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Evaluating Alternative Operations Strategies to Improve Travel Time ...

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SHRP 2 L11: Final Appendices<br />

• An example of an application of a European Option is in commodity trading. Here<br />

individuals are buying the right <strong>to</strong> purchase or sell an asset at a contracted price at the<br />

end of the contract period. Trading in commodity futures is of the European option type,<br />

because people buy the right <strong>to</strong> purchase/sell wheat, corn, or other products at a<br />

specified (strike) price in the future.<br />

• Buying the right <strong>to</strong> purchase or sell an asset at a contracted price at any time during the<br />

contract period is an American Option. Insurance policies are a type of American<br />

Option, since the commodity being traded (money value of insured object) can be called<br />

or put at any time during the policy coverage.<br />

Economists have expanded the notion of options beyond financial instruments <strong>to</strong> so-called "real"<br />

options. Real options involve the analysis of quantities such as commodities and time. Formulae<br />

have been developed <strong>to</strong> compute the value of various types of real options under a wide range of<br />

conditions. Many real-world insurance policies insure such real outcomes as a policy that insures<br />

that a communications satellite will function at a specified level of performance, or for a specified<br />

number of years. Application of options theory <strong>to</strong> travel-time reliability constitutes one<br />

formulation of a real option.<br />

Practitioners and experts in the real options branch of financial analysis have a very specific<br />

meaning for the term ‘real option.’ Usually, the term refers <strong>to</strong> real assets in the capital budget<br />

context. Since we know of no one else who has studied travel time reliability using the options<br />

approach, it is not clear what the exact proper terminology is <strong>to</strong> use. However, Professor Lenos<br />

Trigeorgis, a well-known expert in the field of real options, has applied the real options terms in an<br />

analogous setting: a decision <strong>to</strong> increase flexibility of production processes as defense against<br />

exchange rate variability. Therefore, the term ‘real option’ is used in a liberal sense for our options<br />

theoretic approach for the valuation of travel time reliability since our certainty-equivalent<br />

measure is easily converted <strong>to</strong> minutes (time).<br />

Application of Black-Scholes type options formulae <strong>to</strong> non-financial options has <strong>to</strong> respect certain<br />

underlying assumptions of the Black-Scholes model. Analysts should apply Black-Scholes <strong>to</strong> real<br />

options in circumstances in which they make the most logical sense. A full discussion of the<br />

underlying assumptions of Black-Scholes type option pricing models and their implications in the<br />

development of real options such as those presented here can be found in Kodukula and Papudesu<br />

(2006).<br />

Because real options are not traded in a formal market, the so-called arbitrage assumption is<br />

commonly highlighted as a limitation on the applicability of Black-Scholes <strong>to</strong> real options.<br />

However, as Kodukula and Papudesu (p. 84) point out:<br />

We believe that a categorical denial of the validity of the models <strong>to</strong> real option<br />

problem is inappropriate and that a “no arbitrage” condition is only a limitation of<br />

the model and can be overcome easily by proper adjustment. Practitioners have<br />

used three different types of adjustment:<br />

1. Use an interest rate that is slightly higher than the riskless rate in the option<br />

pricing model.<br />

2. Use a higher discount rate in calculating the discounted cash flow (DCF)<br />

value of the underlying asset.<br />

3. Apply an “illiquidity” discount fac<strong>to</strong>r <strong>to</strong> the final option value.<br />

DETERMINING THE ECONOMIC BENEFITS OF IMPROVING TRAVEL-TIME RELIABILITY Page B-5

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