Management motivation for using financial derivatives in Australia.Abstract: This study takes a direct approach to determine management motivation for the use of financial derivatives derivatives In finance, contracts whose value is derived from another asset, which can include stocks, bonds, currencies, interest rates, commodities, and related indexes. Purchasers of derivatives are essentially wagering on the future performance of that asset. . We survey a sample of Australian Australian pertaining to or originating in Australia. Australian bat lyssavirus disease see Australian bat lyssavirus disease. Australian cattle dog a medium-sized, compact working dog used for control of cattle. firms on attitudes to derivative derivative: see calculus. derivative In mathematics, a fundamental concept of differential calculus representing the instantaneous rate of change of a function. use and financial risk management. Management views are sought on the importance of a series of theoretical reasons for using derivatives. Generally, we find that managers are focused on the broad reduction of risk and volatility Volatility 1. A statistical measure of the tendency of a market or security to rise or fall sharply within a period of time. 2. A variable in option pricing formulas that denotes the extent to which the return of the underlying asset will fluctuate between now and the of cash flows and earnings in using derivatives. Specific issues such as reducing bankruptcy bankruptcy, in law, settlement of the liabilities of a person or organization wholly or partially unable to meet financial obligations. The purposes are to distribute, through a court-appointed receiver, the bankrupt's assets equitably among creditors and, in most costs, debt levels and taxation are not considered as important. A further interesting result from this research is that even though firms may use derivatives they may not necessarily hedge all of their annual exposures across different financial risks. This helps explain the inconsistency in·con·sis·ten·cy n. pl. in·con·sis·ten·cies 1. The state or quality of being inconsistent. 2. Something inconsistent: many inconsistencies in your proposal. of results in many empirical studies Empirical studies in social sciences are when the research ends are based on evidence and not just theory. This is done to comply with the scientific method that asserts the objective discovery of knowledge based on verifiable facts of evidence. on the determinants of derivative use. Keywords Keywords are the words that are used to reveal the internal structure of an author's reasoning. While they are used primarily for rhetoric, they are also used in a strictly grammatical sense for structural composition, reasoning, and comprehension. : DERIVATIVES; RISK MANAGEMENT; HEDGING; FINANCIAL RISK. 1. Introduction Positive theories to explain financial risk management require a considerable number of assumptions concerning the objectives of management. Due to the complex agency relationships within the firm, management objectives could include maximising the wealth of numerous stakeholders Stakeholders All parties that have an interest, financial or otherwise, in a firm-stockholders, creditors, bondholders, employees, customers, management, the community, and the government. such as shareholders, debtholders and management. Irrespective of irrespective of prep. Without consideration of; regardless of. irrespective of preposition despite whether these objectives are mutually exclusive Adj. 1. mutually exclusive - unable to be both true at the same time contradictory incompatible - not compatible; "incompatible personalities"; "incompatible colors" or independent, the firm can be influenced in many direct and indirect ways by financial risks. Movements in exchange rates, interest rates and commodity prices may affect stakeholders' value in many different ways. Financial derivatives are one avenue for firms to manage financial risks and are often used to hedge exposures to foreign-currency, interest-rate and commodity-price movements. In this study a direct approach is taken to the determination of why firms use derivatives. A sample of managers of Australian publicly listed firms Listed firm A company whose stock trades on a stock exchange, and conforms to listing requirements. is surveyed to determine incentives for the use of derivatives. Theoretical incentives are incorporated and managements' views requested on the importance of these variables. The types of financial risks that are managed are also assessed. Data is collected on the types of derivative contracts used and the extent to which management use derivatives to cover their financial exposure. Consideration is given as to how management assess their risk exposure and how much of the exposure is covered. The results are considered in the context of the empirical em·pir·i·cal adj. 1. Relying on or derived from observation or experiment. 2. Verifiable or provable by means of observation or experiment. 3. evidence on financial risk exposure. The paper is organised as follows. Section 2 provides a brief review of the literature. Section 3 details the data and method and section 4 provides a discussion of the results. Section 5 provides a conclusion to the work. 2. Literature Review Management have incentives to implement risk management policies if the value of the firm can be increased. A review of literature shows that there are theoretical reasons to support risk management at the firm level. These reasons are discussed in the context of the following key statements: * Risk management may reduce financial distress costs Financial distress costs Legal and administrative costs of liquidation or reorganization. Also includes implied costs associated with impaired ability to do business (indirect costs). and agency costs Agency Costs The costs resulting from an agent performing services for a principal. Notes: Agency costs are generally the commissions earned by agents. See also: Agency Problem, Agent, Principal Agency costs ; * There are economies of scale if risk management is undertaken at the firm level rather than the shareholder level; * Different taxation rates between individuals and firms result in different outcomes; and * Risk management may assist the firm in minimising the costs of external financing In the theory of capital structure, External financing is the phrase used to describe funds that firms obtain from outside of the firm. It is contrasted to internal financing which consists mainly of profits retained by the firm for investment. . Generally, these factors are regarded as breaches of the assumptions underlying the work of Modigliani Mo·di·glia·ni , Amedeo 1884-1920. Italian painter and sculptor noted for the graceful elongated lines of his portraits and nudes, including Reclining Nude (1917). Noun 1. and Miller (1958). Financial risks can increase the cost of financial distress Financial distress Events preceding and including bankruptcy, such as violation of loan contracts. (Smith & Stulz 1985). Increases in financial risks may increase the volatility in earnings, which may result in the breach of debt covenants, signalling financial distress. Risk management may reduce volatility of earnings resulting in a reduction in the probability of bankruptcy and hence financial distress costs. There are a number of agency issues that may be relevant in the context of risk management. Myers Myers can refer to: People
