Information about Arbitrage Pricing Theory
Arbitrage pricing theory (APT), in Finance, is a general theory of asset pricing, that has become influential in the pricing of shares.
APT holds that the expected return of a financial asset can be modeled as a linear function of various macro-economic factors or theoretical market indices, where sensitivity to changes in each factor is represented by a factor-specific beta coefficient. The model-derived rate of return will then be used to price the asset correctly - the asset price should equal the expected end of period price discounted at the rate implied by model. If the price diverges, arbitrage should bring it back into line.
The theory was initiated by the economist Stephen Ross in 1976.
That is, the uncertain return of an asset
is a linear relationship among
factors. Additionally, every factor is also considered to be a random variable with mean zero.
Note that there are some assumptions and requirements that have to be fulfilled for the latter to be correct: There must be perfect competition in the market, and the total number of factors may never surpass the total number of assets (in order to avoid the problem of matrix singularity),
Under the APT, an asset is mispriced if its current price diverges from the price predicted by the model. The asset price today should equal the sum of all future cash flows discounted at the APT rate, where the expected return of the asset is a linear function of various factors, and sensitivity to changes in each factor is represented by a factor-specific beta coefficient.
A correctly priced asset here may be in fact a synthetic asset - a portfolio consisting of other correctly priced assets. This portfolio has the same exposure to each of the macroeconomic factors as the mispriced asset. The arbitrageur creates the portfolio by identifying x correctly priced assets (one per factor plus one) and then weighting the assets such that portfolio beta per factor is the same as for the mispriced asset.
When the investor is long the asset and short the portfolio (or vice versa) he has created a position which has a positive expected return (the difference between asset return and portfolio return) and which has a net-zero exposure to any macroeconomic factor and is therefore risk free (other than for firm specific risk). The arbitrageur is thus in a position to make a risk free profit:
Additionally, the APT can be seen as a "supply side" model, since its beta coefficients reflect the sensitivity of the underlying asset to economic factors. Thus, factor shocks would cause structural changes in the asset's expected return, or in the case of stocks, in the firm's profitability.
On the other side, the capital asset pricing model is considered a "demand side" model. Its results, although similar to those in the APT, arise from a maximization problem of each investor's utility function, and from the resulting market equilibrium (investors are considered to be the "consumers" of the assets).
Chen, Roll and Ross identified the following macro-economic factors as significant in explaining security returns:
APT holds that the expected return of a financial asset can be modeled as a linear function of various macro-economic factors or theoretical market indices, where sensitivity to changes in each factor is represented by a factor-specific beta coefficient. The model-derived rate of return will then be used to price the asset correctly - the asset price should equal the expected end of period price discounted at the rate implied by model. If the price diverges, arbitrage should bring it back into line.
The theory was initiated by the economist Stephen Ross in 1976.
The APT model
If APT holds, then a risky asset can be described as satisfying the following relation:- where
- *
is the risky asset's expected return,
- *
is the risk premium of the factor,
- *
is the risk-free rate,
- *
is the macroeconomic factor,
- *
is the sensitivity of the asset to factor
, also called factor loading,
- * and
is the risky asset's idiosyncratic random shock with mean zero.
That is, the uncertain return of an asset
is a linear relationship among
factors. Additionally, every factor is also considered to be a random variable with mean zero.
Note that there are some assumptions and requirements that have to be fulfilled for the latter to be correct: There must be perfect competition in the market, and the total number of factors may never surpass the total number of assets (in order to avoid the problem of matrix singularity),
Arbitrage and the APT
Arbitrage is the practice of taking advantage of a state of imbalance between two (or possibly more) markets and thereby making a risk free profit; see Rational pricing.Arbitrage in expectations
The APT describes the mechanism whereby arbitrage by investors will bring an asset which is mispriced, according to the APT model, back into line with its expected price. Note that under true arbitrage, the investor locks-in a guaranteed payoff, whereas under APT arbitrage as described below, the investor locks-in a positive expected payoff. The APT thus assumes "arbitrage in expectations" - i.e. that arbitrage by investors will bring asset prices back into line with the returns expected by the model portfolio theory.``??Arbitrage mechanics
In the APT context, arbitrage consists of trading in two assets – with at least one being mispriced. The arbitrageur sells the asset which is relatively too expensive and uses the proceeds to buy one which is relatively too cheap.Under the APT, an asset is mispriced if its current price diverges from the price predicted by the model. The asset price today should equal the sum of all future cash flows discounted at the APT rate, where the expected return of the asset is a linear function of various factors, and sensitivity to changes in each factor is represented by a factor-specific beta coefficient.
A correctly priced asset here may be in fact a synthetic asset - a portfolio consisting of other correctly priced assets. This portfolio has the same exposure to each of the macroeconomic factors as the mispriced asset. The arbitrageur creates the portfolio by identifying x correctly priced assets (one per factor plus one) and then weighting the assets such that portfolio beta per factor is the same as for the mispriced asset.
