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Preliminary Test – CFA®
Program
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 Design Document
Document Control
Prepared by: Mohamed Farouk
Version no: 0.1
Version date: 22.06.2015
Status: Initial Draft Approved Document Minor Revision Major Revision
Version history
Version no. Date Changed by Nature of amendment
0.1 22.06.2015 Mohamed Farouk Initial draft
Contents
Design ...........................................................................................................................................................2
Purpose...................................................................................................................................................................2
Analysis...................................................................................................................................................................2
Development and Structure ...........................................................................................................................2
Grading .........................................................................................................................................................2
Testing Rules .................................................................................................................................................2
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Preliminary Test – CFA®
Program
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Design
Purpose
To test the basic knowledge level required for enrolling into the CFA® program – Level I.
Analysis
The focus of this test will be on investment tools as the core topics of the CFA® program; including, Financial
Reporting & Analysis, economics, quantitative methods, and corporate finance. Other topics (asset classes and
portfolio management) are a bit advanced for a preliminary test.
The specific areas covered under the test are:
 Basic accounting and financial analysis rules
 Time value of money concept and its application for projects’ evaluation
 Statistics and probability concepts
 Micro and macro economics
Development and Structure
The test is developed on a knowledge level as per Bloom’s taxonomy. Some questions are set with above
average level of difficulty to assess the analytical and time management skills of participants.
This is a paper & pencil time-based test with total allocated time of 60 minutes. Similar to CFA-level I actual test,
MCQ average estimated time is 1.5 minutes each. Most of the questions are based on the curriculum and
Schweser Notes with some minor amendments. The test is delivered in two sections; multiple choice questions,
and essay questions.
Grading
Testing Rules
 No calculator is required.
 Electronic devices are not allowed.
 External documents are not allowed.
 Other rules apply as per the client’s testing policy (e.g. beverages, brief toilet breaks, etc…)
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Preliminary Test – CFA®
Program
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 Test
Table of Contents
Test Structure ................................................................................................................................................3
PART I: Multiple Choice Questions..................................................................................................................4
Financial Reporting and Analysis............................................................................................................................4
Quantitative Methods and Corporate Finance ......................................................................................................6
Economics...............................................................................................................................................................7
PART II: Essay Questions ................................................................................................................................8
Financial Reporting and Analysis (11 minutes) ......................................................................................................8
Quantitative Methods and Corporate Finance (5 minutes)...................................................................................8
Economics (5 minutes) ...........................................................................................................................................8
Test Structure
This test covers the basic knowledge level required for enrolling into CFA® program. It covers accounting,
economics, and financial mathematics. The test is delivered in two sections; multiple choice questions, and
essay questions. Total time allocated for the test is 60 minutes. Good Luck!
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PART I: Multiple Choice Questions
From A, B, and C; circle the letter associated with the most appropriate answer. Time allocated for multiple
choice questions is 1.5 minutes each.
Financial Reporting and Analysis
1. A firm's financial position at a specific point in time is reported in the:
A. Balance sheet.
B. Income statement.
C. Cash flow statement.
2. Information about accounting estimates, assumptions, and methods chosen for reporting is most likely
found in:
A. The auditor's opinion.
B. Financial statement notes.
C. Management's Discussion and Analysis.
3. If an auditor finds that a company's financial statements have made a specific exception to applicable
accounting principles, she is most likely to issue a:
A. Dissenting opinion.
B. Cautionary note.
C. Qualified opinion.
4. Which of the following statements least accurately describes a role of financial statement analysis?
A. Use the information in financial statements to make economic decisions.
B. Provide reasonable assurance that the financial statements are free of material errors.
C. Evaluate an entity's financial position and past performance to form opinions about its future
ability to earn profits and generate cash flow.
5. Accounts receivable and accounts payable are most likely classified as which financial statement
elements?
Accounts receivable Accounts payable
A. Assets Liabilities
B. Revenues Liabilities
C. Revenues Expenses
6. Annual depreciation and accumulated depreciation are most likely classified as which financial
statement elements?
Depreciation Accumulated depreciation
A. Expenses Contra Liabilities
B. Expenses Contra Assets
C. Liabilities Contra Assets
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Program
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7. The Balance Sheet equation is stated as:
A.
