audit. To
meet this requirement, a sole practitioner
migbt challenge himself or herself to be
objective and critical when updating
past risk assessments and documenting
changes in the business environment,
Whiie not intended as a checklist of all
factors, appendix C to SAS no. 109 pro-
vides specific examples of risks for con-
sideration. This list, plus other factors
identified in the standards, may facilitate
productive discussions during the brain-
storming session. These factors have roots
in business risks that in the past have led
to audit issues.
It IS expected that on every audit the
auditor will identify one or more signifi-
cant risks before considering related con-
trols. For example, a significant invento-
ry of precious metals or gems might be a
significant risk in an audit of a jewelry
business. In other businesses, such risks
EXECUTIVE SUMMARY
• The new audit risk standards re-
quire the auditor to understand and
respond to risks of matwial mis-
statement, whether due to errors or
fraud. In reaching that understand-
ing, auditors should identify risks to
the entity's business and the con-
trols in place to mitigate them.
• These standards use the
more sharply defined terms
must, should and may from SAS
no, 102, Defining Professional
Requirements in Statements on
Auditing Standards.
• Because these standards ad-
dress many issues at the core of
auditing, they may significantly af-
fect the formality of the risk as-
sessment process and documen-
tation of the assessment details,
depending on how this has been
done in the past,
• Entities and auditors will max-
imize their effectiveness and effi-
ciency if they carefully plan their
responses to the new require-
ments. The documentation and
assessment of controls over fi-
nancial reporting is a good place
for them to begin such efforts.
• The AICPA is creating a num-
ber of educational products de-
signed to help auditors imple-
ment the new standards,
John A. Fogarty, CPA, Auditing
Standards Board chairman, is a
partr^er oi Deloitte and Touche LLP
and a member of the International
Auditing and Assurance Standards
Board. His e-mail address is
[email protected] Lynford
Graham, CPA, PhD, CFE, is a con-
sultant, recent former member of
the ASB and Risk Assessment
Standards Task Force and chair of
the Risk -'Assessment and Risk Re-
sponse Audit Guide Task Force; his
e-mail address is [email protected]
verizon.net. Darrel R. Schubert,
CPA, is a partner in Ernst & Young
LLP's national professional practice
and risk management group and
was chair of the Risk Assessment
Standards Task Force; his e-mail
address is [email protected]
44 Joumal of Accountancy July 2006
AU D I T I NG
may arise due to unique transactions, ad-
justments or critical accruals, such as the
estimation of highly subjective al-
lowances. For significant risks, the audi-
tor should (1) consider the design and im-
plementation of related controls, (2) avoid
reliance on analytical procedures alone and
(3) rely on evidence gathered only in the
current period for controls assurance.
By their nature, some risks may have
especially pervasive effects on financial re-
porting. For example, one risk may be as-
sociated with the weak business back-
ground of those charged with governance
(that is, the ovraers or a group such as the
board of directors). This type of overall risk
can affect many ac-
counts and measures,
but others relate more to
specific accounts and
assertions. For example,
a risk of misstatement of
inventory amounts due
to obsolescence risk in a
line of inventory prod-
ucts would be related to
the valuation assertion
for that account.
Both these types of risks—overall and
assertion-based—may affect auditors' ac-
tions and procedures, but in different
ways. An overall audit risk might require
a more experienced engagement team,
while the obsolescence risk in inventory
may require specific, directed procedures,
such as a more detailed analysis of prod-
uct demands and inventory turnover.
LINKING RISKS AND
PROCEDURES
An important requirement in these stan-
dards is the need to link identified risks to
relevant controls and to the audit actions
designed to respond to these risks. Such
a linkage helps the audit team determine
whether the risks are addressed, assists in
communication on the audit and helps re-
viewers, including peer reviewers, follow
the implementation of the audit strategy.
In practice, simpler audits may ac-
complish this linkage through careful
cross-referencing of audit documentation.
For more complex situations, this linkage
As part of the risk
assessment process,
the engagement team
should hold a brain-
storming session to
consider the nature and
magnitude of possible
misstatement risks.
may be supplemented by a planning or en-
gagement strategy memo or matrix.
In heightening the importance of using
assertions to link risks, the standards also
have revisited the assertions in the litera-
ture and expanded them to articulate pres-
entation and disclosure issues. The specific
assertions listed in SAS no. 106, Audit Ev-
idence (see exhibit 2, below), do not have
to be used if auditors employ assertions
that are essentially equivalent.
INTERNAL CONTROLS
The auditor should have a basis for his or
her assessment of controls, such as a review
of the design of controls over significant ac-
counts and assertions,
and a confirmation they
are in operation by a
walk-through or obser-
vation. The auditor
cannot default to a high
control-risk assump-
tion without performing
the required elements of
a controls assessment.
Additionally, vtath-
out some assurance
that the information in the accounting sys-
tem is being generated properly, there is no
basis to rely on analytical relationships of
accounts or other financial data that are
stored within the system.
Auditors should assess how all five
components of internal control over fi-
nancial reporting relate to the entity being
audited (see the Committee on Sponsor-
ing Organizations of the Treadway Com-
mission's [COSO] framework; www.
coso.org/key.htm). This does not mean
that auditors are required to test or rely on
controls as part of their audit strategy, for-
merly referred to as the audit approach. But
the auditor should assess the design of the
controls and examine some evidence that
the controls have been properly imple-
mented on all audits.
Auditing standards focus on the con-
trols over financial reporting, but COSO's
1992 Internal Control—Integrated Frame-
work (www.coso.org/publicadons/exec-
utive_suminary_integrated_framework.
htm) also discusses regulation and oper-
ations. These other elements are relevant
only if they affect financial reporting. For
example, a failure to comply with regula-
tory requirements could affect contingen-
cies or even the going concern assumption
(see "COSO Framework—The Five Com-
ponents," page 46).
How this requirement is implemented
can have a significant effect on the entity's
costs, particularly in the first year. For ex-
ample, an auditor might evaluate whether
the internal controls achieve the COSO
control objectives and consider the risks
of what could go wrong if the controls
were ineffective. This evaluation should re-
late objectives, risks and controls by as-
senion to determine that all these elements
Exhibit 2 SAS No. 106 Financial
Statement Assertions
I1 Transaction
Occurrence
Completeness
Accuracy
Cutoff
Classification
Balance
Existence
Rights and obligations
Completeness
Valuation and allocation
—
Presentation •
and disclosure 1
Occurrence and
rights and obligations
Completeness
Classification and m
understandability ^
Accuracy and
valuation
—
July 2006 Journal of Accounlancy 45
A U D I T I N G
are synchronized. Only significant ac-
counts and processes would generally be
addressed using this analysis. For exam-
ple, controls over major revenue and ex-
pense streams would be assessed for most
entities, but those over treasury transac-
tions might not be assessed in an entity
where such transactions are infrequent,
not material, and will be fully validated by
substantive procedures.
Evidence that a control has been im-
plemented can be obtained in a walk-
through that follows transactions from
their inception through the aggregation
process in the ledger. Alternatively, such
evidence of implementation can be ob-
tained by observing the operation of a con-
trol at the various stages of the control
process—for example, at a specific time or
over one or more specific documents, or
by examining the sign-off of a control op-
eration that verifies the agreement of an in-
voice with a list of approved vendors.
Smaller entities often have less formal-
ly documented controls. Also, in smaller
entities it is easy to overlook the hands-on
role some senior members of management
may play in mtemal control, either in
monitoring controls or in performing con-
trols directly
The use of control objectives or an
equivalent, along with simple flowcharts
that can be related to the objectives, often
may provide more efficient documentation
than narratives or complex flowcharts.
