dairy market price volatility: causes, consequences and solutions
DESCRIPTION
Presentation by Drs. Andrew Novakovic and Mark Stephenson of Cornell University at Cornell Cooperative Extension of Oneida County on 6/17/2009TRANSCRIPT
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Dairy Market Price Volatility: Causes,
Consequences, and Solutions
Andrew M. Novakovic, PhDCornell University
June 2009
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Policy Analysis vs Advocacy
UNIVERSITY INDUSTRY
Education Analysis Advocacy
The process of giving systematic instruction; training in a particular
field or subject Detailed examination of the elements or structure of something, typically as a basis for discussion or
interpretation.
Support for or recommendation
of a particular cause or policy
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The Policy Development ProcessProblem Identification
Problem ElucidationEstablishing/Describing Desired OutcomesPossible Solutions
A. To what extent do they solve the problem(s) and achieve the desired outcomes
B. To what extent do they result in undesired outcomes
Selecting a solutionA. Based on objectively measured analysisB. Based on subjectively determined values
and objectives
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Is the Price of Milk the problem?The Price of Milk is too volatile?The Price of Milk is too low?
Benchmark Measures of the Value of Producer Milk, 2006-2008
$8.00
$10.00
$12.00
$14.00
$16.00
$18.00
$20.00
$22.00
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-90
Jan
-92
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-94
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-96
Jan
-98
Jan
-00
Jan
-02
Jan
-04
Jan
-06
Jan
-08
$/c
wt
Class III, 3.5% All Milk
Stability?
Certainty? Adequacy?
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Is the Price:Cost margin the problem?Is it about Margins? Comparing prices of
inputs with prices of output(s)
Which inputs?
Is it about Net Revenue?• How do I measure
costs of production?
Is it about level or volatility?
Indices of Prices Paid by Livestock Producers and the All Milk Price
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Prices Paid Index - Livestock
All Milk Price Index
Average Value of Feeds Used in Milk Production
$0.00
$2.00
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$6.00
$8.00
$10.00
$12.00
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$/c
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Alfalfa Value
Soybean Value
Corn Value
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Once I Identify the Problem….What data or knowledge can I bring to
bear to better understand it?Causes of price volatilityExtent of low net revenues across farmsAre certain events or factors correlated,
e.g.Is feed price a good proxy for feed costsAre feed costs a good proxy for total costs
What could I do about it anyway?
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Desired Outcomes?cf. what is the problem…
Price doesn’t go below $X/cwt?Milk:Feed doesn’t go below YNet Revenue doesn’t go below ZPrice doesn’t deviate from P1 by more than
∆I can predict Price within +/- 50¢ one year
in advanceI can lock in a price one year in advance
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Degrees of Control in Markets and Governments(behaviors vs results)Free Restrained Regulated Planned
(behavior) (outcomes)
Pure RepresentativeAnarchy Democracy Democracy Socialism Totalitarianism Authoritarianism
To the extent we have a choice, a fundamental question, explicitly or implicitly, is how much control can we tolerate - how much freedom
are we willing to give up in order to achieve the desired results.
How we achieve a solution vs What outcome we seek?
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Desired Objectives, Objectionable Methods, and Unintended ConsequencesIn evaluating alternative policy solutions,
it is well to keep in mind:To what degree is the solution likely to solve
the problem, to achieve the desired solution?
Is the medicine worse than the illness?Are there side effects that we can
anticipate?What is the distribution of benefits and side
effects?
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Prospects for Change?If not now, when? How bad does it have to
get before “we” do something?
Is Congress, or perhaps more to the point, are the leaders of the agriculture committees, prepared to re-open dairy policy?
Is there something we can do in the short run (eg., cash payments) and something else we can prepare to do in the long run (eg., policy reform for the 2012 Farm bill)?
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Sources and Patterns of Milk Price Volatility
Mark Stephenson, Ph.D.Cornell Program on Dairy Markets &
Policy
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U.S. All Milk Price
$0.00
$5.00
$10.00
$15.00
$20.00
$25.00Ja
n-1
0
Jan
-18
Jan
-26
Jan
-34
Jan
-42
Jan
-50
Jan
-58
Jan
-66
Jan
-74
Jan
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Jan
-90
Jan
-98
Jan
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What Are We Looking For?