B.
C. –
8. A decrease in assets would least likely be consistent with a(n):
A. Increase in expenses.
B. Decrease in revenues.
C. Increase in contributed capital.
9. If a firm raises $10 million by issuing new common stock, which of its financial statements will reflect the
transaction?
A. Income statement and statement of owners' equity.
B. Balance sheet, income statement, and cash flow statement.
C. Balance sheet, cash flow statement, and statement of owners' equity.
10. An auditor needs to review all of a company's transactions that took place between August 15 and
August 17 of the current year. To find this information, she would most likely consult the company's:
A. General ledger.
B. General journal.
C. Financial statements.
11. A company sells KWD 10,000 of office supplies to a customer in March, Who pays the invoice in April.
The month of revenue recognition for the company under cash basis and accrual basis will be:
Cash basis Accrual basis
A. April April
B. March April
C. April March
12. Which is least likely one of the conclusions about the impact of a change in financial reporting standards
that might appear in management's discussion and analysis?
A. Management has chosen not to implement the new standard.
B. Management is currently evaluating the impact of the new standard.
C. The new standard will not have a material impact on the company's financial statements.
13. Which principle requires that cost of goods sold be recognized in the same period in which the sale of
the related inventory is recorded?
A. Going concern.
B. Certainty.
C. Matching.
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14. Which of the following would least likely increase pretax income?
A. Decreasing the bad debt expense estimate.
B. Increasing the useful life of an intangible asset.
C. Decreasing the residual value of a depreciable tangible asset.
Quantitative Methods and Corporate Finance
1. How much must be invested today at 0%, to have KWD 100 in three years?
A. KWD 77.75
B. KWD 100.00
C. KWD 126.30
2. Should a company accept a project that has an IRR of 14% and an NPV of $2.8 million if the cost of
capital is 12%?
A. Yes, based only on the NPV.
B. Yes, based on the NPV and the IRR.
C. No, based on both the NPV and IRR.
3. Which measure of central tendency is most affected by including rare but very large positive values?
A. Mean
B. Median
C. Mode
4. At a charity ball, 10 names are put into a hat. Two of the names are identical. On a random draw, what is
the probability that one of these two names will be drawn?
A. 0.04
B. 0.05
C. 0.20
5. Which of the following values cannot be the probability of an event?
A. 0.00
B. 1.00
C. 1.25
6. Two mutually exclusive events:
A. Always occur together.
B. Cannot occur together.
C. Can sometimes occur together.
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Economics
1. A shift in the supply curve of bread is least likely to result from a change in:
A. Wages of bakers.
B. The price of bread.
C. The price of wheat.
2. If quantity supplied of refrigerators exceeds quantity demanded at the current market price, the most
likely market response would be a(n):
A. Stable market disequilibrium.
B. Increase in demand for refrigerators.
C. Decrease in the price of refrigerators.
3. The observation “as a price of good falls, buyers buy more of it” is best known as:
A. Consumer surplus.
B. The law of demand.
C. The market mechanism.
4. An oligopolistic industry has:
A. Few barriers to entry.
B. Few economies of scale.
C. A great deal of interdependence among firms.
5. As a measure of general price level (inflation), CPI stands for:
A. Cost Performance Index.
B. Consumer Price Index.
C. Critical Performance Indicator.
6. Real GDP is best described as the value of:
A. Current output measured at current prices.
B. Current output measured at base-year prices.
C. Base-year output measured at current prices.
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PART II: Essay Questions
Answer the following questions. Time allocated for each question is provided.
Financial Reporting and Analysis (11 minutes)
What are the three major components (sections) of Balance Sheet and Cash Flow Statement?
List three sources of financial information about a given corporation.
List two reasons for performing a financial analysis.
Quantitative Methods and Corporate Finance (5 minutes)
Explain the difference between descriptive and inferential statistics.
Economics (5 minutes)
What is the meaning of opportunity cost? For a manufacturing company; what is the opportunity cost from
holding excessive cash balance?
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Program
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 Model Answers
PART I: Multiple Choice Questions
Financial Reporting and Analysis
15. A
The balance sheet reports a company's financial position as of a specific date. The income statement,
cash flow statement, and statement of changes in owners' equity show the company's performance
during a specific period.