Phasing in the development of efficient
COSO Framework-
The Five Components
IJi Monitorii
information & Communication
Control Activities
Risk Assessment
Envi
Why and How Guidance Has Changed
The eight audit risk standards, SAS nos. 104-111, respond to the
conclusionsof the Joint Risk Assessments Task Force of the
ASB and the International Au-diting and Assurance Standards
Board and to recommendations of the August
2000 report of the Panel on Audit Effectiveness of the Public
Oversight Board and con-
sider the results of "Developments in the Audit Methodologies
of Large Accounting
Firms," a May 2000 study of audit practices in three countries.
These standards, originally exposed in December 2002, were re-
exposed in 2005
after further refinement. They use the more sharply defined
terms must, should and
may from SAS no, 102, Defining Professional Requirements in
Statements on Auditing
Standards (see "Official Releases," Jo/A, Mar.O6, page 94), The
eight standards were
published in "Oflicial Releases," Jo/A, MayO6, page 112,
documentation today, prior to the effective
date of the standards, can save audit time
and expense (see "Control Objective Based
Documentalion," below),
COSO's October 2005 draft report.
Guidance for Smaller PubUc Companies: Re-
porting on Internal Controls over Financial
Reporting, suggested that using control
principles in conjunction with other sub-
attributes can be an efficient documenta-
tion framework for smaller companies.
Whether companies or auditors use the
original COSO control objectives, or some
variation at a higher level of aggregation of
the objectives, the end result should be the
same. The auditor should be able to iden-
tify control design gaps that could have sig-
nificant consequences for the entity
Simply using checklists of possible con-
trols to identify design deficiencies or miss-
ing controls may be inefficient because
they may incorrectly lead to the expecta-
tion that all controls on the list are need-
ed to achieve the entity control objectives.
Explaining how the entity achieves the rel-
evant control objective and mitigates the
related tisk can make the documentation
more effective and efficient.
Identified significant deficiencies and
material weaknesses must be reported to
management and those charged with gov-
ernance. The ASB recently approved SAS
no. 112, Communicating Internal Control
Related Matters Identified in an Audit (see
Official Releases, page 97), a revision of
SAS no. 60, Communication of Internal Con-
trol Related Matters Noted in an Audit, to de-
fine the auditor's responsibility to do tbis.
Because of the need to assess controls,
including information technology (IT)
general controls, some auditors may need
to engage a specialist to assist in the as-
sessment process, especially when the IT
environment is complex or the auditor ex-
pects to rely on automated controls and
has limited resources to address the issues.
When the auditor's strategy is to signifi-
cantly rely on some or all of the entity's
controls, they should be tested. The next
article on this topic will discuss testing
controls more fully
The minimum design and implemen-
tation work can provide some basis for
varying the nature, timing and extent of
the procedures planned. That is because
the procedures that confirm implemen-
Control Objective
Based Documentation
• Control objective
Saies are valid,
• Risks
Because of credit-card fraud, the
transaction may not produce revenue.
• Assertions
Occurrence: Did a valid sale occur?
• Company controls
• Pre-sale credit card validation is in
place.
• Close monitoring of past defaults.
• Assessment
m The control design is effective.
• A walk-through of procedures con-
firmed these controls are in place.
• Reference to other supporting v/ork-
papers {not illustrated).
4 6 Journal of Accountancy July 2006
A U D I T I N G
tation also titay provide some evidence of
operating effectiveness at the time the test
is conducted. For example, some auditors
refer to a walk-through as a test of one
that—if it is ihe only evidence gathered—
is a minimal basis for any reliance. How-
ever, the assurance that can be placed on
controls is a continuum based on the ev-
idence that was gathered to support the
assessment thaL controls are operating
effectively.
The requirement to assess controls for
audit purposes should not be confused
with the attest service of reporting on in-
ternal controls. Such engagements would
likeiy involve the assessment of controls
over more processes and accounts, assume
a significantly greater amount of docu-
mentation of controls by the entity and re-
quire testing by tbe auditor when opining
on effectiveness.
RISK OF MATERIAL
MISSTATEMENT
This is the combination of the assessments
of risks and related controls. Auditors may
assess these two risks together or sepa-
AICPA RESOURCES
CPE
Auditor's Risk Assessment Process:
Tackling the New Risk Assessment SASs
(text, # 732990JA; DVD/manual
#182990JA).
Publications
• Risk Assessment Suite of Standards
(paperback, # 060704JA).
• Codification of Statements on Auditing
Standards (paperback, # 057200JA).
• Audit Risk Alert, Understanding the New
Auditing Standards Related to Risk
Assessment (paperback, # 022526JA}.
• Risk Assessment Standards & Guidance
Set (paperback, # 990103HIJA).
For more information or to place an order,
go to www.cpa2biz.com or call 800-777-
7077,
Web site
• Summary of the eight audit risk
assessment standards, SAS nos.
104-111, www.aicpa.org/risk.
rately, although, for practical reasons, the
components often are assessed separate-
ly. The risk of material misstatement forms
the theoretical starting point for design-
ing further audit procedures including
tests of controls, analytical procedures and
tests of details.
WHAT'S NEXT
The AICPA is creating a number of edu-
cational products to help auditors im-
plement the new standards, including a
recently issued audit rtsk alert, Under-
slanding the New Auditing Standards Relat-
ed to Risk Assessment, and an audit guide,
as well as presentations and discussions on
the topic at a numher of AICPA confer-
ences and new CPE courses.
A second article on this topic will dis-
cuss designing further audit procedures,
the process of summarizing audit results
and drawing conclusions. •
Practical Tips
• Studythe concepts of the COSO
internal control framework now and be
familiar with its components and how it
applies to clients,
• If you have another audit cycle
between now and the effective date of
these standards, consider control risks
more thoroughly and the docutnenta-
tion that will be necessary to support ,.
your audit under the new standards,
• Be alert for the"smaller companies"
guidance expected to be forthcoming
from the COSO project in the second
quarter ofthis year. Identify cost'and
effort-saving opportunities to apply
this guidance and assist clients in
strengthening controls,
• Consider whether the audit has ad-
dressed all of the relevant assertions for
all important accounts and transaction
streams. Pay attention to any practice
aids that employ assertions, atid learn
how they can be used to build a link be-
tween the risks and audit procedures.
• Start now to btiiltl' 'assertions-based"
terminology into engagement team
discussions to generate familiarity.
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July 2006 Journal of Accountancy 49
1 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
THE TYRONCO
FOUNDATION
COSO
Glenn E. Sumners, DBA, CIA
Sumners Audit Services
Not everything that can be counted counts,
and not everything that counts can be
counted. – Albert Einstein
This project was
funded through a
grant from the
Internal Auditing
Academic
Advancement
Fund Inc.
supporting The
IIA’s Internal
Audit Education
Partnership
(IAEP) program
LSU CENTER FOR INTERNAL AUDITING
2 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
The Tyronco Foundation operates worldwide to provide food
and medicine to needy individuals in
third world countries. Thirteen countries currently receive
assistance through the program. The
number of individuals that have benefited has increased from
407,000 in 1990 to over 721,000 in
2010. Data for current years is still being tabulated for annual
reporting. Contributions are received
from foundations, agencies, governments and individuals.
Tyronco outsources the marketing and
collection processes. The marketing agency publicizes the
benefits and collects the donations.
The bylaws require that 75% of the funds collected be
distributed to directly benefit the needy (benefit
expenses). The administration expenses cannot exceed 25% of
contributions. The CEO has
recently determined that distribution costs should be
reclassified from administrative expense to
benefit costs since distribution is a benefit to the needy.
Tyronco’s marketing efforts highlight the guaranteed high
percent payoff to the needy. The governing
agencies of several countries require that the attest auditors
include the 75% goal in the financial
audit.
Background Information
The results of your preliminary work are outlined below:
‣ Board-Audit Committee:
The 13 board members are prominent celebrities, politicians,
and business people. Bernie Lay
serves as both the Chairman of the Board and CEO. Bernie was
the CFO for five years before
being appointed as the CEO. The board members are selected
by the Chairman of the Board
and approved by a majority of the Board. The five-member
audit committee includes the
Chairman of the Board and four members appointed by the
Chairman for a three year term.