Risk management may also be relatively more costly for individuals as it requires considerable expertise that may only be viable on a large scale, in addition, shareholders are unlikely to have sufficient information about firm activity to be able to implement risk management strategies in a timely manner. Information available to shareholders is only a snapshot (1) A saved copy of memory including the contents of all memory bytes, hardware registers and status indicators. It is periodically taken in order to restore the system in the event of failure. (2) A saved copy of a file before it is updated. of firm activity and managers are more likely to be in a better position to make more timely decisions about risk management. Reducing exposure to financial risks may also reduce income tax through reductions in taxable income Under the federal tax law, gross income reduced by adjustments and allowable deductions. It is the income against which tax rates are applied to compute an individual or entity's tax liability. The essence of taxable income is the accrual of some gain, profit, or benefit to a taxpayer. . In a progressive tax system, high volatility in taxable income will result in an increase in the overall taxation expected to be paid and hence a decrease in firm value. Hedging reduces the volatility of taxable income and therefore reduces expected taxes. Smith and Stulz (1985) discuss the effect of the convexity Convexity A measure of the curvature in the relationship between bond prices and bond yields. Notes: Positive convexity corresponds to curvature that opens upward. Negative convexity corresponds to curvature that opens downward. in the tax schedule being at zero taxable income when tax losses are not treated equally as tax gains. The benefit from a tax loss is not immediately available but tax on a gain is immediately payable. If firms can adopt a policy that results in the minimisation n. 1. minimization. Noun 1. minimisation - the act of reducing something to the least possible amount or degree or position minimization reduction, step-down, diminution, decrease - the act of decreasing or reducing something of losses and the maximisation of tax credits then the expected income tax can be reduced. In addition, firms may be exposed to a taxation system that differs from individuals. Firms may be able to claim losses from risk management strategies against taxable income whereas individuals may not always be allowed to claim capital losses against personal income. (1) Reducing exposure to financial risks may increase shareholder value by harmonising financial and investment decisions (Froot, Scharfstein & Stein Stein , William Howard 1911-1980. American biochemist. He shared a 1972 Nobel Prize for pioneering studies of ribonuclease. 1993). When raising external capital is costly due to transaction costs Transaction Costs Costs incurred when buying or selling securities. These include brokers' commissions and spreads (the difference between the price the dealer paid for a security and the price they can sell it). , firms may underinvest. Derivatives can be used to increase shareholder value by coordinating co·or·di·nate n. 1. One that is equal in importance, rank, or degree. 2. coordinates A set of articles, as of clothing or luggage, designed to match or complement one other, as in style or color. 3. the need for and availability of internal funds internal funds Funds that are raised within a firm. For example, income after taxes and noncash expenses, such as depreciation, provide a firm with funds to use in the acquisition of investments. . Risk Management can reduce underinvestment costs by reducing the volatility of firm value. Although the arguments presented above are theoretically sound the empirical evidence is inconsistent Reciprocally contradictory or repugnant. Things are said to be inconsistent when they are contrary to each other to the extent that one implies the negation of the other. (Nance, Smith & Smithson Smith·son , James 1765-1829. British chemist, mineralogist, and philanthropist. His gift to the United States helped establish (1846) the Smithsonian Institution. 1993; Tufano 1996; Geczy, Minton Minton, English family of potters. The first important member of the family was Thomas Minton, 1765–1836, who founded a small pottery at Stoke-on-Trent. He first engraved the famous willow-pattern ware. & Schrand 1997). In the Australian context Nguyen and Faff (2002, 2003) find that a firm's leverage, size and liquidity are important determinants of derivative use, but many other variables do not show their theoretically predicted significance. However, their evidence is consistent with firms seeking to maximise shareholder value rather than managerial wealth. Similarly, Berkman The surname Berkman may refer to:
American writer of science fiction mingled with social commentary. His works include The Martian Chronicles (1950) and Fahrenheit 451 (1953). Noun 1. , Hancock and Innes (2002) also find size and leverage as key variables in the explanation of derivative use in a sample of Australian firms. They acknowledge limited support for the theoretical reasons for derivative use. More recently Guay and Kothari Kothari is a surname, and may refer to:
Earnings before depreciation minus taxes. Measures the cash generated from operations, not counting capital spending or working capital requirements. . They argue an increase in firm value is not driven by derivative investment and derivatives are a noisy Noisy is the name or part of the name of six communes of France:
(networking) proxy - A process that accepts requests for some service and passes them on to the real server. A proxy may run on dedicated hardware or may be purely software. for risk management. Hence the previous empirical results show little support for theoretical reasoning. The majority of the empirical studies that attempt to identify the determinants of derivative use obtain data from annual financial statements. Disclosure in financial statements regarding derivative use can be limited. Firms disclose the value of derivatives at year-end year-end also year·end n. The end of a year. adj. Occurring or done at the end of the year: a year-end audit. Noun 1. . It is feasible (algorithm) feasible - A description of an algorithm that takes polynomial time (that is, for a problem set of size N, the resources required to solve the problem can be expressed as some polynomial involving N). that a long and short position at this time results in a net value of zero. Similarly, the year-end position is not necessarily representative of the firm's derivative and risk management policy throughout the year. Many surveys of derivative activity simply obtain details about attitudes towards financial risks and/or and/or conj. Used to indicate that either or both of the items connected by it are involved. Usage Note: And/or is widely used in legal and business writing. choices in derivative use and not about the determinants of derivative use (Bodnar, Marston Mar·ston , John 1575?-1634. English playwright whose works include The Malcontent and The Dutch Courtezan (both 1604). & Hayt HAYT How Are You Today 1998; Marshall Marshall. 1 City (1990 pop. 12,711), seat of Saline co., N central Mo.; inc. 1839. In a large farm area, it is a processing center for grain, eggs, meat, and dairy products. Marshall is the seat of Missouri Valley College. 2000; Faff & Marshall 2002). Among studies using Australia Australia (ôstrāl`yə), smallest continent, between the Indian and Pacific oceans. With the island state of Tasmania to the south, the continent makes up the Commonwealth of Australia, a federal parliamentary state (2005 est. pop. data Marshall (2000) and Faff and Marshall (2002) investigates only multinationals and foreign exchange exposure. 3. Data and Method The top 500 listed companies listed company n → compañía cotizable listed company n → société cotée en Bourse listed company list n → in Australia were sampled through a mailed questionnaire questionnaire, n a series of questions used to gather information. questionnaire, n a form usually filled out by patients that provides data concerning their dental and general health. . (2) The details of each company were obtained from Huntley's database and the questionnaire was mailed to the CEO (1) (Chief Executive Officer) The highest individual in command of an organization. Typically the president of the company, the CEO reports to the Chairman of the Board. or CFO See Chief Financial Officer. of each company in June June: see month. 2000. A self-addressed self-ad·dressed adj. Addressed to oneself: a self-addressed envelope. self-addressed Adjective addressed for return to the sender Adj. 1. and stamped envelope was provided. One hundred useable responses were received representing a response rate of approximately ap·prox·i·mate adj. 1. Almost exact or correct: the approximate time of the accident. 2. 