16. B
Information about accounting methods and estimates is contained in the footnotes to the financial
statements.
17. C
An auditor will issue a qualified opinion if the financial statements make any exceptions to applicable
accounting standards and will explain the effect of these exceptions in the auditor's report.
18. B
This statement describes the role of an auditor, rather than the role of an analyst. The other responses
describe the role of financial statement analysis.
19. A
Accounts receivable are an asset and accounts payable are a liability.
20. B
Annual depreciation is an expense. Accumulated depreciation is a contra asset account that typically
offsets the historical cost of property, plant, and equipment.
21. B
By definition
22. C
The expanded accounting equation shows that
— — . A decrease in assets is
consistent with an increase in expenses or a decrease in revenues but not with an increase in
contributed capital.
23. C
The $10 million raised appears on the cash flow statement as a cash inflow from financing and on the
statement of owners' equity as an increase in contributed capital. Both assets (cash) and equity common
stock) increase on the balance sheet. The income statement is unaffected by stock issuance.
24. B
The general journal lists all of the company's transactions by date. The general ledger lists them by
account.
25. C
Under the cash basis, the seller recognizes the sale in April, when the cash is received. Under the accrual
basis, the seller recognizes the sale in March, when it issues the invoice.
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26. A
Management can discuss the impact of adopting the new standard, conclude that it does not apply or
will have no material impact, or state that they are still evaluating the potential impact.
27. C
The matching principle requires that the expenses incurred to generate the revenue be recognized in
the same accounting period as the revenue.
28. C
Decreasing the residual (salvage) value of a depreciable long-lived asset will result in higher depreciation
expense and, thus, lower pretax income.
Quantitative Methods and Corporate Finance
1. B
Since no interest is earned, there is no Time Value of Money (TVM). KWD 100 is needed today to have
KWD 100 in three years.
2. B
The project should be accepted on the basis of its positive NPV and its IRR exceeding the cost of capital.
3. A
Mean as a measure of central tendency is most affected by the presence of outliers in the data.
4. C
5. C
Probabilities may range from 0 (meaning no chance of occurrence) through 1 (which means a sure
thing).
6. B
One or the other may occur, but not both.
Economics
1. B
Supply changes in response to a change in the cost of inputs (labor or materials). A change in the price of
the product is a movement along the supply curve (change in quantity supplied), not a shift of the supply
curve.
2. C
The price of refrigerators is likely to decline as inventories build and producers compete for business.
Quantity demanded of refrigerators is likely to increase as price decreases, but the demand curve for
refrigerators will not change as a result. A change in price is a movement along the demand curve to a
different quantity, not a change in demand.
3. B
By definition.
4. C
An oligopolistic industry has a great deal of interdependence among firms. One firm's pricing decisions
or advertising activities will affect the other firms.
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5. B
By definition.
6. B
Real GDP is the value of current period output calculated using prices from a base year.
PART II: Essay Questions
Financial Reporting and Analysis
 The major components of Balance Sheet are:
o Assets
o Liabilities
o Owners’ Equity
 The major components of Cash Flow Statement are:
o Cash flow from operating activities
o Cash flow from investing activities
o Cash flow from financing activities
 Sources of financial information about a given corporation:
o Financial statements
o Notes to the financial statements (disclosures)
o Management's commentary (management’s discussion and analysis (MD&A))
o Corporate press releases
o Reliable media
 Reasons for performing a financial analysis:
o Valuation of equity securities
o Assessment of credit risk
o Performance of due diligence in an acquisition
o Evaluation of a subsidiary's performance relative to other business units
Quantitative Methods and Corporate Finance
Descriptive statistics are used to summarize the important characteristics of large data sets to
consolidate a mass of numerical data into useful information. Inferential statistics refers to using
statistics to make forecasts, estimates, or judgments about a large set of data on the basis of the
statistical characteristics of a smaller set (a sample).
Economics
Opportunity cost refers to the items given up when making a choice. In other words it’s the next best
alternative. The opportunity cost from holding excessive cash is represented in the forgone revenues
from deploying the excess cash into production.