The Board also includes a nominating committee, a risk
committee and a compensation
committee.
The Board and the subcommittees meet for one day each
quarter. The CFO is responsible for
the agenda and financial reports. THE Chief Audit Executive
(CAE) and the external audit
partner share a one-hour slot on the agenda at each meeting.
‣ Chief Executive Officer:
The CEO, Bernie Lay, has a military background and has
established an autocratic
management style. He feels that this approach will develop a
more efficient and effective
structure for a decentralized organization.
‣ Chief Financial Officer:
Scott Z. Best, the CFO, previously served as the supervisor of
accounts payable and was
promoted by the CEO. He was the manager in charge of the
Tyronco account when he
worked for the attest auditors. He maintains a good working
relationship with Temple and
Duncan, a small regional firm in Geneva.
3 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
‣ Operating Management:
Each participating country has an operating manager selected by
the CEO. The managers
report directly to the CFO.
‣ Internal Audit:
Martha N. Cider, the Chief Audit Executive, served as the lead
auditor on the Tyronco
engagement when she worked for Temple & Duncan. She was
hired because of her
knowledge of the financial aspects of Tyronco. As part of a
cost-cutting move she reduced the
audit staff from 21 to 13 and cosources the collections,
payables, and purchasing audits to
Temple & Duncan.
The reduction in staff was explained by increased usage of the
data-mining technology.
Martha was in the MBA program with Bernie and Scott and is
considered a rising star in the
organization.
Management requests from the CEO and CFO consume about
90% of available audit time.
The CEO feels that the auditors should be able to complete their
audits from the headquarters
location by utilizing technology. He has reduced the travel
budget but significantly increased
the budget for systems training and audit software. The hiring
focus is now on systems
knowledge.
‣ External Auditors:
Temple and Duncan (T&D) have been the low bidder the last
three times the organization has
requested attest proposals. The external auditor proposals are
reviewed by the CFO who
recommends a firm to the Audit Committee for approval.
Tyronco represents 60% of T&D’s
audit revenues and 80% of their consulting revenues.
‣ Purchasing:
The purchasing function is decentralized with a purchasing
agent located in each of the 13
countries that qualify for food and non-prescription medicine.
The Vice-President of
Purchasing at headquarters has requested that the 13 purchasing
agents purchase 50% of all
items from vendors located in the same country as the
recipients. The agents operate
somewhat autonomously and can sole-source or utilize
competitive bids.
Local purchases are typically 20-30% higher than obtained
through a competitive bid process.
The CEO supports this approach since he feels that it
establishes good relations with local
government officials and business people.
4 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
‣ Warehouse:
The receiving clerks and distribution managers report to the
Purchasing Agent. Inventory
status reports are issued quarterly to the V.P. of Purchasing who
prepares a summary report
for the CEO & CFO.
The quarterly purchasing reports from the purchasing agents to
Headquarters are provided on
the following spreadsheet.
Total Vendor Description
The primary headquarters control and review is a comparison of
budget to actual. Purchasing
Agents are provided with a quarterly budget generally based on
demographics of the
recipients. Adjustments are made to the budget based on actual
contributions received from
countries, organizations, foundations, and personal sponsors.
The overall increase in
purchases has been approximately 13% per year but varied from
a low of +7% to a high of
+21% between countries.
The summary quarterly reports are approved by the country
manager and forwarded to the
CFO with the quarterly financial statements for review and
approval.
Requirements
The audit programs that you will develop should have two
sections to facilitate a top-down audit
approach:
1. Organization
2. Purchasing
This approach is suggested since the organization’s evaluation
of risk, controls, and corporate
governance is the foundation for the audit of the purchasing
function.
Requirement #1:
Based on the above background, develop a COSO-based audit
program. The audit program should
address the following COSO objectives as applicable:
‣ Operational:
5 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
‣ Financial:
‣ Compliance:
The organization audit program should be classified to align
with the five COSO components:
‣ Control Environment
‣ Risk Assessment
‣ Control Activities
‣ Monitoring
‣ Information and Communication
To provide a consistent framework for comparing solutions;
please use the following component
subsections:
1. Control Environment
‣ Integrity and ethical values
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Commitment to competence
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Board and Audit Committee
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
6 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
‣ Management philosophy and operating style
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Organization Structure
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Assignment of authority and responsibility
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Human resource policies and practices
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
2. Risk Assessment
‣ Company-wide objectives
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
7 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
‣ Process-level objectives
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Risk identification
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Managing change
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
3. Control Activities
‣ Policies and procedures
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Segregation of duties
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
8 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
‣ Periodic reconciliation
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Proper authorization
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Transactions recorded
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Safeguarding assets
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
4. Information and Communication
‣ Quality of information
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
9 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
‣ Effectiveness of communication
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
5. Monitoring
‣ On-going monitoring
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Evaluation process
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Reporting control and process deficiencies
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
‣ Change management process
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
10 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
Requirement #2:
Identify the five major risks in the Purchasing Department. List
the controls you would expect to find
to mitigate the risks and the audit steps that would be utilized to
ascertain that the control mitigates
the risk.
Purchasing
Risk
At Risk Control
COSO
Classification Audit Step
1.
2.
3.
4.
5.
11 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
Requirement #3:
List one or two audit steps that you would perform in each of
the six listed sections:
Procurement Audit
1. General:
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
2. Requisitioning:
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
3. Purchasing:
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
4. Receiving:
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
5. Invoice Processing:
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
12 The Tyronco Foundation©2013 Internal Auditing Academic
Advancement Fund
6. Accounts Payable, Encumbrances, or Obligations:
1.
_____________________________________________________
_____________________________________________________
2.
_____________________________________________________
_____________________________________________________
Requirement #4:
List five major risks specifically related to Tyronco. What
would be your five major areas of concern
as an internal auditor?
1.
_____________________________________________________
______________________
_____________________________________________________
______________________
2.
_____________________________________________________
______________________
_____________________________________________________
______________________
3.
_____________________________________________________
______________________
_____________________________________________________
______________________
4.
_____________________________________________________
______________________
_____________________________________________________
______________________
5.
_____________________________________________________
______________________
_____________________________________________________
______________________
Rubic_Print_FormatCourse CodeClass CodeAssignment
TitleTotal PointsACC-491ACC-491-O500CLC - Tyronco
Foundation COSO Case Study50.0CriteriaPercentage1:
Unsatisfactory (0.00%)2: Less Than Satisfactory (65.00%)3:
Satisfactory (75.00%)4: Good (85.00%)5: Excellent
(100.00%)CommentsPoints EarnedCriteria100.0%Completed
Case14.0%A completed case is not presented.NANANAA
completed case is presented.Auditing Standards14.0%An
explanation of which auditing standards were included in the
case study and how this provides insight into a career in
accounting is not presented.An explanation of which auditing
standards were included in the case study and how this provides
insight into a career in accounting is presented, but does not
demonstrate a clear understanding of auditing standards.An
explanation of which auditing standards were included in the
case study and how this provides insight into a career in
accounting is presented.An explanation of which auditing
standards were included in the case study and how this provides
insight into a career in accounting demonstrates a clear
understanding of auditing standards.An explanation of which
auditing standards were included in the case study and how this
provides insight into a career in accounting demonstrates a
superior understanding of auditing standards.Working With a
Client14.0%An explanation of how the information presented in
the case study would help the student in determining whether to
continue to work with a client is not presented.An explanation
of how the information presented in the case study would help
the student in determining whether to continue to work with a
client is presented, but lacks detail or is incomplete.An
explanation of how the information presented in the case study
would help the student in determining whether to continue to
work with a client is presented.An explanation of how the
information presented in the case study would help the student
in determining whether to continue to work with a client is
detailed.An explanation of how the information presented in the
case study would help the student in determining whether to
continue to work with a client is thorough.COSO
Framework14.0%An explanation of how the COSO framework
relates to auditing standards is not presented.An explanation of
how the COSO framework relates to auditing standards is
presented, but lacks detail or is incomplete.An explanation of
how the COSO framework relates to auditing standards is
presented.An explanation of how the COSO framework relates
to auditing standards is detailed.An explanation of how the
COSO framework relates to auditing standards is
thorough.Audit Risk14.0%An explanation of how the
completion of this exercise impacts audit risk is not
presented.An explanation of how the completion of this exercise
impacts audit risk is presented, but lacks detail or is
incomplete.An explanation of how the completion of this
exercise impacts audit risk is presented.An explanation of how
the completion of this exercise impacts audit risk is detailed.An
explanation of how the completion of this exercise impacts
audit risk is thorough.Thesis Development and
Purpose7.0%Paper lacks any discernible overall purpose or
organizing claim.Thesis is insufficiently developed or vague.