23%. (3) A comparison between early and late responses did not reveal any significant differences in results. Although this does not alleviate Alleviate To make something easier to be endured. Mentioned in: Kinesiology, Applied non-response bias it is unlikely to be a major concern, so a follow-up follow-up, n the process of monitoring the progress of a patient after a period of active treatment. follow-up subsequent. follow-up plan questionnaire was not distributed. The questionnaire was divided into four key areas. The aim in the first section was to determine if management had a risk management plan, if they used derivatives and if the main purpose for derivative use was for: i) hedging; or ii) speculation and/or arbitrage arbitrage: see foreign exchange. arbitrage Business operation involving the purchase of foreign currency, gold, financial securities, or commodities in one market and their almost simultaneous sale in another market, in order to profit from price . In the second section 19 theoretical reasons for the use of derivatives for hedging purposes were listed and respondents In the context of marketing research, a representative sample drawn from a larger population of people from whom information is collected and used to develop or confirm marketing strategy. were requested to indicate the perceived per·ceive tr.v. per·ceived, per·ceiv·ing, per·ceives 1. To become aware of directly through any of the senses, especially sight or hearing. 2. To achieve understanding of; apprehend. importance of each of these reasons. In the third section of the questionnaire the financial risks were categorised Adj. 1. categorised - arranged into categories categorized classified - arranged into classes in terms of foreign exchange risk, interest rate risk, commodity price risk and other financial risks. Initially, management were asked if they hedged these types of risks. Within each categorisation, questions addressed the existence of exposure, the benchmark A performance test of hardware and/or software. There are various programs that very accurately test the raw power of a single machine, the interaction in a single client/server system (one server/multiple clients) and the transactions per second in a transaction processing system. for evaluating risk management, the types of derivative contracts used and the percentage of exposure that is typically hedged. Lastly, in section tour the information on the techniques applied in the risk management of derivatives was requested. 4. Results and Discussion 4.1 Derivative Use The questionnaires indicate 76 (76%) of the respondents use derivatives and 24 (24%) do not use derivatives. This proportion of derivative use is consistent with Nguyen and Faff (2003) who report evidence of derivative use in 74.2% of their sample. Although Berkman et al. (2002) report evidence of derivative use in only 55% of their sample this may be due to a sampling issue. (4,5) The responses are categorised based on Australian Stock Exchange Australian Stock Exchange (ASX) Australia's major securities market, formed when the six state stock exchanges (Adelaide, Brisbane, Hobart, Melbourne, Perth, and Sydney stock exchanges) were merged in 1987. industry classifications and these results are presented in table 1. The classifications are banking, industrial, investment, miscellaneous, property, resource and retail. (6) All respondents from banking and property sectors state they are derivative users. The proportion of users and non-users is spread across the other sectors. This is similar to that reported in other studies. 4.2 Motivations for Derivative Use Users and non-users were asked to consider 19 issues regarding the use of derivatives for hedging. For each issue, users and non-users were asked to rank on a five-point Likert scale Likert scale A subjective scoring system that allows a person being surveyed to quantify likes and preferences on a 5-point scale, with 1 being the least important, relevant, interesting, most ho-hum, or other, and 5 being most excellent, yeehah important, etc the importance of derivatives for hedging. The issues and responses are summarised in table 2. The issues are similar with those used by Brailsford, Heaney Hea·ney , Seamus Justin Born 1939. Irish poet whose work is typified by dense, earthy imagery and concern for the political crises of his homeland. His books include Death of a Naturalist (1966) and Field Work (1979). and Oliver Ol·i·ver , Joseph Known as "King Oliver." 1885?-1938. American jazz musician and composer who had a great influence on the style of Louis Armstrong. His Creole Jazz Band was the first Black group to make jazz recordings. (2003) and have been developed from the relevant literature. Management wealth was addressed by separate reference to risk and compensation. Firm value was assessed through items addressing the volatility of future cash flows and earnings, financial distress costs, taxation and cost of capital. Further items recognised the impact of the use of debt finance, budgetary policies, the accountability The traceability of actions performed on a system to a specific system entity (user, process, device). For example, the use of unique user identification and authentication supports accountability; the use of shared user IDs and passwords destroys accountability. and evaluation of management via financial statement disclosure and accounting ratios. Reporting and budgetary assessments require derivative valuations and corporate governance Corporate Governance The relationship between all the stakeholders in a company. This includes the shareholders, directors, and management of a company, as defined by the corporate charter, bylaws, formal policy, and rule of law. may impose restrictions creating legal issues and political pressures for firms regarding derivative use. These restrictive issues associated with derivative use were also listed. The existence of alternatives for risk management was also recognised. The level of importance for each issue was obtained by multiplying mul·ti·ply 1 v. mul·ti·plied, mul·ti·ply·ing, mul·ti·plies v.tr. 1. To increase the amount, number, or degree of. 2. Mathematics To perform multiplication on. the numbers of responses on each Likert value for each issue. Following this, means and standard deviations In statistics, the average amount a number varies from the average number in a series of numbers. (statistics) standard deviation - (SD) A measure of the range of values in a set of numbers. were calculated. Based on the mean value, the most important reason regarding the use of derivatives for hedging is for 'changing the volatility of cash flows' (lowest mean score = 2.17). This is followed by 'changing the volatility of accounting earnings' (mean = 2.20). These two issues are consistent with the third most important issue of 'improving the value of the firm' (mean = 2.40) and then 'reducing risks faced by management' (mean = 2.41). The least most important use of derivatives for hedging is regarded as 'improving management/employee compensation' (mean = 4.46), followed by 'reducing taxation' (mean = 4.19), 'complexity of accounting treatment' (mean = 4.16) and 'legal restrictions on the use of derivatives' (mean = 4.10). The responses to these issues generally support the theoretical arguments of firms focussing on the management of cash flows and maximising firm values. Specific incentives that are emphasised in the empirical literature such as reducing taxation and the reduction of financial distress costs are ranked as relatively unimportant un·im·por·tant adj. Not important; petty. un im·por tance n. . However, the link with distress and
cash flow volatility is recognised. Similarly, improving
management/employee compensation is ranked as relatively unimportant
although there is a potential problem with a response bias on this
issue. Management are unlikely to display personal financial incentives.
Indirect support for management incentives is indicated through a high
ranking See Google bomb. on the issue of risk reduction for management. This supports the
theory that managers are not sufficiently diversified diversified (di·verˑ·s due to their high
investment in human capital in the firm and regard derivatives as a way
of reducing their risks.