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Preliminary Test for CFA Program

  • 1. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 1 of 11  Design Document Document Control Prepared by: Mohamed Farouk Version no: 0.1 Version date: 22.06.2015 Status: Initial Draft Approved Document Minor Revision Major Revision Version history Version no. Date Changed by Nature of amendment 0.1 22.06.2015 Mohamed Farouk Initial draft Contents Design ...........................................................................................................................................................2 Purpose...................................................................................................................................................................2 Analysis...................................................................................................................................................................2 Development and Structure ...........................................................................................................................2 Grading .........................................................................................................................................................2 Testing Rules .................................................................................................................................................2 N ot For R elease
  • 2. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 2 of 11 Design Purpose To test the basic knowledge level required for enrolling into the CFA® program – Level I. Analysis The focus of this test will be on investment tools as the core topics of the CFA® program; including, Financial Reporting & Analysis, economics, quantitative methods, and corporate finance. Other topics (asset classes and portfolio management) are a bit advanced for a preliminary test. The specific areas covered under the test are:  Basic accounting and financial analysis rules  Time value of money concept and its application for projects’ evaluation  Statistics and probability concepts  Micro and macro economics Development and Structure The test is developed on a knowledge level as per Bloom’s taxonomy. Some questions are set with above average level of difficulty to assess the analytical and time management skills of participants. This is a paper & pencil time-based test with total allocated time of 60 minutes. Similar to CFA-level I actual test, MCQ average estimated time is 1.5 minutes each. Most of the questions are based on the curriculum and Schweser Notes with some minor amendments. The test is delivered in two sections; multiple choice questions, and essay questions. Grading Testing Rules  No calculator is required.  Electronic devices are not allowed.  External documents are not allowed.  Other rules apply as per the client’s testing policy (e.g. beverages, brief toilet breaks, etc…) N ot For R elease
  • 3. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 3 of 11  Test Table of Contents Test Structure ................................................................................................................................................3 PART I: Multiple Choice Questions..................................................................................................................4 Financial Reporting and Analysis............................................................................................................................4 Quantitative Methods and Corporate Finance ......................................................................................................6 Economics...............................................................................................................................................................7 PART II: Essay Questions ................................................................................................................................8 Financial Reporting and Analysis (11 minutes) ......................................................................................................8 Quantitative Methods and Corporate Finance (5 minutes)...................................................................................8 Economics (5 minutes) ...........................................................................................................................................8 Test Structure This test covers the basic knowledge level required for enrolling into CFA® program. It covers accounting, economics, and financial mathematics. The test is delivered in two sections; multiple choice questions, and essay questions. Total time allocated for the test is 60 minutes. Good Luck! N ot For R elease
  • 4. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 4 of 11 PART I: Multiple Choice Questions From A, B, and C; circle the letter associated with the most appropriate answer. Time allocated for multiple choice questions is 1.5 minutes each. Financial Reporting and Analysis 1. A firm's financial position at a specific point in time is reported in the: A. Balance sheet. B. Income statement. C. Cash flow statement. 2. Information about accounting estimates, assumptions, and methods chosen for reporting is most likely found in: A. The auditor's opinion. B. Financial statement notes. C. Management's Discussion and Analysis. 3. If an auditor finds that a company's financial statements have made a specific exception to applicable accounting principles, she is most likely to issue a: A. Dissenting opinion. B. Cautionary note. C. Qualified opinion. 