Purpose is not clear.Thesis is apparent and appropriate to
purpose.Thesis is clear and forecasts the development of the
paper. Thesis is descriptive and reflective of the arguments and
appropriate to the purpose.Thesis is comprehensive and contains
the essence of the paper. Thesis statement makes the purpose of
the paper clear.Argument Logic and Construction8.0%Statement
of purpose is not justified by the conclusion. The conclusion
does not support the claim made. Argument is incoherent and
uses noncredible sources.Sufficient justification of claims is
lacking. Argument lacks consistent unity. There are obvious
flaws in the logic. Some sources have questionable
credibility.Argument is orderly, but may have a few
inconsistencies. The argument presents minimal justification of
claims. Argument logically, but not thoroughly, supports the
purpose. Sources used are credible. Introduction and conclusion
bracket the thesis.Argument shows logical progression.
Techniques of argumentation are evident. There is a smooth
progression of claims from introduction to conclusion. Most
sources are authoritative.Clear and convincing argument
presents a persuasive claim in a distinctive and compelling
manner. All sources are authoritative.Mechanics of Writing
(includes spelling, punctuation, grammar, language
use)5.0%Surface errors are pervasive enough that they impede
communication of meaning. Inappropriate word choice or
sentence construction is used.Frequent and repetitive
mechanical errors distract the reader. Inconsistencies in
language choice (register) or word choice are present. Sentence
structure is correct but not varied.Some mechanical errors or
typos are present, but they are not overly distracting to the
reader. Correct and varied sentence structure and audience-
appropriate language are employed.Prose is largely free of
mechanical errors, although a few may be present. The writer
uses a variety of effective sentence structures and figures of
speech.Writer is clearly in command of standard, written,
academic English.Paper Format (use of appropriate style for
the major and assignment)5.0%Template is not used
appropriately, or documentation format is rarely followed
correctly.Appropriate template is used, but some elements are
missing or mistaken. A lack of control with formatting is
apparent.Appropriate template is used. Formatting is correct,
although some minor errors may be present.Appropriate
template is fully used. There are virtually no errors in
formatting style.All format elements are correct.Documentation
of Sources (citations, footnotes, references, bibliography, etc.,
as appropriate to assignment and style)5.0%Sources are not
documented.Documentation of sources is inconsistent or
incorrect, as appropriate to assignment and style, with numerous
formatting errors.Sources are documented, as appropriate to
assignment and style, although some formatting errors may be
present.Sources are documented, as appropriate to assignment
and style, and format is mostly correct.Sources are completely
and correctly documented, as appropriate to assignment and
style, and format is free of error.Total Weightage100%
Tyronco COSO Case Study Template
The case study to be used for completion of this assignment is
being used with permission from Internal Auditing Foundation
(IIA).
Directions: After reviewing the Tyronco COSO Case Study, use
this template to complete the Topic 1 assignment.
Requirements
The audit programs that you will develop should have two
sections to facilitate a top-down audit approach:
1. Organization
COSO Evaluation
2. Purchasing
COSO Evaluation
This approach is suggested since the organization’s evaluation
of risk, controls, and corporate governance is the foundation for
the audit of the purchasing function.
Part 1: Develop a COSO-based audit program
Based on the background information provided in the case study
document, develop a COSO-based audit program. The audit
program should address the following COSO objectives as
applicable:
1.Operational:
Effectiveness and efficiency of operations.
2. Financial:
Reliability of information.
3. Compliance:
Compliance with applicable laws and regulations.
The organization audit program should be classified to align
with the five COSO components:
1. Control Environment
2. Risk Assessment
3. Control Activities
4. Monitoring
5. Information and Communication
To provide a consistent framework for comparing solutions;
please use the following component subsections:
1. Control Environment
Integrity and ethical values
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Commitment to competence
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Board and Audit Committee
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Management philosophy and operating style
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Organization Structure
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Assignment of authority and responsibility
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Human resource policies and practices
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
2. Risk Assessment
Company-wide objectives
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Process-level objectives
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Risk identification
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Managing change
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
3. Control Activities
Policies and procedures
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Segregation of duties
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Periodic reconciliation
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Proper authorization
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Transactions recorded
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Safeguarding assets
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
4. Information and Communication
Quality of Information
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Effectiveness of communication
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
5. Monitoring
On-going monitoring
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Evaluation process
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Reporting control and process deficiencies
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Change management process
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Part 2: Purchasing Department
Identify the five major risks in the Purchasing Department. List
the controls you would expect to find to mitigate the risks and
the audit steps that would be utilized to ascertain that the
control mitigates the risk.
Purchasing
Risk
At Risk
Control
COSO Classification
Audit Step
1.
2.
3.
4.
5.
Part 3: Audit Steps
List one or two audit steps that you would perform in each of
the six listed sections:
Procurement Audit
General
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Requisitioning
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Purchasing
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Receiving
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Invoice Processing
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Accounts Payable, Encumbrances, or Obligations
A.
_____________________________________________________
___________________
_____________________________________________________
___________________
B.
_____________________________________________________
___________________
_____________________________________________________
___________________
Part 4: Risks related to Tyronco
List five major risks specifically related to Tyronco. What
would be your five major areas of concern as an internal
auditor?
1.
_____________________________________________________
___________________
_____________________________________________________
___________________
2.
_____________________________________________________
___________________
_____________________________________________________
___________________
3.
_____________________________________________________
___________________
_____________________________________________________
___________________
4.
_____________________________________________________
___________________
_____________________________________________________
___________________
5.
_____________________________________________________
___________________
_____________________________________________________
___________________
© 2020. Grand Canyon University. All Rights Reserved.
NameAssignment completed by:
If you worked in groups, ALL group members MUST have place
their names on this page. Then EACH group member should
submit the homework.
Q1Data on Various Household Financial
VariablesHouseholdFamily_SizeLocation
Christopher J. Zappe, Ph.D.: Location of residence within the
given city:
1=SW sector, 2=NW sector, 3=NE sector, and 4=SE sector.
Ownership
Christopher J. Zappe, Ph.D.: 0= rent home (house or apartment)
or 1= own home.
First_Income
Christopher J. Zappe, Ph.D.: Annual income of first household
wage earner.
Second_Income
Christopher J. Zappe, Ph.D.: Annual income of second
household wage earner (if applicable).
Monthly_Payment
Christopher J. Zappe, Ph.D.: Monthly home mortgage payment
or rent payment.
Utilities
Christopher J. Zappe, Ph.D.: Average monthly expenditure on
utilities.
Debt
Christopher J. Zappe, Ph.D.: Total indebtedness (excluding
home mortgage) in dollars.