When the investor is long the asset and short the portfolio (or vice versa) he has created a position which has a positive expected return (the difference between asset return and portfolio return) and which has a net-zero exposure to any macroeconomic factor and is therefore risk free (other than for firm specific risk). The arbitrageur is thus in a position to make a risk free profit:
Where today's price is too low:
- The implication is that at the end of the period the portfolio would have appreciated at the rate implied by the APT, whereas the mispriced asset would have appreciated at more than this rate. The arbitrageur could therefore:
- :Today:
- ::1 short sell the portfolio
- ::2 buy the mispriced-asset with the proceeds.
- :At the end of the period:
- ::1 sell the mispriced asset
- ::2 use the proceeds to buy back the portfolio
- ::3 pocket the difference.
Where today's price is too high:
- The implication is that at the end of the period the portfolio would have appreciated at the rate implied by the APT, whereas the mispriced asset would have appreciated at less than this rate. The arbitrageur could therefore:
- : Today:
- ::1 short sell the mispriced-asset
- ::2 buy the portfolio with the proceeds.
- : At the end of the period:
- ::1 sell the portfolio
- ::2 use the proceeds to buy back the mispriced-asset
- ::3 pocket the difference.
Relationship with the capital asset pricing model
The APT along with the capital asset pricing model (CAPM) is one of two influential theories on asset pricing. The APT differs from the CAPM in that it is less restrictive in its assumptions. It allows for an explanatory (as opposed to statistical) model of asset returns. It assumes that each investor will hold a unique portfolio with its own particular array of betas, as opposed to the identical "market portfolio". In some ways, the CAPM can be considered a "special case" of the APT in that the securities market line represents a single-factor model of the asset price, where Beta is exposed to changes in value of the Market.Additionally, the APT can be seen as a "supply side" model, since its beta coefficients reflect the sensitivity of the underlying asset to economic factors. Thus, factor shocks would cause structural changes in the asset's expected return, or in the case of stocks, in the firm's profitability.
On the other side, the capital asset pricing model is considered a "demand side" model. Its results, although similar to those in the APT, arise from a maximization problem of each investor's utility function, and from the resulting market equilibrium (investors are considered to be the "consumers" of the assets).
Using the APT
Identifying the factors
As with the CAPM, the factor-specific Betas are found via a linear regression of historical security returns on the factor in question. Unlike the CAPM, the APT, however, does not itself reveal the identity of its priced factors - the number and nature of these factors is likely to change over time and between economies. As a result, this issue is essentially empirical in nature. Several a priori guidelines as to the characteristics required of potential factors are, however, suggested:- their impact on asset prices manifests in their unexpected movements
- they should represent undiversifiable influences (these are, clearly, more likely to be macroeconomic rather than firm-specific in nature)
- timely and accurate information on these variables is required
- the relationship should be theoretically justifiable on economic grounds
Chen, Roll and Ross identified the following macro-economic factors as significant in explaining security returns:
- surprises in inflation;
- surprises in GNP as indicted by an industrial production index;
- surprises in investor confidence due to changes in default premium in corporate bonds;
- surprise shifts in the yield curve.
- short term interest rates;
- the difference in long-term and short term interest rates;
- a diversified stock index such as the S&P 500 or NYSE Composite Index;
- oil prices
- gold or other precious metal prices
- Currency exchange rates
APT and asset management
See also
- Rational pricing
- Fundamental theorem of arbitrage-free pricing
- Capital asset pricing model
- Efficient market hypothesis
- Modern portfolio theory
- Earnings response coefficient
- Value investing
References
- Burmeister E and Wall KD., The arbitrage pricing theory and macroeconomic factor measures, The Financial Review, 21:1-20, 1986
- Chen, N.F, and Ingersoll, E., Exact pricing in linear factor models with finitely many assets: A note, Journal of Finance June 1983
- Roll, Richard and Stephen Ross, An empirical investigation of the arbitrage pricing theory, Journal of Finance, Dec 1980,
- Ross, Stephen, The arbitrage theory of capital asset pricing, Journal of Economic Theory, v13, issue 3, 1976
External links
- The Arbitrage Pricing Theory Prof. William N. Goetzmann, Yale School of Management
- The Arbitrage Pricing Theory Approach to Strategic Portfolio Planning (PDF), Richard Roll and Stephen A. Ross
- The APT, Prof. Tyler Shumway, University of Michigan Business School
- The arbitrage pricing theory, The Investment Analysts' Society of South Africa
- References on the Arbitrage Pricing Theory, Prof. Robert A. Korajczyk, Kellogg School of Management
- Chapter 12: Arbitrage Pricing Theory (APT), Prof. Jiang Wang, Massachusetts Institute of Technology.
Finance studies and addresses the ways in which individuals, businesses, and organizations raise, allocate, and use monetary resources over time, taking into account the risks entailed in their projects.
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The word theory has a number of distinct meanings in different fields of knowledge, depending on their methodologies and the context of discussion.