The range of level of importance across the different issues is shown in the last five columns of table 2. The broad range indicates that it is unlikely that any one theory for hedging is going to find consistent empirical support. Given the results in table 2, the inconsistency of results in other empirical studies is understandable. Derivatives are used for many different purposes, and as will be shown later, in many different ways over a broad range of risks and to cover a broad range of exposures. It is posited here that the use of derivatives is likely to be the result of complex agency relationships within the firm and that derivative use is not driven by any one particular management objective. The responses on the importance of the 19 issues listed in table 2 are classified into responses applicable to derivative users and non-derivative users and are shown in table 3. The purpose here is to identify if users of derivatives have a different level of importance in relation to the purposes of derivative use relative to non-users. The first column of table 3 states the issues and the second sub-column is the sample size of users and non-users. The next four sub-columns are mean responses and standard deviation of responses for users and non-users respectively. The final two columns of table 3 detail the results of a t-test t-test, n an inferential statistic used to test for differences between two means (groups) only. This statistic is used for small samples (e.g., N < 30). Also called t-ratio, stu-dent's t. on differences in means. (9) For derivative users (column 4 of table 3) the three most important issues regarding the use of derivatives for hedging are to 'change the volatility of accounting earnings' (mean score = 2.22), 'change the volatility of cash flows' (mean score = 2.22) and 'improve the value of the firm' (mean score = 2.33). The three least important issues for derivative users are 'improve management/employee compensation' (mean score = 4.52), 'reduce taxation' (mean score = 4.32) and the 'complexity of accounting treatment' (mean score = 4.25). These rankings are the same as for the combined sample. For non-derivative users (column 5 of table 3), the three most important issues regarding the use of derivatives for hedging are to 'change the volatility of cash flows' (mean score = 1.94), 'change the volatility of accounting earnings' (mean score = 2.13) and 'reduce the risks faced by management' (mean score = 2.50). The three least important issues are to 'improve management/employee compensation' (mean score = 4.19), 'legal restrictions on the use of derivatives' (mean score = 3.94) and 'increase the use of debt finance' (mean score = 3.89). There are some variations in rankings between users and non-users, more so in the less important rankings. The four most important reasons listed by each subgroup sub·group n. 1. A distinct group within a group; a subdivision of a group. 2. A subordinate group. 3. Mathematics A group that is a subset of a group. tr.v. are equivalent. This indicates that the important issues associated with derivative use are not affected by whether the firm actually uses derivatives or not. The decision to use derivatives is likely to be determined exogenously, based on the financial risk exposure faced by each firm as well as the interplay in·ter·play n. Reciprocal action and reaction; interaction. intr.v. in·ter·played, in·ter·play·ing, in·ter·plays To act or react on each other; interact. of the agency relationships within the firm. However, there is some difference between users and non-users on some of the issues. The results from the t-tests indicate a significant difference at the 10% level between users and non-users of derivatives for 3 of the 19 issues. Derivative users consider reducing taxation, reducing the use of debt finance and difficulties in pricing and valuing derivatives less important reasons for using derivatives than do non-derivative users. These results are consistent with responses from public sector organisations surveyed in Brailsford, Heaney and Oliver (2003). It is not unexpected that non-users would perceive per·ceive v. 1. To become aware of directly through any of the senses, especially sight or hearing. 2. To achieve understanding of; apprehend. difficulty in pricing derivatives to be more important than users. However, the derivative pricing issue is still relatively unimportant for both. It is interesting to note that reducing taxation and reducing the use of debt finance are two reasons considered in the literature as determinants of derivative use. For example Geczy, Minton and Schrand (1997) use long-term debt ratio Long-term debt ratio The ratio of long-ter debt to total capitalization. as a proxy for assessing bankruptcy costs and also assess the importance of taxation schedules. Given that users do not perceive these issues to be as important as others we suggest the practical application of these concepts is limited. The value impact of these items as a result of derivatives contracts may also be minimal, consistent with Guay and Kothari's (2003) findings that the cash flow effect of derivatives is relatively small. From a manager's perspective perhaps specific value impact items are not considered important. Management appears to focus on the broader issue of reduction in volatility and risk. Documented financial risk management plans are an important aspect of risk management. The questionnaire asked respondents whether their organisation had a risk management plan. Of the 76 firms using derivatives nearly 12% (9 firms) indicated that they did not have a documented financial risk management plan or policy. Eight of these firms were using derivatives for hedging only and not for speculation or arbitrage (one firm did not respond to the purpose of derivative use). The extent of firms without a risk management plan and using derivatives is surprising given the risks associated with derivative use and the publicity surrounding sur·round tr.v. sur·round·ed, sur·round·ing, sur·rounds 1. To extend on all sides of simultaneously; encircle. 2. To enclose or confine on all sides so as to bar escape or outside communication. n. their use. It is argued here that organisations that have a documented risk management plan have considered in more detail financial risk management issues relative to organisations that do not have a documented risk management plan. A comparison of the responses to the importance of the 19 issues from respondents with and without a risk management plan is reported in table 4. Results indicate a significant difference between the two sub-groups on two issues: 'reducing taxation' and 'reducing the cost of capital'. Respondents with a management plan find reducing taxation a relatively unimportant reason for the use of derivatives for hedging, whereas respondents without a plan have a higher (more important) ranking for this issue, although both consider the issue relatively unimportant. This result is consistent with comments above that the possible financial impact of derivative use on tax is perceived to be minimal. The use of derivatives to reduce the cost of capital is more important for those with a plan and is the fourth most important issue for this group. This