Anticipated VariationSeasonsCyclesTrends
Unanticipated VariationShocks
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-0.15
-0.10
-0.05
0.00
0.05
0.10
0.15
1909 1919 1929 1939 1949 1959 1969 1979 1989 1999
Relative Variability Over Time
% change month to month
Golden era of price forecasting?
Current variability of similar magnitude to early 20th century – but less predictable?
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Is There Order Within the Chaos?
The All Milk price series looks chaotic but is there order underlying the volatility?
Let’s examine with “State-Space Methods” or “Spectral Decomposition”
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Spectral Composition Example
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Cycle1
Cycle 1Frequency = 32Amplitude = 1
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Spectral Composition Example
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0 4 8 12 16 20 24 28 32 36 40 44 48 52 56 60
Cycle1 Cycle2
Cycle 2Frequency = 8
Amplitude = 0.5
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Spectral Composition Example
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0 4 8 12 16 20 24 28 32 36 40 44 48 52 56 60
Cycle1 Cycle2 Trend
Trend
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Spectral Composition Example
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Sum Cycle1 Cycle2 Trend
Sum of Cycles & Trend
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Spectral Composition Example
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Sum
Sum of Cycles & Trend
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Look At Two Time Periods
$0.00
$5.00
$10.00
$15.00
$20.00
$25.00
19
10
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28
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34
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1948-1967
1988-2007
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A Closer View of the Two Series
$3.00
$3.50
$4.00
$4.50
$5.00
$5.50
$10.00
$12.00
$14.00
$16.00
$18.00
$20.00
$22.00
1988 1990 1992 1994 1996 1998 2000 2002 2004 2006
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Components 1948 to 1967
Seasonal is by far the largest
$0.80/cwt variation
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Spectra 1948 to 1967
Most cycles about 12 monthsOne longer cycle of ~ 16 months
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Components 1988 to 2007
Seasonal is same size, but
Other cycles dominate
$6.00/cwt variation Amplitude of cycles increasing?
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Spectra 1988 to 2007
Annual Cycle
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Spectra 1988 to 2007
36-month Cycle
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Spectra 1988 to 2007
9-month Cycle
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Spectra 1988 to 2007
26-month Cycle
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Forecasting with Spectral Decomposition
Two years ago,we knew the
trough was coming.
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Shocks
A sudden surprise event that temporarily increases or decreases the supply or demand for goods or services
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Supply Shocks
Price
Quantity
Supply
Demand
P*
Q*
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Supply Shocks
Price
Quantity
Supply
Demand
P*
Q*
Pn
Qn
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Feed Costs Have Been Way Up
NASS Feed Ration Value
$0.00
$2.00
$4.00
$6.00
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$10.00
$12.00
Soybean Value
Corn Value
Alfalfa Value
(per 100 lbs feed)
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Demand Shocks
Price
Quantity
Supply
Demand
P*
Q*
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Demand Shocks
Price
Quantity
Supply
Demand
P*
Q*
Pn
Qn
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Supply & Demand Shocks
Price
Quantity
Supply
Demand
P*
Q*
Pn
Qn
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We have a demand problem, but it will have a supply solution.
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How Many Cows?
Number of U.S. Milking Cows(1000s of animals)
8,800
8,900
9,000
9,100
9,200
9,300
9,400
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CWT Being Implemented
Region Cows Percent
Northeast 5,156 0.35
Southeast 7,042 1.24
Midwest 8,595 0.29
Southwest 43,607 3.81
West 38,498 1.35
Total 102,898 1.11
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How Bad Is It?
Few farms are cash flowing!
Indices of Livestock Expenses and All Milk Price
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Livestock Cost Index
All Milk Price Index
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Recovery Out of the West?
Many western producers are indicating milk price is below variable costs of production
Economics would suggest that we “turn off the switch”
Heavy culling and herd sales had occurred but has since slowed down.
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Room for Cautious Optimism
Our exports will be down between 50-60 percent this year
Domestic demand has stabilized and with luck, may rebound some
I do expect a price bump in the fall but I don’t expect significant recovery until we are into 2010.
