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Articles tagged with: Risk

23 March 2023

Continuous Contracts for Physical Commodity Traders

RiskAPI has historically provided multiple methods for accessing continuous, back-adjusted futures contract data. These include multiple notations for creating complete time series composed of mathematically combined, discrete contract data sets. Users have had the option to back-adjust this data using arithmetic or proportional roll-date price differences.

Continuous futures contracts combine all intra-year individual contract time series data into a single, uninterrupted set of data, allowing users to perform analysis on long term histories that do not exist due to a lack of trading data for individual monthly contracts. Data from each individual contract is mathematically combined, with each series being combined at a "roll-date" preceding the expiration date of the contract.

For most speculators, these notations work well since they rarely hold a physical commodity contract to expiration. Doing so would result in either a) accepting delivery of the underlying physical commodity (long position) or b) facilitating the delivery of the underlying physical commodity (short position). However, for physical traders and real hedgers, holding a contract to expiration is desirable and is done explicitly to take advantage of the delivery features of a physical commodity contract. Typically, periods just prior to and up-to physical commodity futures expiration contain higher volatility due to the price and liquidity dynamics involved in the expiration/delivery process. Risk managers of physical commodity trades therefore wish to capture this additional volatility in their analysis.

RiskAPI now includes two additional futures contract symbol notations allowing users to employ continuous contract data with discrete contracts joined (or "rolled") at each contract expiration date. The resulting continuous data set, therefore, also incorporates the unique price dynamics inherent to delivery and expiration.

Continuous contracts rolled at expiration can be accessed by a simple combination of an "E1-E20" suffix or "P1-P20" suffix. For example, the symbol "CLE3" represents the 3rd continuous CME WTI Crude Oil contract, with individual monthly contract data joined and rolled at each respective contract expiration date. To avoid introducing artificial volatility due to price differences at the roll dates, data is back adjusted using arithmetic differences between each contract at the roll dates. Using the format "CLP3" instead will produce an analogous data set, with the back-adjustment using proportional (i.e. percent) differences between the contracts at each roll date.

29 November 2022

Current Nat Gas & WTI Intra-Curve Correlations

With winter in the northern hemisphere approaching, temperatures are cooling and those looking to hedge exposure to the energy markets keenly observe the behavior of both the Henry Hub Natural Gas and WTI Crude Oil curves

Using the RiskAPI Add-In, a one-year, daily correlation matrix is generated on the NG curve, starting at the current front month and going out a full calendar year:

 

 

Similarly, a daily correlation matrix for the WTI curve is also generated:

 

 

Note that values shaded in green show larger correlation and values shaded in red show smaller correlation.

01 June 2021

Valuation and Risk Analysis of Accumulator Contracts

A commodity accumulator contract is a derivative product which allows producers to sell higher volumes of their product if the market price rises above a certain threshold. Grain farmers, for example, take advantage of these contracts to sell more of their crop (usually double the amount) if prices rise. Ultimately, the goal of entering into an accumulator is to sell more of a product at a higher price. As with all things in life, there is no such thing as a free lunch. Therefore, accumulators come embedded with a knock-out feature. If the given commodity price falls below the knock-out price, the entire contract becomes null and void. At this point, the producer is left to sell its remaining inventory at the prevailing lower market rates.

The typical accumulator is characterized by a Double-Up feature, an Accumulation Level, and a Knock-Out Level. The contract works as follows:

  1. Over the life of the contract, as defined by the start and expiration dates, if, at the time of expiration, the price of the underlying asset settles above the Knock-Out Level, but below the Accumulation level, the entire original contract quantity will be sold at the settlement price.

     

  2. If, at expiration, the price of the underlying asset settles above the Accumulation level, then twice the quantity will be sold at the Accumulation Level (the Double-Up feature).

     

  3. If the price of the underlying asset settles at or below the Knock-Out Level at any point during the life of the contract, the contract immediately cancels and is known as "Knocked-Out". Depending on the structure of the Accumulator, either some or all of the original contract quantity can then only be sold at current market rates.

Variations of the above terms also exist, such as a daily pricing, in which the Double-Up feature can come into play at any day during the life of the contract, rather than just at expiration (i.e. American vs. European-style).

Valuation:

An accumulator contract can be valued as a combination of barrier option puts and calls. A barrier option is a type of option that, in addition to having a strike, expiration, and exercise style, also includes barrier price. The barrier price, depending on the barrier type, can cause the option to become instantly worthless/valuable if the price of the underlying asset crosses it in some manner (i.e. down-and-out or up-and-in).

Valuation of an Accumulator contract requires capturing the three distinct behaviors defined previously:

  1. Sale of the original quantity at market rates above the Knock-Out level but below the Accumulation level: This can be accomplished by being short a call option and long a put option in a costless manner. A costless collar is entered into by selling a call and using the sale premium to purchase a put at a given strike where the put premium is equivalent to the call premium received. This strategy, known as a "costless collar", results in the underlying asset simply being exposed to market rates if its price is above the Put option strike and below the Call option strike. This combination also makes the Accumulator cost-free at initiation.

     

  2. The double-up behavior above the Accumulation level: This behavior can be replicated via using two short calls instead of one short call in the costless collar above and additionally setting the strike price of these to the Accumulation level. This is because, as a producer, being short a single call would require the sale of the underlying asset to a counter-party long the call at any price above the strike (Accumulation) price. By being short 2 calls, the producer would therefore be required to sell twice the underlying amount at prices above the strike price at the time call exercise. Note that the premium paid for the Put option purchased would need to be equivalent to the total premium from the sale of both call options.

     

  3. The Knock-out level: This behavior can be replicated using down-and-out Barrier options in all of the above, with the knock-out barriers of each set to the Knock-Out level of the accumulator contract for both the Put and the two short Calls. By setting the barriers to this level, the entire combination becomes worthless when the underlying asset price falls below the Knock-Out barrier.

     

Use in the RiskAPI System:

The RiskAPI service includes a valuation capability for Barrier puts and calls. A flexible format is available to specify both listed and OTC option contracts on commodities. Using this format, both European and American puts and calls can be specified. Additional terms exist in the format to allow specification of down-and-out Knock-Out barriers. Accumulator contracts can be replicated by providing the appropriate symbols and quantities for the required put and call options:

 

 

The CME Corn barrier option spread above illustrates the RiskAPI specification of an Accumulator contract created by combining two long Dec 2021 Barrier options struck at 770 and one short Dec 2021 Put struck at 610, each with a down-and-out Knock-Out barrier of 400. The combination of these contracts results in an Accumulator with the following characteristics:

  • Accumulation Level: 610
  • Double-Up Level: 770
  • Knock-Out Level: 400

Risk Analysis

The Accumulator can be easily risk analyzed via the RiskAPI system, as is the case with any valid symbol combination:

 

 

The above shows an example of a Monte Carlo VaR performed on the Accumulator, using the RiskAPI Add-In. Similarly, a 2-standard deviation shock to Corn prices can also be performed via the system's Stress Impact calculation:

 

 

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