Age
Michael H. Way: Age of the "head" of the household: young
adult (20-39); middle-age (40-59); senior (60 and
older).1221$58,206$38,503$1,585$252$5,692Middle-
Age2620$48,273$29,197$1,314$216$4,267Young
Adult3340$37,582$28,164$383$207$2,903Senior4111$56,610$
1,002$249$3,896Middle-
Age5330$37,731$21,454$743$217$3,011Young
Adult6410$30,434$26,007$991$208$3,718Senior7111$47,969$
849$243$5,907Young Adult8111$55,487$752$242$2,783Young
Adult9321$59,947$1,498$256$6,275Middle-
Age10610$36,970$31,838$991$222$4,845Middle-
Age11111$53,113$1,163$251$5,267Young
Adult12340$27,350$20,969$619$209$2,256Senior13111$48,06
4$1,434$250$3,918Middle-
Age14240$29,692$20,617$997$190$879Young
Adult15441$25,853$948$254$4,606Young
Adult16311$49,728$1,378$272$5,427Young
Adult17230$49,883$29,240$902$201$3,482Young
Adult18411$46,265$1,626$256$6,658Senior19211$49,809$834
$253$4,234Young Adult20441$43,640$729$259$5,393Young
Adult21111$57,395$1,473$248$4,456Young
Adult22131$52,847$1,038$245$3,999Senior23221$59,486$933
$251$2,598Young
Adult24421$57,577$52,088$903$255$6,261Middle-
Age25121$63,825$1,346$250$5,402Young
Adult26310$66,868$57,974$574$202$3,911Young
Adult27221$48,376$39,894$1,407$257$5,889Middle-
Age28441$33,646$606$264$4,275Middle-
Age29321$65,241$47,205$699$254$5,737Senior30311$34,531$
21,536$988$264$5,538Young
Adult31340$18,846$12,196$746$214$1,852Middle-
Age32311$49,181$35,091$1,510$264$7,020Young
Adult33421$65,276$61,140$1,091$261$7,212Young
Adult34240$23,597$20,798$402$211$1,796Middle-
Age35530$28,851$22,682$696$225$3,452Middle-
Age36321$62,276$31,231$1,548$249$6,428Senior37411$42,63
9$32,912$919$258$4,469Middle-
Age38221$35,592$23,074$1,669$245$5,516Middle-
Age39311$49,777$27,773$1,049$256$5,239Young
Adult40341$21,451$13,309$493$259$3,731Young
Adult41731$37,808$28,022$722$286$7,228Middle-
Age42311$56,375$881$261$3,441Middle-
Age43521$67,798$33,945$1,424$264$6,067Middle-
Age44111$29,805$1,161$253$5,462Young
Adult45140$35,289$457$192$1,734Young
Adult46521$63,354$52,656$1,458$277$6,153Middle-
Age47230$30,693$23,046$977$199$3,763Young
Adult48221$68,806$1,453$251$4,930Young
Adult49121$66,770$1,658$257$6,025Middle-
Age50121$59,321$1,664$247$5,314Young
Adult51421$49,954$30,758$1,062$260$5,179Middle-
Age52221$55,752$37,404$1,660$253$5,768Senior53530$43,43
6$21,855$699$215$2,767Middle-
Age54531$36,780$21,609$573$279$5,311Young
Adult55310$64,489$43,448$748$207$3,934Young
Adult56211$30,433$23,929$1,318$244$4,648Young
Adult57540$20,234$17,507$572$223$3,030Middle-
Age58231$32,848$720$254$4,113Middle-
Age59240$16,252$11,539$669$206$1,428Senior60321$75,225$
71,930$1,272$260$6,434Young
Adult61231$38,838$36,513$1,084$247$4,428Senior62321$60,9
93$44,220$1,476$257$6,675Middle-
Age63210$31,051$26,520$1,033$195$1,821Senior64111$43,84
7$847$244$4,264Middle-
Age65131$39,862$1,472$250$4,809Young
Adult66240$27,222$17,215$520$201$3,705Middle-
Age67240$27,651$18,644$501$195$3,661Young
Adult68321$53,650$50,636$1,292$259$7,043Young
Adult69510$42,168$39,108$490$221$1,739Senior70431$36,47
2$33,832$1,435$260$5,895Senior71221$66,346$1,914$247$6,5
84Middle-Age72411$63,572$54,048$1,123$249$6,165Middle-
Age73231$50,233$39,539$1,293$259$7,177Middle-
Age74340$35,466$28,368$776$212$3,949Middle-
Age75221$77,892$74,072$875$246$6,309Young
Adult76421$53,117$48,393$1,534$254$6,956Middle-
Age77421$56,310$41,558$1,283$261$7,363Senior78311$58,56
3$43,579$1,138$272$4,848Senior79231$33,105$976$249$3,63
4Senior80411$34,259$28,438$1,302$251$5,235Young
Adult81121$26,910$1,028$244$3,752Middle-
Age82531$36,065$28,020$640$278$5,430Middle-
Age83221$56,330$54,315$989$254$5,429Young
Adult84211$54,863$41,329$1,751$245$6,172Middle-
Age85531$48,304$752$265$5,131Young
Adult86340$36,373$32,341$428$207$3,187Senior87510$60,94
0$57,432$888$218$2,615Middle-
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Adult89221$59,064$53,545$943$255$4,752Young
Adult90340$32,061$27,840$577$202$983Young
Adult91141$27,377$815$254$3,233Middle-
Age92220$48,232$30,728$1,134$199$3,285Middle-
Age93321$62,280$52,654$1,278$259$4,497Middle-
Age94331$37,184$27,569$1,014$265$5,736Young
Adult95221$64,154$1,088$259$5,048Middle-
Age96221$86,398$43,989$1,137$241$6,145Middle-
Age97641$41,335$959$278$6,188Middle-
Age98421$62,522$55,855$831$265$7,345Young
Adult99330$41,490$35,158$578$205$3,144Senior100621$45,3
91$30,121$1,040$275$5,991Senior101221$39,367$1,233$245$
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Age103240$36,588$30,278$602$202$1,800Senior104230$48,72
6$48,694$622$203$3,120Young
Adult105311$75,208$1,503$254$6,411Senior106420$38,740$2
4,806$568$208$2,584Young
Adult107440$26,219$16,165$530$211$3,309Middle-
Age108241$32,806$771$242$4,410Middle-
Age109411$46,667$29,334$1,250$255$5,735Middle-
Age110421$65,115$53,755$1,300$259$5,481Young
Adult111330$40,397$31,725$576$214$2,916Middle-
Age112210$65,601$54,278$992$201$2,671Middle-
Age113110$43,657$848$191$4,311Middle-
Age114131$37,523$1,829$250$5,117Middle-
Age115321$73,734$73,481$1,731$264$4,112Senior116331$58,
580$51,488$670$261$3,671Young
Adult117311$55,806$37,384$1,676$257$6,247Middle-
Age118131$31,400$1,030$246$4,726Middle-
Age119331$48,455$31,331$635$270$5,719Middle-
Age120211$40,858$34,114$1,049$247$5,212Senior121221$59,
737$59,510$1,588$254$5,924Young
Adult122140$24,478$989$196$2,871Middle-
Age123440$36,395$27,650$655$215$3,067Senior124321$42,84
3$36,965$1,500$261$4,963Young
Adult125540$21,557$14,322$658$217$2,606Middle-
Age126330$37,186$24,577$689$204$2,759Young
Adult127130$34,806$681$207$2,592Young
Adult128231$35,479$21,271$964$255$3,933Young
Adult129640$30,584$17,372$586$223$4,229Middle-
Age130111$52,448$1,121$248$5,412Young
Adult131511$39,096$37,336$1,203$263$6,631Young
Adult132540$24,128$13,889$762$216$2,812Senior133140$46,
342$560$201$2,792Middle-
Age134340$23,302$20,987$626$223$2,961Senior135141$39,57