4. Which of the following statements least accurately describes a role of financial statement analysis? A. Use the information in financial statements to make economic decisions. B. Provide reasonable assurance that the financial statements are free of material errors. C. Evaluate an entity's financial position and past performance to form opinions about its future ability to earn profits and generate cash flow. 5. Accounts receivable and accounts payable are most likely classified as which financial statement elements? Accounts receivable Accounts payable A. Assets Liabilities B. Revenues Liabilities C. Revenues Expenses 6. Annual depreciation and accumulated depreciation are most likely classified as which financial statement elements? Depreciation Accumulated depreciation A. Expenses Contra Liabilities B. Expenses Contra Assets C. Liabilities Contra Assets N ot For R elease
  • 5. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 5 of 11 7. The Balance Sheet equation is stated as: A. B. C. – 8. A decrease in assets would least likely be consistent with a(n): A. Increase in expenses. B. Decrease in revenues. C. Increase in contributed capital. 9. If a firm raises $10 million by issuing new common stock, which of its financial statements will reflect the transaction? A. Income statement and statement of owners' equity. B. Balance sheet, income statement, and cash flow statement. C. Balance sheet, cash flow statement, and statement of owners' equity. 10. An auditor needs to review all of a company's transactions that took place between August 15 and August 17 of the current year. To find this information, she would most likely consult the company's: A. General ledger. B. General journal. C. Financial statements. 11. A company sells KWD 10,000 of office supplies to a customer in March, Who pays the invoice in April. The month of revenue recognition for the company under cash basis and accrual basis will be: Cash basis Accrual basis A. April April B. March April C. April March 12. Which is least likely one of the conclusions about the impact of a change in financial reporting standards that might appear in management's discussion and analysis? A. Management has chosen not to implement the new standard. B. Management is currently evaluating the impact of the new standard. C. The new standard will not have a material impact on the company's financial statements. 13. Which principle requires that cost of goods sold be recognized in the same period in which the sale of the related inventory is recorded? A. Going concern. B. Certainty. C. Matching. N ot For R elease
  • 6. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 6 of 11 14. Which of the following would least likely increase pretax income? A. Decreasing the bad debt expense estimate. B. Increasing the useful life of an intangible asset. C. Decreasing the residual value of a depreciable tangible asset. Quantitative Methods and Corporate Finance 1. How much must be invested today at 0%, to have KWD 100 in three years? A. KWD 77.75 B. KWD 100.00 C. KWD 126.30 2. Should a company accept a project that has an IRR of 14% and an NPV of $2.8 million if the cost of capital is 12%? A. Yes, based only on the NPV. B. Yes, based on the NPV and the IRR. C. No, based on both the NPV and IRR. 3. Which measure of central tendency is most affected by including rare but very large positive values? A. Mean B. Median C. Mode 4. At a charity ball, 10 names are put into a hat. Two of the names are identical. On a random draw, what is the probability that one of these two names will be drawn? A. 0.04 B. 0.05 C. 0.20 5. Which of the following values cannot be the probability of an event? A. 0.00 B. 1.00 C. 1.25 6. Two mutually exclusive events: A. Always occur together. B. Cannot occur together. C. Can sometimes occur together. N ot For R elease
  • 7. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 7 of 11 Economics 1. A shift in the supply curve of bread is least likely to result from a change in: A. Wages of bakers. B. The price of bread. C. The price of wheat. 2. If quantity supplied of refrigerators exceeds quantity demanded at the current market price, the most likely market response would be a(n): A. Stable market disequilibrium. B. Increase in demand for refrigerators. C. Decrease in the price of refrigerators. 3. The observation “as a price of good falls, buyers buy more of it” is best known as: A. Consumer surplus. B. The law of demand. C. The market mechanism. 4. An oligopolistic industry has: A. Few barriers to entry. B. Few economies of scale. C. A great deal of interdependence among firms. 5. As a measure of general price level (inflation), CPI stands for: A. Cost Performance Index. B. Consumer Price Index. C. Critical Performance Indicator. 6. Real GDP is best described as the value of: A. Current output measured at current prices. B. Current output measured at base-year prices. C. Base-year output measured at current prices. N ot For R elease
  • 8. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 8 of 11 PART II: Essay Questions Answer the following questions. Time allocated for each question is provided. Financial Reporting and Analysis (11 minutes) What are the three major components (sections) of Balance Sheet and Cash Flow Statement? List three sources of financial information about a given corporation. List two reasons for performing a financial analysis. Quantitative Methods and Corporate Finance (5 minutes) Explain the difference between descriptive and inferential statistics. Economics (5 minutes) What is the meaning of opportunity cost? For a manufacturing company; what is the opportunity cost from holding excessive cash balance? N ot For R elease