reason is considered to be important from a theoretical perspective. Generally, the results are consistent irrespective of whether the firm has a risk management plan or not or whether it uses derivatives or not. (11) 4.3 Categorised Financial Risks Firms were requested to indicate the type of technique they use (if any) to hedge financial risk. The risks listed were: Foreign exchange risk, interest rate risk, commodity price risk and other financial risks. Within each of these categories firms were then requested to indicate if they had exposure and the benchmark for evaluating the exposure. Figure 1 is provided to allow a comparison of the exposure and hedging techniques for each firm. For those firms that used derivatives a further two questions were used to address the types of derivative contracts they used, and the percentage of exposure that the firm typically hedged over one year. The results from these responses are shown in figures 2 and 3. Figure 4 and 5 provides details of the methods used to evaluate financial risks. The different types of risks and how they relate to figures 1 through 5 are discussed below. 4.3.1 Foreign Currency Risk Figure 1 shows that 72 of the sample of 100 firms surveyed indicate exposure to foreign currency risk. Of these 72 sample firms, 62 (86%) hedge the exposure. Approximately 14% of respondents did not hedge their foreign currency exposure. This may have been because it was not sufficiently large In mathematics, the phrase sufficiently large is used in contexts such as:
Figure 4 provides responses on methods used to evaluate foreign exchange risk management. With respect to the benchmark firms use to evaluate foreign currency risk management, 30% of the firms that indicated they are exposed did not use a benchmark, 30% use forward rates at the beginning of the period, 18% use spot rates at the beginning of the period, 19% use a baseline The horizontal line to which the bottoms of lowercase characters (without descenders) are aligned. See typeface. baseline - released version percent hedged strategy and 18% use other benchmarks such as budgeting and value at risk assessments. (13) 4.3.2 Interest Rate Risk Of the sample of 100 firms, 80 (80%) indicate that they are exposed to interest rate risk (fig. 1). Sixty-three Adj. 1. sixty-three - being three more than sixty 63, lxiii cardinal - being or denoting a numerical quantity but not order; "cardinal numbers" (79%) of these firms use derivatives to hedge the interest rate risk and 17 (21%) do not hedge the exposure. No respondents use non-derivative means to hedge interest rate risk. The most preferred technique for hedging interest rate risk is interest rate swaps Interest Rate Swap A deal between banks or companies where borrowers switch floating-rate loans for fixed rate loans in another country. These can be either the same or different currencies. (fig. 2). Fifty-seven Adj. 1. fifty-seven - being seven more than fifty 57, lvii cardinal - being or denoting a numerical quantity but not order; "cardinal numbers" firms use swaps compared with 32 using options and 27 forwards. The percentage of interest rate exposure that is on average hedged by derivative users throughout the year is shown in figure 3. No firms hedge 100% of their interest rate risk while 16% of firms hedge between 76% and 99% and 36% of firms hedge from 51% to 75%. Approximately, 47% of sample firms hedge 50% or less of their interest rate risk. Figure 5 provides details of the methods used to evaluate interest rate risk management. Of the 80 firms responding, 26 (32%) did not use a benchmark for interest rate risk exposure. The volatility of revenue and the volatility of cash flows to interest rate exposure were the most common benchmarks with 23 firms (29%) using each of these methods. 4.3.3 Commodity Price and Other Individual Firm Specific Risks Thirty-two firms (32%) and 26 firms (26%) of the sample of 100 firms indicate exposure to commodity prices and other financial risks respectively (fig. 1). Interestingly, nearly all firms that indicate exposure to commodity price risk hedge risk hedge The taking of an offsetting position in related assets so as to profit from relative price movements. For example, an investor might purchase futures contracts on gold and sell futures contracts on silver in the belief that gold will become the risk with derivatives. In the sample of 26 firms with other financial risks, over 50% hedge the risk with derivatives and 31% do not hedge the exposure. Forward and option contracts are the most common derivatives used to hedge commodity price risk, with 21 (80%) and 19 firms (73%) using forwards and options respectively (fig. 2). In regard to other financial risks, there is greater variation in the different types of derivatives used. This may reflect the lack of organised markets for forwards and options that exist to hedge other exposures. Of those firms indicating exposure to commodity price risk, the annual average percentage of the exposure hedged ranges from 1% to 100% with 38% of firms hedging less then 50% (fig. 3). It is interesting that even though only 29 firms indicate that they hedge commodity price risk with derivatives, the range of exposure that they hedge is broad from 1% to 100%. The most common benchmarks for evaluation of risk management of price and other financial risks are volatility measures on revenues and cash flows (fig. 5). 4.3.4 Summary The majority of companies indicate exposure to foreign exchange risk and interest rate risk. There are a variety of benchmarks used to evaluate the management of the exposures; however, a high proportion of firms do not use any benchmark. There is a high level of exposure unhedged. This result is similar to public sector organisations. Brailsford, Heaney and Oliver (2003) report that one half of public sector organisations leave their exposure more than 50% unhedged. It is potentially a concern to investors that financial exposure remains open. However, it is more likely that most investors are unaware of what exposures to financial risks firms face. There is some consistency in these results with Nguyen and Faff (2003) who find long-term Long-term Three or more years. In the context of accounting, more than 1 year. long-term 1. Of or relating to a gain or loss in the value of a security that has been held over a specific length of time. Compare short-term. exposure in their empirical analysis. Our results are also consistent with Guay and Kothari's (2003) conclusion that the derivatives portfolio is only a small proportion of overall exposure. 4.4 Techniques Used to Manage Derivative Risks Figure 6 displays the techniques that are used to manage derivative risk. The most common technique is regular checking of the market value of derivative contracts. Other techniques used are outright position limits and the use of sensitivity analysis of volatility to assess unrealised gains and losses. Value at risk is used by only 18% of the sample firms. This result is consistent with Brailsford, Heaney and Oliver (2003) yet lower than that reported by Bodnar, Marston and Hayt (1998) with respect to U.S. organisations. Value at risk does not find the support in Australia that is found overseas. 