8$953$239$3,863Senior136221$49,132$36,007$2,171$250$6,7
96Young Adult137221$56,838$32,021$810$252$5,963Middle-
Age138421$61,955$57,445$1,460$253$6,727Middle-
Age139111$71,211$1,514$253$5,135Young
Adult140140$28,837$569$202$1,552Middle-
Age141530$34,354$22,543$778$228$5,593Middle-
Age142440$24,442$12,940$558$205$2,013Senior143540$22,25
9$19,683$680$223$2,408Middle-
Age144611$48,910$40,063$1,007$268$6,810Middle-
Age145140$25,713$814$191$2,163Young
Adult146341$22,991$14,387$1,252$257$4,661Young
Adult147221$84,820$70,096$1,467$245$6,661Young
Adult148140$27,721$723$198$2,082Middle-
Age149710$39,602$32,198$848$237$5,906Young
Adult150310$31,100$28,489$1,083$210$2,072Young
Adult151321$58,451$29,753$1,470$257$6,623Young
Adult152440$20,277$14,502$500$215$2,794Young
Adult153231$33,963$33,168$991$243$4,006Young
Adult154111$45,869$1,377$246$6,206Young
Adult155121$62,071$1,326$255$6,186Young
Adult156140$30,557$601$211$1,185Young
Adult157340$30,482$18,684$588$208$4,557Middle-
Age158311$90,488$68,619$1,537$262$7,904Senior159311$61,
174$35,481$1,601$261$4,504Senior160341$28,378$644$256$4
,375Young
Adult161321$39,847$32,802$1,573$253$5,097Young
Adult162140$37,154$657$201$1,348Young
Adult163510$42,841$33,961$892$213$2,551Middle-
Age164521$56,072$55,593$1,248$271$6,969Middle-
Age165330$33,442$21,920$770$201$2,584Young
Adult166411$28,822$22,936$959$257$8,190Senior167211$33,
018$871$249$4,591Young
Adult168321$30,225$1,117$260$4,560Young
Adult169531$42,178$40,211$1,269$278$6,286Middle-
Age170230$28,340$18,533$627$198$1,854Senior171231$43,02
7$38,600$1,235$251$4,694Middle-
Age172221$76,547$53,513$926$252$7,161Middle-
Age173340$41,275$35,920$1,120$206$3,826Middle-
Age174121$59,708$1,070$255$3,274Young
Adult175310$68,115$65,099$1,159$205$6,910Middle-
Age176330$25,755$20,267$847$209$2,171Middle-
Age177140$33,699$797$208$227Young
Adult178110$36,384$601$202$2,391Young
Adult179440$25,816$20,903$562$209$3,200Young
Adult180310$30,415$17,213$728$207$2,781Young
Adult181110$34,150$643$205$1,763Young
Adult182840$31,484$24,850$644$233$3,688Young
Adult183521$68,108$57,895$1,521$275$7,025Middle-
Age184440$26,788$26,101$1,059$203$3,864Middle-
Age185111$68,299$1,271$246$6,579Middle-
Age186331$36,015$1,150$252$3,073Middle-
Age187311$46,561$26,631$1,984$255$6,440Young
Adult188341$52,434$1,093$271$5,594Middle-
Age189240$37,650$32,230$534$201$2,158Young
Adult190431$34,308$25,247$963$254$5,121Young
Adult191411$53,576$48,666$1,108$257$4,263Middle-
Age192211$46,249$1,133$254$3,931Young
Adult193141$33,940$1,027$247$4,923Senior194141$37,924$6
53$248$4,017Young
Adult195440$26,167$16,259$553$212$2,353Young
Adult1961040$33,456$22,267$405$226$4,354Young
Adult197440$20,182$16,653$603$218$2,989Middle-
Age198321$65,699$50,202$1,065$263$4,977Middle-
Age199421$59,015$34,549$1,262$254$7,340Middle-
Age200621$81,366$45,443$1,800$267$7,850Senior201440$31,
198$20,115$497$213$2,092Young
Adult202321$40,383$31,270$1,086$256$5,276Young
Adult203330$24,578$23,269$1,286$207$3,154Middle-
Age204340$30,002$18,632$349$212$2,808Young
Adult205141$42,058$884$254$4,607Young
Adult206430$25,835$15,362$797$209$3,136Young
Adult207140$18,276$478$196$1,657Young
Adult208140$22,380$746$194$854Young
Adult209311$48,893$676$254$5,112Middle-
Age210410$60,953$58,573$1,186$205$3,374Senior211430$29,
322$17,787$674$212$1,582Middle-
Age212411$36,170$1,185$253$5,467Middle-
Age213321$70,692$69,115$1,088$252$6,915Young
Adult214511$36,742$19,478$1,304$262$5,697Senior215430$3
9,255$36,234$949$207$3,848Young
Adult216310$43,737$37,196$797$206$3,273Middle-
Age217420$41,401$33,059$724$205$2,554Young
Adult218440$23,779$17,567$784$207$2,954Young
Adult219420$53,165$33,644$1,740$199$6,727Senior220230$3
4,756$21,101$801$205$3,163Young
Adult221230$49,479$48,203$647$201$3,054Middle-
Age222120$72,949$1,522$200$3,729Middle-
Age223140$39,987$538$204$1,570Middle-
Age224110$34,204$838$197$1,855Young
Adult225240$38,975$32,867$369$192$2,494Middle-
Age226111$39,991$796$246$3,657Middle-
Age227440$18,706$9,549$690$214$2,672Young
Adult228430$52,965$37,370$766$214$5,498Middle-
Age229320$65,318$58,628$1,687$219$3,482Young
Adult230911$32,630$25,291$1,391$287$7,930Middle-
Age231210$56,645$47,472$797$197$2,910Middle-
Age232611$40,270$31,773$854$276$6,545Senior233440$33,53
8$26,083$617$215$2,375Middle-
Age234341$37,599$1,058$255$5,605Senior235111$59,579$1,1
61$254$5,364Young
Adult236430$32,271$17,847$818$211$3,191Young
Adult237211$41,427$1,377$249$4,882Young
Adult238330$37,235$20,488$745$206$2,100Young
Adult239231$31,519$1,218$245$4,669Young
Adult240121$73,980$823$244$3,831Young
Adult241441$20,514$18,732$629$266$4,441Young
Adult242321$81,612$1,787$254$6,863Young
Adult243411$65,717$1,251$263$6,689Young
Adult244311$50,155$1,068$254$4,262Middle-
Age245241$35,502$829$253$3,371Senior246331$40,874$33,44
6$1,217$260$6,199Middle-
Age247540$38,425$35,376$398$224$3,822Middle-
Age248531$30,045$25,054$924$271$6,338Young
Adult249611$31,644$19,893$821$266$5,859Young
Adult250240$34,052$17,805$585$200$2,030Middle-
Age251411$47,336$30,437$1,044$261$4,896Senior252221$38,
007$21,144$840$259$4,505Young
Adult253540$21,402$13,964$788$222$2,503Senior254241$39,
353$495$247$4,631Young
Adult255120$64,179$1,432$199$4,287Senior256121$67,184$7
56$242$4,742Young
Adult257340$43,163$22,622$941$208$2,491Middle-
Age258120$51,372$887$191$1,789Middle-
Age259540$23,763$21,360$953$226$3,829Senior260440$20,98
7$14,189$355$214$3,635Senior261330$49,819$36,911$960$21
1$2,853Young Adult262211$58,303$1,266$256$4,910Middle-
Age263420$71,130$39,826$1,262$216$5,036Senior264331$37,
375$985$255$3,616Senior265440$21,701$20,331$799$206$2,4
93Young Adult266140$27,700$728$203$555Middle-
Age267110$32,420$1,075$203$1,352Young
Adult268221$65,740$33,583$1,044$244$4,646Young
Adult269441$37,552$22,103$893$260$4,997Young
Adult270321$58,182$37,835$1,576$248$8,318Senior271241$3
4,662$22,798$724$245$4,596Young