  • 9. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 9 of 11  Model Answers PART I: Multiple Choice Questions Financial Reporting and Analysis 15. A The balance sheet reports a company's financial position as of a specific date. The income statement, cash flow statement, and statement of changes in owners' equity show the company's performance during a specific period. 16. B Information about accounting methods and estimates is contained in the footnotes to the financial statements. 17. C An auditor will issue a qualified opinion if the financial statements make any exceptions to applicable accounting standards and will explain the effect of these exceptions in the auditor's report. 18. B This statement describes the role of an auditor, rather than the role of an analyst. The other responses describe the role of financial statement analysis. 19. A Accounts receivable are an asset and accounts payable are a liability. 20. B Annual depreciation is an expense. Accumulated depreciation is a contra asset account that typically offsets the historical cost of property, plant, and equipment. 21. B By definition 22. C The expanded accounting equation shows that — — . A decrease in assets is consistent with an increase in expenses or a decrease in revenues but not with an increase in contributed capital. 23. C The $10 million raised appears on the cash flow statement as a cash inflow from financing and on the statement of owners' equity as an increase in contributed capital. Both assets (cash) and equity common stock) increase on the balance sheet. The income statement is unaffected by stock issuance. 24. B The general journal lists all of the company's transactions by date. The general ledger lists them by account. 25. C Under the cash basis, the seller recognizes the sale in April, when the cash is received. Under the accrual basis, the seller recognizes the sale in March, when it issues the invoice. N ot For R elease
  • 10. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 10 of 11 26. A Management can discuss the impact of adopting the new standard, conclude that it does not apply or will have no material impact, or state that they are still evaluating the potential impact. 27. C The matching principle requires that the expenses incurred to generate the revenue be recognized in the same accounting period as the revenue. 28. C Decreasing the residual (salvage) value of a depreciable long-lived asset will result in higher depreciation expense and, thus, lower pretax income. Quantitative Methods and Corporate Finance 1. B Since no interest is earned, there is no Time Value of Money (TVM). KWD 100 is needed today to have KWD 100 in three years. 2. B The project should be accepted on the basis of its positive NPV and its IRR exceeding the cost of capital. 3. A Mean as a measure of central tendency is most affected by the presence of outliers in the data. 4. C 5. C Probabilities may range from 0 (meaning no chance of occurrence) through 1 (which means a sure thing). 6. B One or the other may occur, but not both. Economics 1. B Supply changes in response to a change in the cost of inputs (labor or materials). A change in the price of the product is a movement along the supply curve (change in quantity supplied), not a shift of the supply curve. 2. C The price of refrigerators is likely to decline as inventories build and producers compete for business. Quantity demanded of refrigerators is likely to increase as price decreases, but the demand curve for refrigerators will not change as a result. A change in price is a movement along the demand curve to a different quantity, not a change in demand. 3. B By definition. 4. C An oligopolistic industry has a great deal of interdependence among firms. One firm's pricing decisions or advertising activities will affect the other firms. N ot For R elease
  • 11. Preliminary Test – CFA® Program Disclaimer: All rights reserved. Unauthorized duplication or distribution is strictly prohibited. Page 11 of 11 5. B By definition. 6. B Real GDP is the value of current period output calculated using prices from a base year. PART II: Essay Questions Financial Reporting and Analysis  The major components of Balance Sheet are: o Assets o Liabilities o Owners’ Equity  The major components of Cash Flow Statement are: o Cash flow from operating activities o Cash flow from investing activities o Cash flow from financing activities  Sources of financial information about a given corporation: o Financial statements o Notes to the financial statements (disclosures) o Management's commentary (management’s discussion and analysis (MD&A)) o Corporate press releases o Reliable media  Reasons for performing a financial analysis: o Valuation of equity securities o Assessment of credit risk o Performance of due diligence in an acquisition o Evaluation of a subsidiary's performance relative to other business units Quantitative Methods and Corporate Finance Descriptive statistics are used to summarize the important characteristics of large data sets to consolidate a mass of numerical data into useful information. Inferential statistics refers to using statistics to make forecasts, estimates, or judgments about a large set of data on the basis of the statistical characteristics of a smaller set (a sample). Economics Opportunity cost refers to the items given up when making a choice. In other words it’s the next best alternative. The opportunity cost from holding excessive cash is represented in the forgone revenues from deploying the excess cash into production. N ot For R elease