In common usage, people often use the word theory to signify a conjecture, an opinion, or a speculation.
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In common usage, people often use the word theory to signify a conjecture, an opinion, or a speculation.
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In finance, valuation is the process of estimating the market value of a financial asset or liability. Valuations can be done on assets (for example, investments in marketable securities such as stocks, options, business enterprises, or intangible assets such as patents and
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In financial markets, the stock capital of a corporation or a joint-stock company is the capital raised through the issuance, sale and distribution of shares. A person or organization that holds at least a partial share of stock is called a shareholder.
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Beta coefficient, in terms of finance and investing, is a measure of a stock (or portfolio)’s volatility in relation to the rest of the market. Beta is calculated for individual companies using regression analysis.
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discounting is the process of finding the present value of an amount of cash at some future date, and along with compounding cash forms the basis of time value of money calculations.
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In economics and finance, arbitrage is the practice of taking advantage of a price differential between two or more markets: a combination of matching deals are struck that capitalize upon the imbalance, the profit being the difference between the market prices.
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The word theory has a number of distinct meanings in different fields of knowledge, depending on their methodologies and the context of discussion.
In common usage, people often use the word theory to signify a conjecture, an opinion, or a speculation.
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In common usage, people often use the word theory to signify a conjecture, an opinion, or a speculation.
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economist is an expert in the social science of economics.[1] The individual may also study, develop, and apply theories and concepts from economics and write about economic policy.
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Stephen Alan "Steve" Ross is the inaugural Franco Modigliani Professor of Finance and Economics at the MIT Sloan School of Management. He is known for initiating several important theories and models in Financial economics.
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A risk premium is the minimum difference between the expected value of an uncertain bet that a person is willing to take and the certain value that he is indifferent to.
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Example
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The risk-free interest rate is the interest rate that it is assumed can be obtained by investing in financial instruments with no default risk. However, the financial instrument can carry other types of risk, e.g.
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A random variable is an abstraction of the intuitive concept of chance into the theoretical domains of mathematics, forming the foundations of probability theory and mathematical statistics.
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In statistics, mean has two related meanings:
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- the arithmetic mean (and is distinguished from the geometric mean or harmonic mean).
- the expected value of a random variable, which is also called the population mean.
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Perfect competition is an economic model that describes a hypothetical market form in which no producer or consumer has the market power to influence prices. According to the standard economical definition of efficiency (Pareto efficiency), perfect competition would lead to a
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invertible or non-singular if there exists an n-by-n matrix such that
where denotes the n-by-n identity matrix and the multiplication used is ordinary matrix multiplication.
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where denotes the n-by-n identity matrix and the multiplication used is ordinary matrix multiplication.
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In economics and finance, arbitrage is the practice of taking advantage of a price differential between two or more markets: a combination of matching deals are struck that capitalize upon the imbalance, the profit being the difference between the market prices.
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Rational pricing is the assumption in financial economics that asset prices (and hence asset pricing models) will reflect the arbitrage-free price of the asset as any deviation from this price will be "arbitraged away".
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discounting is the process of finding the present value of an amount of cash at some future date, and along with compounding cash forms the basis of time value of money calculations.
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Beta coefficient, in terms of finance and investing, is a measure of a stock (or portfolio)’s volatility in relation to the rest of the market. Beta is calculated for individual companies using regression analysis.
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In finance, a long position in a security, such as a stock or a bond, or equivalently to be long a security, means the holder of the position owns the security and will profit if the price of the security goes up.
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In finance, short selling or "shorting" is a way to profit from the decline in price of a security, such as a stock or a bond. In contrast, investors who "go long" with an investment hope the price will rise.
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In finance, short selling or "shorting" is a way to profit from the decline in price of a security, such as a stock or a bond. In contrast, investors who "go long" with an investment hope the price will rise.
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In finance, short selling or "shorting" is a way to profit from the decline in price of a security, such as a stock or a bond. In contrast, investors who "go long" with an investment hope the price will rise.
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Capital Asset Pricing Model (CAPM) is used in finance to determine a theoretically appropriate required rate of return (and thus the price if expected cash flows can be estimated) of an asset, if that asset is to be added to an already well-diversified portfolio, given that
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Capital Asset Pricing Model (CAPM) is used in finance to determine a theoretically appropriate required rate of return (and thus the price if expected cash flows can be estimated) of an asset, if that asset is to be added to an already well-diversified portfolio, given that
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In statistics, linear regression is a regression method that models the relationship between a dependent variable Y, independent variables Xi, i = 1, ..., p, and a random term ε.
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A central concept in science and the scientific method is that all evidence must be empirical, or empirically based, that is, dependent on evidence or consequences that are observable by the senses. Empirical data is data that is produced by experiment or observation.
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a priori" and "a posteriori" are used in philosophy to distinguish between deductive and inductive reasoning, respectively. Attempts to define clearly or explain a priori and a posteriori
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