Adult272340$38,634$27,213$549$207$2,706Middle-
Age273331$27,085$965$268$5,298Senior274321$60,590$1,167
$264$6,004Middle-
Age275221$98,881$74,825$1,295$249$6,608Middle-
Age276511$46,473$37,134$1,489$261$7,121Middle-
Age277131$54,374$804$252$5,410Young
Adult278211$64,630$62,321$1,585$249$7,559Young
Adult279231$39,320$1,259$254$4,220Young
Adult280330$31,461$20,949$888$207$2,621Senior281430$38,
389$21,554$712$222$3,712Middle-
Age282311$43,179$909$257$5,218Middle-
Age283340$31,721$25,940$525$210$1,619Middle-
Age284130$28,835$793$205$1,003Senior285211$65,852$44,59
5$908$246$6,546Middle-
Age286431$49,156$838$258$5,598Senior287521$57,772$48,72
3$1,070$269$6,650Senior288330$45,455$37,997$732$217$2,2
63Senior289131$46,890$577$244$5,140Young
Adult2901030$48,330$37,135$616$230$4,681Middle-
Age291330$50,724$38,092$653$201$5,330Middle-
Age292421$48,586$679$258$4,678Young
Adult293130$29,289$833$206$1,413Young
Adult294110$36,838$621$192$2,365Young
Adult295311$39,080$1,103$259$4,371Middle-
Age296540$21,382$16,970$557$215$2,265Middle-
Age297211$42,390$26,173$1,008$247$3,516Young
Adult298221$48,120$41,952$1,317$246$5,620Young
Adult299241$35,343$556$239$4,899Middle-
Age300521$75,049$55,657$1,380$272$5,384Middle-
Age301131$32,316$790$260$3,138Young
Adult302330$46,289$42,421$778$208$2,395Young
Adult303240$35,883$19,692$895$203$2,350Senior304331$37,
904$23,890$1,614$267$6,846Middle-
Age305331$54,901$28,768$1,306$266$5,224Middle-
Age306430$32,649$24,742$1,103$212$4,999Senior307241$16,
971$807$241$3,459Senior308341$34,431$805$258$5,426Middl
e-Age309540$30,539$22,543$334$213$2,962Young
Adult310140$32,697$623$202$1,340Young
Adult311421$84,886$1,141$260$6,490Middle-
Age312310$29,386$17,430$875$205$2,334Middle-
Age313440$24,109$20,314$389$211$2,560Young
Adult314211$36,493$32,221$1,434$248$5,504Middle-
Age315411$55,506$53,412$1,112$264$5,924Young
Adult316331$39,627$21,831$933$264$5,137Middle-
Age317240$28,910$14,855$490$203$1,129Senior318431$24,49
3$1,136$268$4,678Senior319311$41,965$36,335$1,242$256$6,
195Young
Adult320210$69,615$63,710$1,038$205$4,300Middle-
Age321321$41,069$1,493$259$3,374Senior322140$22,091$613
$208$2,562Young
Adult323611$40,813$21,383$1,039$266$5,677Middle-
Age324331$40,742$1,403$258$4,857Young
Adult325330$21,699$13,704$418$212$3,074Young
Adult326330$24,430$20,987$610$214$2,269Young
Adult327231$49,744$1,734$254$5,868Senior328440$19,316$1
0,680$760$212$3,452Senior329811$52,862$42,294$1,042$279
$8,323Middle-
Age330320$83,859$65,582$1,166$209$5,906Young
Adult331221$46,023$30,393$1,589$245$5,452Middle-
Age332140$26,351$623$201$2,097Senior333411$50,383$35,74
9$614$266$6,669Senior334511$36,630$22,871$1,295$268$7,4
37Senior335611$39,773$853$272$5,070Senior336230$38,891$
23,808$1,060$202$1,664Middle-
Age337531$42,323$28,427$866$279$5,509Young
Adult338321$43,891$43,745$1,707$257$6,445Young
Adult339521$71,659$70,436$1,138$267$5,896Middle-
Age340530$35,241$18,677$553$221$3,903Young
Adult341540$17,881$10,509$558$217$2,818Middle-
Age342340$35,310$25,405$675$203$2,738Middle-
Age343340$25,167$19,673$519$210$2,468Middle-
Age344140$24,859$509$201$2,119Middle-
Age345410$38,993$26,866$921$208$3,089Middle-
Age346531$30,384$24,582$1,432$264$6,805Young
Adult347321$56,967$37,901$1,050$268$7,739Middle-
Age348141$53,283$974$248$3,745Middle-
Age349411$44,436$32,162$1,217$264$6,412Young
Adult350440$30,527$27,055$765$209$2,204Young
Adult351521$95,583$71,599$1,253$262$9,104Middle-
Age352530$24,064$18,095$755$218$3,874Young
Adult353240$28,950$18,542$427$205$2,067Senior354230$33,
176$23,897$711$201$3,032Senior355420$37,297$28,010$1,83
0$212$5,425Senior356311$33,653$26,704$1,055$266$3,773Se
nior357230$33,723$27,480$622$192$1,588Middle-
Age358210$45,572$23,213$931$202$4,325Senior359310$46,67
2$28,877$1,054$215$2,258Senior360221$37,093$18,561$1,287
$248$3,511Young
Adult361230$36,588$32,728$729$199$3,123Middle-
Age362221$43,934$41,731$1,802$252$5,914Senior363340$28,
068$17,927$603$206$3,203Senior364121$75,737$1,596$249$5
,542Young
Adult365611$37,107$30,047$1,331$271$7,349Senior366421$6
2,634$59,352$1,355$256$4,343Middle-
Age367321$63,946$62,523$1,321$251$6,548Young
Adult368330$35,943$20,494$568$214$3,001Middle-
Age369141$24,992$579$242$3,225Young
Adult370521$48,643$36,651$1,439$264$6,628Young
Adult371230$27,160$26,619$707$201$2,765Senior372421$49,
699$1,516$250$5,072Middle-
Age373221$47,659$26,827$1,051$257$5,891Senior374330$39,
778$33,336$812$212$2,326Middle-
Age375710$31,090$21,586$694$231$4,468Senior376231$42,70
8$41,601$753$253$6,474Senior377430$31,238$29,402$827$21
6$3,579Young Adult378121$60,240$989$252$4,161Middle-
Age379410$37,117$34,071$523$206$4,268Senior380420$43,83
2$32,996$760$200$3,188Young
Adult381130$35,105$960$201$2,372Young
Adult382320$45,609$29,602$991$209$3,848Young
Adult383411$41,914$38,478$1,223$270$5,346Middle-
Age384311$51,202$29,289$1,619$267$6,031Senior385340$22,
393$11,802$549$213$3,051Senior386310$49,447$36,562$854$
208$4,042Senior387521$83,363$72,930$1,799$267$6,072Senio
r388240$25,997$13,295$566$209$1,817Middle-
Age389440$46,656$31,044$671$210$2,493Middle-
Age390321$56,857$49,696$1,533$247$7,728Young
Adult391511$49,943$34,731$873$267$6,309Middle-
Age392111$72,515$1,085$250$6,349Senior393210$53,248$44,
398$490$192$1,827Middle-
Age394221$35,572$31,433$914$249$3,566Young
Adult395431$32,425$31,348$1,176$253$5,659Young
Adult396230$46,271$40,282$941$208$1,490Young
Adult397311$85,621$81,979$1,827$260$6,289Middle-
Age398211$25,076$21,758$1,081$252$3,388Young
Adult399240$38,697$24,277$765$203$4,138Middle-
Age400540$32,794$32,704$405$216$3,187Young
Adult401240$26,101$13,983$538$204$2,049Middle-
Age402840$25,655$23,464$493$234$3,826Senior403330$44,15
8$32,616$719$225$2,609Young
Adult404631$24,114$13,577$925$265$4,894Young
Adult405540$24,503$16,321$453$218$1,974Middle-
Age406121$48,914$1,153$249$5,167Young