5. Conclusion This study takes a direct approach to determine management motivations for the use of financial derivatives. We survey a sample of firms on attitudes to derivative use and financial risk management. The sample ranges across seven industry sectors. We list a series of theoretical reasons for using derivatives, developed from the literature, and seek management's views of the importance of these issues. The results show that derivatives are used for a range of different purposes, in a variety of different ways, over a broad range of risks and to cover a broad range of exposures. This helps explain why empirical results fail to show consistency in the determinants of derivative use. We isolate isolate /iso·late/ (i´sah-lat) 1. to separate from others. 2. a group of individuals prevented by geographic, genetic, ecologic, social, or artificial barriers from interbreeding with others of their kind. differences depending on derivative use and whether the firm has a risk management plan. However, considerable consistency in results occurs. We find that managers are focused on the broad reduction of risk and volatility of cash flows and earnings in using derivatives. Specific issues such as reducing bankruptcy costs, debt levels and taxation are not considered as important as other issues. However, although broad generalisations regarding derivative use is evident the broad range of issues and the broad range of responses on the importance of the issues suggests that derivative use is driven by complex agency relationships within each firm. This is particularly the case for users of derivatives indicating a practical limitation in implementing these concepts. The results are consistent with Guay and Kothari (2003). The issues of taxation and difficulties in pricing derivatives are significantly different in importance depending upon whether the firm uses derivatives and whether it has a risk management plan. The main risks that are hedged are foreign currency and interest rate risks and derivatives are the favoured way to hedge these risks. Forward, options and swaps are the more common contracts that are used to hedge financial risks. This is also similar to the findings of previous studies. Respondents also report that a large proportion of financial risk exposure is unhedged and a very small number of firms hedge all their financial risk exposure with derivatives. This is a very relevant finding for investors in organisations given that a high proportion of diversifiable risk Diversifiable risk Related: Unsystematic risk diversifiable risk See unsystematic risk. is uncovered Uncovered may refer to:
Table 1
Sample Descriptive Statistics
Derivative Non-Derivative
Industry Classification Users Users Total
Banking 6 0 6
Industrial 9 2 11
Investment 7 2 9
Miscellaneous 22 13 35
Property 10 0 10
Resource 15 4 19
Retail 7 3 10
Total usable response 76 24 100
Table 2
Summary of Responses in Relation to Derivative Use from Both
Non-Derivative Users and Derivative Users (Ranked on Mean Response)
Issues [N.sup.8] Mean Std Dev. Rank
Change volatility of cash flows 89 2.17 1.32 1
Change the volatility of 88 2.20 1.26 2
accounting earnings
Improve value of firm 89 2.40 1.22 3
Reduce risks faced by management 88 2.41 1.34 4
Reduce the cost of capital 86 3.08 1.26 5
Budgeting purposes 88 3.11 1.17 6
The firm has alternative means to 85 3.47 1.29 7
manage financial risks
Change balance sheet accounts or 86 3.57 1.15 8
ratios
Reduce bankruptcy and financial 85 3.73 1.37 9
distress
The perceptions of derivative use 86 3.83 1.16 10
by investors, regulators and
the public
Reduce the use of debt finance 84 3.92 1.15 11
Reduce political risk/pressure 86 3.95 1.15 12
Increase the use of debt finance 85 4.00 1.07 13
The disclosure requirements 87 4.06 1.03 14
There are difficulties in pricing 86 4.08 1.03 15
and valuing derivatives
Legal restrictions on the use of 87 4.10 1.06 16
derivatives
The necessary accounting 85 4.16 1.09 17
treatment is too complex
Reduce taxation 86 4.19 1.01 18
Improve management/employee 85 4.46 0.81 19
Compensation
Number of Responses
Most important < > Least
Important
Issues 1 2 3 4 5
Change volatility of cash flows 39 20 14 8 8
Change the volatility of 29 35 11 3 10
accounting earnings
Improve value of firm 21 35 19 4 10
Reduce risks faced by management 27 27 16 7 11
Reduce the cost of capital 6 28 23 11 18
Budgeting purposes 4 29 22 19 14
The firm has alternative means to 6 14 26 12 27
manage financial risks
Change balance sheet accounts or 2 15 26 18 25
ratios
Reduce bankruptcy and financial 8 11 13 17 36
distress
The perceptions of derivative use 2 11 21 18 34
by investors, regulators and
the public
Reduce the use of debt finance 4 5 20 20 35
Reduce political risk/pressure 0 2 11 18 54
Increase the use of debt finance 2 5 21 20 37
The disclosure requirements 1 5 22 19 40
There are difficulties in pricing 1 5 21 18 41
and valuing derivatives
Legal restrictions on the use of 4 2 14 28 39
derivatives
The necessary accounting 2 5 17 14 47
treatment is too complex
Reduce taxation 2 5 10 27 42
Improve management/employee 0 2 11 18 54
compensation
Table 3
Comparison of Issues Relating to Derivative Use From Users and
Non-Users of Derivatives
[N.sup.10] Mean
Derivative Derivative
Issues User NonUser User NonUser
Change the volatility of 72 16 2.22 2.13
accounting earnings
Change the volatility of cash 73 16 2.22 1.94
flows
Change balance sheet accounts 70 16 3.64 3.25
or ratios
Reduce taxation 71 15 4.32 3.53
Reduce bankruptcy and 69 16 3.75 3.63
financial distress
Reduce the use of debt finance 70 14 4.01 3.43
Increase the use of debt 70 15 4.03 3.87
finance
Reduce the cost of capital 70 16 3.03 3.31
Improve management/employee 69 16 4.52 4.19
compensation
Improve value of the firm 73 16 2.33 2.75
Budgeting purposes 72 16 3.18 2.81
Reduce political risk/pressure 70 16 4.03 3.63
The firm has alternative means 69 16 3.52 3.25
to manage financial risks
There are difficulties pricing 70 16 4.21 3.50
and valuing derivatives
The disclosure requirements of 71 16 4.13 3.75
accounting standards
Legal restrictions on the use 71 16 4.14 3.94
of derivatives
The necessary accounting 69 16 4.25 3.81
treatment is too complex
The perceptions of derivatives 70 16 3.89 3.56
use by investors, regulators
and the public
Reduce risks faced by 72 16 2.39 2.50
Management
Std.Dev.
t-Test for
Derivative Equality
of Means
Issues User NonUser (t) p-Value
Change the volatility of 1.28 1.20 0.277 0.782
accounting earnings
Change the volatility of cash 1.37 1.12 0.871 0.392
flows
Change balance sheet accounts 1.20 0.86 1.523 0.138
or ratios
Reduce taxation 0.89 1.30 2.243 0.039
Reduce bankruptcy and 1.39 1.36 0.335 0.738
financial distress
Reduce the use of debt finance 1.08 1.40 1.756 0.083
Increase the use of debt 1.09 0.99 0.530 0.598
finance
Reduce the cost of capital 1.27 1.20 -0.813 0.418
Improve management/employee 0.82 0.75 1.498 0.138
compensation
Improve value of the firm 1.21 1.24 -1.253 0.214
Budgeting purposes 1.20 0.98 1.141 0.257
Reduce political risk/pressure 1.14 1.15 1.274 0.206
The firm has alternative means 1.24 1.48 0.759 0.450
to manage financial risks
There are difficulties pricing 0.95 1.21 2.581 0.012
and valuing derivatives
The disclosure requirements of 1.01 1.06 1.332 0.187
accounting standards
