Title: MATHEMATICAL PROGRAMMING FOR RISK MANAGEMENT IN AGRICULTURE
1MATHEMATICAL PROGRAMMING FOR RISK MANAGEMENT IN
AGRICULTURE
- Garth A. Baker
- Director of Research,
- Caribbean Institute for the Mathematical Sciences
- Nothing is more practical than a good theory
-- Descartes
2DOMINICA QUANTCONSORTIUM ON AGRICULTURE
- PARTICIPATING INSTITUTIONS ( March 8. 2004 )
-
- Dominica Banana Producers Limited ( DBPL )
- Nature Island Pineapple Producers Association (
NIPPA ) - Caribbean Agricultural Research and Development
Institute (CARDI) - Caribbean Institute for the Mathematical
Sciences ( CIMS ) - OECS Export Development Unit ( OECS-EDU )
- Dominica Export Import Agency ( DEXIA )
- Windward Islands Crop Insurance Limited (
WINCROP ) - Centre de Cooperation Internationale en
Recherche Agronomique pour le Development ( CIRAD
), Paris, France - EMPLOY SCIENTIFIC RESEARCH TO PILOT BUSINESS
INITIATIVES - IN THE FORM OF JOINT VENTURES
3 - SUBSISTENCE FARMING INTERNATIONALLY
COMPETITIVE - Revive the banana industry
- Diversification (pineapples)
- OPTIMIZATION OF PRODUCTION
- q What does the market want?
- q Organize production to fit the market.
Take the guesswork out of production - q Use accurate, scientific crop forecasting
4.
PROTECT INVESTMENTS
- q Affordable catastrophe insurance. Can
fine structure - modeling for the Caribbean improve
catastrophe - insurance pricing?
- q Hedge market risk with financial
instruments. Take the - uncertainty out of export marketing.
- q Affordable insurance for crops other than
bananas. - Affordable comprehensive insurance, including
- coverage for drought, flood and possibly
disease.
5REGIONAL CONSOLIDATION
- q Lower production costs.
-
- q Acquire greater market share.
-
- q Distinguish Caribbean product aim for
- niche market.
- q Optimal transportation networks dynamic
- scheduling
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7- The only thing that is certain is that nothing
is certain. - Pliny the elder
- Historia Naturalis
-
- Common sense is not so common.
- Voltaire
-
- A fool must now and then be right by chance.
- William Cowper
- Conversations
8RISK PREDICTION AND MANAGEMENT
- q Quantitative determination or estimate
of Risk -
- Determine probabilistically
all possible cases between the extremes -
- Maximum Likelihood Scenario
- Worst Case Scenario
- q Insurance
-
- q Reinsurance
-
- q Alternative Risk Transfer
- Securitization of Agricultural Insurance
Risk -
- q Portfolio Management
- Fixed income securities / Hedge Funds
-
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10PUT OPTIONS
Most business and financial transactions are
a gamble wherein the buyer hopes to be buying
low, and the seller hopes to be selling high. One
side is always doomed to disappointment. Peter
Bernstein, economic consultant, 1996. Every
act of production is a speculation in the
relative value of money and the good produced.
Frank Knight, economist, 1977. Farmers stand to
benefit from high sale prices and are vulnerable
to low sale prices in symmetric contrast,
supermarkets/ processors tend to benefit from low
sale prices and high sale prices are threatening
to them.
11CONTRACTS
- I. Each farmer pays the bank a premium, say 3
Arawak, for the right to sell the produce
( through or to the bank) at the prearranged
price of 100 Arawak, within a designated period
of time, say up to December 31. The farmer has
the option to exercise this right to sell at the
specified price or not, during the period of
validity of the contract. Should the farmer opt
to sell, the bank is legally bound to make the
purchase. -
12CONTRACTS
- II. Each supermarket/processor pays the bank
a premium, say 5 Arawak, for the right to buy the
produce (through or from the bank) at the
prearranged price of 100 Arawak, during the
period up to January 1. The supermarket/processor
has the option to exercise this right to buy at
the specified price or not, during the period of
validity of the contract, and should the
supermarket/processor opt to buy at any such
time, the bank is legally bound to effect the
sale.
13LOW SALE PRICE
- If the actual market sale price at the time of
sale, (December 31,) is below 100, say 70,
then - The bank pays the difference, 30, to the
- farmer
- The farmer obtains 100 3 97
- The supermarket/processor looses
- their premium, but in effect pays 70
5 - 75, thus making a profit of 25.
14HIGH SALE PRICE
- If the actual market sale price happens to be
above 100, say 122, at the time of purchase,
(January 1), then - The bank pays the difference, 22, to the
- supplier.
- The supermarket pays 100 5 105, in
- effect.
- The farmers loose their premium, but in
- effect sell at 122 3 119, yielding a
- profit of 19.
15OPTION PRICING
Fischer Black -----Arthur D. Little Myron
Scholes ----M.I.T.
1973 Robert Merton ----M.I.T. time, interest
rates, price spread, volatility 1997 Nobel
Prize in Economics Louis Bachelier , These,
Universite Paris, 1900 Chicago Board Options
Exchange, April 1973
16 A B C ? ?
? X Y Z
Investment Bank Insurance/Reinsurance Securities
Exchange ( OECS/ CARICOM )
FARMERS
MARKETERS
SUPERMARKETS PROCESSORS
REGULATORY BODY What types of contracts are
best suited for hedging market risk in
agriculture (volatility) to protect OECS producer
marketing processing chain ? How are these
contracts to be managed and overseen, with
transparency and international legal credibility?
17CIMS Perspective on Risk Management at the
Macro-Level
- Portfolio Management alla Markowitz (1954 )
- Diversification should be pursued based
upon optimization critera, taking into account
both market information and agro-ecological
conditions and economic and social constraints.
i.e. market driven optimization of production
however, what is to be optimized is the
performance of the portfolio as a whole over
time. The relevant question is What (diverse)
combination of crops yields optimality? Value at
Risk type analysis. - Insurance and other financial instruments for
macro-level risks. - Computer simulation for stress analysis test
all the what if scenarios credit risks, credit
futures, credit options? - Special financial conglomerate for macro-level
finance, insurance and reinsurance. Credit Bank /
Insurer / Reinsurer / Securities Trader / Trade
Finance . . . expand WINCROP? - Regional Portfolio Optimisation?
18Alan Greenspan, Chairman of the Federal Reserve
Board Lecture at the University of Utha,
November 1994
There are some who would argue that the role of
the bank supervisor is to minimize or even
eliminate bank failure but this view is mistaken
in my judgment. The willingness to take risk is
essential to the growth of a free market economy
. . . If all savers and their financial
intermediaries invested only in risk-free assets,
the potential for business growth would never be
realized.
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20SOOTHSAYER Beware the ides of March.
CAESAR He is a dreamer let us leave him
Julius Caesar,
Act I, Scene II
21DUKE SENIOR ( in exile )
- Sweet are the uses of adversity
- Which, like the toad, ugly and venomous,
- Wears yet a precious jewel in his head
- As You Like It
- Act II, Scene I.