Adult407440$23,695$16,558$510$211$2,722Middle-
Age408541$30,372$799$279$4,205Young
Adult409230$24,306$15,467$540$199$3,300Senior410211$35,
079$29,542$961$257$5,067Young
Adult411110$25,886$820$205$1,551Young
Adult412210$45,625$40,583$887$199$3,250Young
Adult413331$39,341$34,520$773$270$6,248Young
Adult414241$32,433$22,666$780$248$3,482Senior415210$64,
570$62,590$931$202$3,311Middle-
Age416221$55,665$1,048$252$6,545Young
Adult417540$31,657$31,596$530$213$2,780Middle-
Age418421$85,374$53,417$1,103$255$6,845Young
Adult419121$76,800$1,237$258$4,260Young
Adult420231$38,681$33,853$956$251$5,524Young
Adult421940$26,380$22,382$648$232$4,229Middle-
Age422611$71,206$56,268$1,009$276$6,647Senior423221$69,
863$57,019$1,705$245$5,764Young
Adult424230$37,435$21,724$996$201$4,289Young
Adult425320$42,419$40,654$1,187$206$2,911Senior426130$4
3,482$735$200$1,783Young
Adult427511$48,439$44,434$1,147$262$5,940Senior428120$4
5,038$984$201$2,030Senior429140$33,087$633$211$818Youn
g Adult430121$45,993$1,689$248$4,652Middle-
Age431331$45,220$25,914$994$257$5,226Young
Adult432130$29,407$857$203$2,685Young
Adult433331$34,933$21,844$1,705$256$6,158Young
Adult434421$49,206$37,614$980$259$5,567Middle-
Age435431$61,764$1,066$250$6,303Young
Adult436221$64,982$34,370$1,700$261$5,562Middle-
Age437330$20,844$11,948$861$216$1,656Middle-
Age438210$53,607$33,620$831$194$2,489Young
Adult439430$38,481$31,892$475$210$2,301Middle-
Age440121$56,151$1,128$252$3,816Middle-
Age441240$31,118$30,705$595$204$3,482Senior442521$53,33
8$793$274$5,444Middle-
Age443630$25,246$15,707$954$222$4,001Senior444421$32,70
5$25,029$1,142$252$4,802Middle-
Age445521$79,696$42,497$814$273$7,041Young
Adult446240$24,327$24,250$628$194$1,675Senior447511$84,
098$60,049$1,213$267$5,861Young
Adult448340$23,653$15,052$474$216$1,623Middle-
Age449221$58,305$1,171$247$5,803Young
Adult450110$47,570$918$200$2,689Young
Adult451340$20,435$18,013$547$215$2,538Middle-
Age452221$84,675$1,068$249$4,130Young
Adult453510$42,603$30,072$931$220$2,958Young
Adult454310$35,043$18,189$930$207$2,340Young
Adult455430$18,782$13,096$719$206$3,330Young
Adult456110$32,125$597$196$1,597Young
Adult457321$38,157$27,643$727$264$5,260Middle-
Age458330$29,101$15,967$500$206$3,447Young
Adult459311$37,869$30,059$941$262$5,642Young
Adult460430$26,103$17,435$934$215$2,932Young
Adult461411$55,264$46,778$1,420$265$6,729Senior462230$2
9,718$17,955$1,240$206$2,851Senior463431$34,884$783$251
$3,871Middle-
Age464330$33,467$30,032$1,286$214$3,210Middle-
Age465130$18,119$1,452$211$3,523Young
Adult466821$46,100$44,847$820$286$6,840Young
Adult467311$48,369$1,222$259$5,107Middle-
Age468220$45,275$29,055$1,076$197$1,686Middle-
Age469131$35,430$1,029$259$3,978Young
Adult470340$42,249$32,387$615$208$2,658Middle-
Age471311$84,823$44,388$1,136$254$5,801Young
Adult472121$60,069$1,434$249$3,578Young
Adult473241$28,534$760$255$3,281Young
Adult474441$30,433$28,204$584$260$4,823Young
Adult475311$53,184$41,624$1,033$254$5,889Middle-
Age476130$49,358$562$205$2,962Young
Adult477131$41,628$1,732$253$5,370Young
Adult478331$46,389$1,780$258$6,341Young
Adult479211$85,051$1,307$246$5,460Young
Adult480330$46,703$40,502$1,078$205$3,606Young
Adult481340$33,268$17,587$680$208$1,909Middle-
Age482321$76,435$40,136$1,009$259$6,806Young
Adult483241$37,450$21,464$618$248$3,098Young
Adult484130$47,244$638$196$2,896Middle-
Age485330$57,525$29,514$1,001$213$3,436Middle-
Age486341$33,919$31,371$713$259$4,619Senior487311$50,64
3$37,465$1,436$261$5,744Middle-
Age488130$26,610$999$197$1,629Young
Adult489521$52,656$30,422$747$266$6,447Middle-
Age490231$49,255$35,491$1,280$253$4,684Middle-
Age491340$31,142$18,969$400$218$3,409Young
Adult492511$39,189$24,834$1,067$275$6,570Middle-
Age493340$46,379$26,253$484$215$1,458Young
Adult494131$42,313$883$248$3,132Middle-
Age495211$46,828$39,596$1,032$246$6,001Middle-
Age496310$42,758$34,067$1,184$197$3,194Middle-
Age497521$66,397$54,716$990$274$8,400Middle-
Age498221$43,599$33,364$1,603$253$5,675Middle-
Age499441$25,713$831$266$4,879Middle-
Age500141$39,187$948$251$3,278Middle-Age
Please type your answers here:
Q3Last NameFirst NamePosition
Michael H. Way: This variable identifies the player's primary
position.
For those who don't follow hockey:
C = centre
R = right wing
L = left wing
D = defenseman
G = goaltenderSalary
Michael H. Way: The player's salary for the season, in US$.
ForsbergPeterC$11,000,000SakicJoeC$9,832,727BlakeRobertD$
9,285,194RoyPatrickG$8,500,000FooteAdamD$4,200,000Hejdu
kMilanR$2,700,000DruryChrisC$2,500,000KeaneMikeR$1,500,
000de
VriesGregD$1,375,000YelleStephaneL$1,200,000SkoulaMartin
D$1,100,000TanguayAlexC$900,000MessierEricD$700,000Hino
teDanR$600,000ParkerScottR$574,750AubinSergeC$500,000M
uirBryanD$500,000PitlickLanceD$500,000ReinprechtStevenC$
475,000AebischerDavidG$450,000LarsenBradL$423,500Willsie
BrianR$423,500HahlRikuC$415,000VrbataRadimR$400,000
Q4
Please type your answers to question 4 here.
Q5
Please type your answers to question 5 here.
5)
_STDS_DG2E685C67NameData Set
#1GUIDDG2E685C67Format RangeFALSEVariable
LayoutColumnsVariable Names In CellsTRUEVariable Names
In 2nd CellsTRUEData Set Ranges1Data Sheet Format1Formula
Eval Cell1Num Stored Vars91 :
InfoVG2978062Fvar1ST_HouseholdTRUE041 : Ranges101 :
MultiRefs2 : InfoVG1C571486var2ST_FamilySizeTRUE042 :
Ranges12 : MultiRefs3 :
InfoVG33E57EAAvar3ST_LocationTRUE043 : Ranges13 :
MultiRefs4 : InfoVG28D50A3Cvar4ST_OwnershipTRUE044 :
Ranges14 : MultiRefs5 :
InfoVG1E40085Fvar5ST_FirstIncomeTRUE045 : Ranges528475
: MultiRefs6 :
InfoVG2E2AA31Evar6ST_SecondIncomeTRUE046 : Ranges06 :
MultiRefs7 :
InfoVG3A059CE1var7ST_MonthlyPaymentTRUE047 :
Ranges6067 : MultiRefs8 :
InfoVG26491A6Fvar8ST_UtilitiesTRUE048 : Ranges2148 :
MultiRefs9 : InfoVG25E3D7C5var9ST_DebtTRUE049 :
Ranges17969 : MultiRefs

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