Legal restrictions on the use 1.07 1.00 0.693 0.490
of derivatives
The necessary accounting 1.06 1.17 1.445 0.152
treatment is too complex
The perceptions of derivatives 1.11 1.36 1.006 0.318
use by investors, regulators
and the public
Reduce risks faced by 1.34 1.37 -0.299 0.765
management
Table 4
Attitudes to Derivative Use From Respondents With and Without a
Risk Management Plan
[N.sup.12] Mean
With a Without a With a Without a
Issues Plan Plan Plan Plan
Change the volatility of 67 21 2.19 2.24
accounting earnings
Change the volatility of cash 68 21 2.24 1.95
flows
Change balance sheet accounts 67 19 3.60 3.47
or ratios
Reduce taxation 68 18 4.29 3.78
Reduce bankruptcy and 66 19 3.79 3.53
financial distress
Reduce the use of debt 66 18 4.05 3.44
finance
Increase the use of debt 66 19 4.06 3.79
finance
Reduce the cost of capital 67 19 2.94 3.58
Improve management/employee 66 19 4.47 4.42
compensation
Improve value of the firm 68 21 2.32 2.67
Budgeting purposes 68 20 3.10 3.15
Reduce political 67 19 4.06 3.58
risk/pressure
The firm has alternative 67 18 3.39 3.78
means to manage financial
risks
There are difficulties 67 19 4.07 4.11
pricing and valuing
derivatives
The disclosure requirements 68 19 4.04 4.11
of accounting standards
Legal restrictions on the use 68 19 4.13 4.00
of derivatives
The necessary accounting 66 19 4.20 4.05
treatment is too complex
The perceptions of 67 19 3.85 3.74
derivatives use by
investors, regulators and
the public
Reduce risks faced by 68 20 2.31 2.75
Management
SD
With a Without a
Issues Plan Plan t-Test p-Value
Change the volatility of 1.29 1.18 -0.139 0.890
accounting earnings
Change the volatility of cash 1.33 1.32 0.854 0.395
flows
Change balance sheet accounts 1.19 1.02 0.409 0.683
or ratios
Reduce taxation 0.93 1.22 1.957 0.054
Reduce bankruptcy and 1.41 1.26 0.729 0.468
financial distress
Reduce the use of debt 1.03 1.46 1.635 0.116
finance
Increase the use of debt 1.04 1.18 0.974 0.333
finance
Reduce the cost of capital 1.24 1.22 -1.987 0.050
Improve management/employee 0.85 0.69 0.229 0.819
compensation
Improve value of the firm 1.24 1.15 -1.126 0.263
Budgeting purposes 1.15 1.27 -0.157 0.875
Reduce political 1.04 1.43 1.369 0.184
risk/pressure
The firm has alternative 1.24 1.44 -1.143 0.257
means to manage financial
risks
There are difficulties 1.03 1.05 -0.114 0.910
pricing and valuing
derivatives
The disclosure requirements 1.01 1.10 -0.228 0.820
of accounting standards
Legal restrictions on the use 1.04 1.15 0.480 0.632
of derivatives
The necessary accounting 1.08 1.13 0.507 0.614
treatment is too complex
The perceptions of 1.09 1.41 0.326 0.747
derivatives use by
investors, regulators and
the public
Reduce risks faced by 1.27 1.52 -1.303 0.196
management
Figure 1
The Extent of Exposure and Hedging
Responses
Use Use Do not
derivatives non-derivative hedge
to hedge mean to hedge exposure
Foreign currency risk 58 4 10
Interest rate risk 63 17 29
Commodity price risk 29 1 2
Individual firm specific 14 4 8
Note: Table made from bar graph.
Figure 2
Types of Derivatives used to Manage Exposures
Responses
Other
Foreign exchange Interest rate Commodity financial
risk risk price risk risk
Forwards 52 27 21 3
Options 39 32 19 2
Futures 9 11 9 3
Swaps 38 57 12 1
Other 3 10 0 3
Note: Table made from bar graph.
Figure 3
Annual Average Percentage Exposure Hedged with Derivatives
Responses
Other
Foreign currency Interest rate Commodity price financial
risk risk risk risks
1-25% 8 12 6 3
26-50% 11 18 5 1
51-75% 12 23 8 1
76-99% 22 10 7 2
100% 5 0 3 1
Note: Table made from bar graph.
Figure 4
Responses on Methods Used to Evaluate Foreign Exchange Risk Management
Reponses
No benchmark 21
Forward rates at beginning of period 21
Spot rates at beginning of period 13
Baseline of percent hedged strategy 14
Other 13
Note: Table made from bar graph.
Figure 5
Responses on Methods Used to Evaluate Interest Rate, Commodity Price
and Other Financial Risks
Responses
Interest rate Other financial
risk Price risk risks
No benchmark 26 4 8
Volatility of revenue 23 18 9
to risk
Volatility of cash 23 10 8
flow to risk
The impact on 10 2 6
liquidity of risk
Other 18 6 4
Note: Table made from bar graph.
Figure 6
Techniques Used to Manage Derivatives Risks
Responses
Regular checks of the nominal amount of derivative 14
contracts
Regular checks of the market value of derivative contracts 28
Use of 'basis point value' to assess unrealized gains/loses 10
Use of sensitivity analysis of volatility to assess 18
unrealized gains/losses
Use of value 'value at risk' as an internal risk measure 14
Outright position limits 22
Other 3
Note: Table made from bar graph.
(1.) In Australia there is a flat corporate tax rate but tax losses are not treated in the same way as tax gains. Personal taxation is progressive but it is assessed differently from corporate taxation. (2.) A copy of the questionnaire is available on request. (3.) From the original sample of 500, 50 were excluded as overseas companies, 13 could not be contacted, eight declined to participate, leaving 429 companies. The response rate is similar to other studies (Lee, Marshall, Szto & Tang tang, in zoology tang: see butterfly fish. 2001; Bodnar, Marston & Hayt 1998). (4.) A reason for the difference in derivative use is that Berkman et al. (2002) randomly sample from Australian listed firms whereas Nguyen and Faff (2003) sample from the largest 500 Australian listed firms. Derivative use has regularly been linked with firm size. (5.) Other studies report varying levels of derivative use: U.S. = 65% (large non-financial Fortune 500 firms) (Bodnar, Marston & Hayt 1998) and U.K. = 80% (FTSE FTSE A company that specializes in index calculation. Although not part of a stock exchange, co-owners include the London Stock Exchange and the Financial Times. Notes: The FTSE is similar to Standard & Poor's in the United States. 250 firms) (Grant & Marshall 1997). (6.) Due to the unique nature of derivative use in the banking industry tests are initially conducted excluding banks and financial institutions. These respondents are also those that use derivatives for speculation and/or arbitrage as well as hedging. The results are not sufficiently different to report separately. (7.) Due to the small sample sizes in the industry groups, individual industry analysis is not conducted. (8.) This number represents the number of usable USable is a special idea contest to transfer US American ideas into practice in Germany. USable is initiated by the German Körber-Stiftung (foundation Körber). It is doted with 150,000 Euro and awarded every two years. responses on the particular issue. Respondents did not provide a response on all issues. (9.) The Levene's test In statistics, Levene's test is an inferential statistic used to assess the equality of variance in different samples. Some common statistical procedures assume that variances of the populations from which different samples are drawn are equal. for equality of variance The discrepancy between what a party to a lawsuit alleges will be proved in pleadings and what the party actually proves at trial. In Zoning law, an official permit to use property in a manner that departs from the way in which other property in the same locality is first conducted to determine whether a t-test assuming equal variance or unequal variance is required. Also. a non-parametric Kruskal-Wallis test is undertaken to provide further support for the t-test results. In all cases the Kruskal-Wallis test leads to similar conclusions to the t-test results. The results are not reported. (10.) This number represents the number of usable responses on the particular issue. Respondents did not provide a response on all issues. (11.) An ANOVA anova see analysis of variance. ANOVA Analysis of variance, see there test was conducted between firms that had a risk management plan and those that did not have a risk management plan and firms that used and did not use derivatives. The results are similar to those in table 4 and are not reported. (12.) This number represents the number of usable responses on the particular issue. Respondents did not provide a response on all issues. (13.) Ten firms selected more than one option. (Date of receipt of final transcript A generic term for any kind of copy, particularly an official or certified representation of the record of what took place in a court during a trial or other legal proceeding. A transcript of record : May, 2004. Accepted by Doug Foster Doug Foster (died August, 2006) was a soldier in the 2/17th AIF battalion (Australian 9th Division) involved in the clash between German and Australian forces in World War II. Early life To his mates Doug Foster was known as the Babe of Tobruk. & Garry Twite twite n. A small songbird (Carduelis flavirostris) of northern Great Britain and Scandinavia that resembles the linnet. [Imitative of its call.] , Area Editors.) References Berkman, H., Bradbury, M.E., Hancock, P. & Innes, C. 2002, 'Derivative financial instrument use in Australia', Accounting and Finance, vol. 42, no. 2, pp. 97-109. Bodnar, G., Marston, R. & Hayt, G. 1998, 1998 Survey of Financial Risk Management by U.S. Non-Financial Firms, Weiss Centre for International Financial Research, The Wharton School. Brailsford, T., Heancy, R. & Oliver, B. 2003, 'Practices and attitudes to derivatives use in Australian Commonwealth organisations', Australian Journal of Public Administration, vol. 62, no. 2, pp. 87-100. Faff, R. & Marshall, A. 2002, 'The choice of foreign exchange hedging techniques: An international study', Financial risk and financial risk management, vol. 16, pp. 137-72. Froot, K., Scharfstein, D. & Stein, J. 1993, 'Risk management: Coordinating corporate investment and financing policies', Journal of Finance, vol. 48, pp. 1629-48. Geczy, C., Minton, B. & Schrand, C. 1997, 'Why firms use currency derivatives', Journal of Finance, vol. 52, no. 4, pp. 1323-54. Grant, K. & Marshall, A. 1997, 'Large U.K. companies and derivatives', European European emanating from or pertaining to Europe. European bat lyssavirus see lyssavirus. European beech tree fagussylvaticus. European blastomycosis see cryptococcosis. Financial Management, vol. 3, no. 2, pp. 191-208. Guay, W. & Kothari, S.P. 2003, 'How much do firms hedge with derivatives', Journal of Financial Economics, vol. 70, pp. 423-61. Lee, F.M., Marshall, A., Szto, Y.K. & Tang, J. 2001, 'The practice of financial risk management: An international comparison', Thunderbird thunderbird In North American Indian mythology, a powerful spirit in the form of a bird that watered the earth and made vegetation grow. Lightning was believed to flash from its eyes or beak, and the beating of its wings was thought to represent rolling thunder. International Business Review, vol. 43, no. 3, pp. 365-78. Marshall, A. 2000, 'Foreign exchange risk management in U.K., USA and Asian Pacific multinational companies', Journal of Multinational Financial Management, vol. 10, pp. 185-211. Modligliani, F. & Miller, M. 1958, 'The cost of capital, corporate finance, and the theory of investment', American American, river, 30 mi (48 km) long, rising in N central Calif. in the Sierra Nevada and flowing SW into the Sacramento River at Sacramento. The discovery of gold at Sutter's Mill (see Sutter, John Augustus) along the river in 1848 led to the California gold rush of Economic Review, vol. 48, pp. 261-97. Myers, S. 1977, 'The determinants of corporate borrowing', Journal of Financial Economics, vol. 5, pp. 147-75. Nance, D., Smith, C., Jr. & Smithson, C. 1993, 'On the determinants of corporate hedging', Journal of Finance vol. 48, no. 1, pp. 267-84. Nguyen, H. & Faff, R. 2002, 'On the determinants of derivative usage by Australian companies', Australian Journal of Management The Australian Journal of Management (AJM) is an academic journal publishing papers about management. History The journal was founded in 1976 by the Australian Graduate School of Management [1]. , vol. 27, no. 1, pp. 1-24. Nguyen, H. & Faff, R. 2003, 'Further evidence on the corporate use of derivatives in Australia: The case of foreign currency and interest rate instruments', Australian Journal of Management, vol. 28, no. 3, pp. 307-17. Smith, C. & Stulz, R. 1985, 'The determinants of firms' hedging policies', Journal of Financial & Quantitative Analysis Quantitative Analysis A security analysis that uses financial information derived from company annual reports and income statements to evaluate an investment decision. Notes: , vol. 20, no. 4, pp. 391-406. Stulz, R. 1984, 'Optimal hedging policies', Journal of Financial and Quantitative Analysis, vol. 19, pp. 127-40. Tufano, P. 1996, 'Who manages risk? An empirical examination of risk management practices in the gold mining industry', Journal of Finance vol. 51, no. 4, pp. 1097-137. Karen Karen Any member of a variety of tribal peoples of southern Myanmar (Burma). Constituting the second largest minority in Myanmar, the Karen are not a unitary group in any ethnic sense, as they differ among themselves linguistically, religiously, and economically. Benson Benson may mean: Places in England:
Barry Barry, Welsh Barri, town (1991 pop. 45,053) and port, Vale of Glamorgan, S Wales, on the Bristol Channel. Once a major coal-exporting port, its more diversified export products include cement, flour, and steel products. Oliver [section] [section] School of Finance and Applied Statistics, Australian National University Australian National University, located in Canberra and state-sponsored, founded 1946 as Australia's only completely research-oriented university. Originally limited to graduate studies, it expanded in 1960, merging with Canberra University College (est. 1929). ACT, 0200. Email: Barry.Oliver@anu.edu See .edu. (networking) edu - ("education") The top-level domain for educational establishments in the USA (and some other countries). E.g. "mit.edu". The UK equivalent is "ac.uk". .au The authors wish to thank Tom Smith, Robert Smith, Robert, 1757–1842, U.S. government official, b. Lancaster, Pa. Admitted to the bar in 1786, he practiced law in Baltimore before serving in the Maryland state senate (1793–95) and in the Baltimore city council (1798–1801). Faff and an anonymous referee A judicial officer who presides over civil hearings but usually does not have the authority or power to render judgment. Referees are usually appointed by a judge in the district in which the judge presides. for valuable comments on earlier drafts. |
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