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CME Class III Futures Prices
$8.00
$9.00
$10.00
$11.00
$12.00
$13.00
$14.00
$15.00
$16.00
Jun-09 Jul-09 Aug-09 Sep-09 Oct-09 Nov-09 Dec-09 Jan-10 Feb-10 Mar-10 Apr-10 May-10
Recent CIII
Last Month CIII
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My Price Forecasts
Italic represents estimates
Date Class III Class IV Uniform* CI Mover Class II MILCJan-09 $10.78 $9.59 $14.14 $15.74 $10.41 NAFeb-09 $9.31 $9.45 $11.75 $10.72 $10.25 $1.5100Mar-09 $10.44 $9.64 $11.56 $9.43 $10.36 $2.0100Apr-09 $10.78 $9.82 $12.43 $10.36 $10.49 $1.5900May-09 $9.84 $10.14 $12.18 $10.97 $10.71 $1.5200Jun-09 $9.90 $10.50 $12.29 $10.08 $10.94 $1.6200Jul-09 $10.50 $10.80 $12.58 $10.46 $11.25 $1.4400
Aug-09 $11.00 $11.00 $12.99 $10.78 $11.51 $1.2800Sep-09 $12.00 $11.50 $13.71 $10.84 $11.94 $1.6700Oct-09 $13.00 $11.75 $14.40 $11.85 $12.18 $1.1200Nov-09 $13.50 $11.75 $14.85 $12.93 $12.36 $0.6200Dec-09 $14.00 $11.75 $15.16 $13.44 $12.46 $0.4500
Average $11.25 $10.64 $13.17 $11.47 $11.24 $1.3482
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Bottom Line…
Volatility is endemic to the dairy industry
Supply response to market signals seems stronger today causing cycles to be different and more pronounced than 40 years ago
Cycles and shocks will make this a long and difficult downturn.
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Possible Solutions to Dairy Market Volatility:
Using Existing Tools - Federal Milk Marketing Orders,
Marketing Agreements, Dairy Price Supports,
Milk Income Loss Contracts
Andrew M. Novakovic, PhDCornell University
June 2009
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Federal Milk Marketing OrdersCan imagine almost anything, but this is a fairly unwieldy tool for price
stabilization and probably completely unworkable for price guarantees or serious price enhancement.
Price stabilization
Class III and IV prices (with Classes I and II following)
Moving average or snubber on product prices
Competitive pay price?
Some other price mover, eg. Cost of production based or indexed to price(s) of input(s)
Class I only (presumably at a high level)
Moving average or snubber
Blend Price or SUP
Moving average or snubber
Like the old takeout/payback plan, leave the total dollars untouched but redistribute them to level out payments (similar to Farm Savings Accounts)
Price Enhancement
S. 889 (Specter/Casey), tie prices to cost of production
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Federal Milk Marketing AgreementsAlready authorized by AMAA, although
may be desirable to focus or add to existing language.
Provides for USDA oversight of an agreement (contract) negotiated by buyers and sellers in a marketing area.
Could serve as a transition to private, forward contracts.
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Dairy Price Support Program
Historically, we know this can be used for Price stabilization by establishing a fairly low price floor
Price enhancement by establishing a high price floor
The ability to remove surpluses is essential to managing prices that exceed market clearing levels Ability to distribute government stocks is practically
essential
However, this ability is seriously undermined in an open economy
WTO limits ability to distribute overseas
Can we distribute internally in a way acceptable to industry?
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MILC – the Counter Cyclical PaymentCould use different triggering mechanisms,
eg., US all milk price or FMMO average blend price price:cost ratio margin net revenue
Could pay out differently, eg., Payment limits or payment eligibility Progressive payments
A% of difference when actual is within x% of triggerB% when actual is within x-y%C% when actual is less than y%
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CWT Buyouts or New Plans to Manage the Supply of
Milk
Charles F. Nicholson, PhDCornell University
June 2009
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What Does Scott Say About CWT?
“Historically, CWT has not addressed volatility directly
Helps producers in periods of low prices”
“Ability to address volatility with the current program depends entirely on the timing of events relative to future market changes
A hard task to correctly look ahead
A hard set of rules to follow may limit effectiveness of the program”
D. Scott Brown
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U.S. Dairy Cows32,724 50,478 64,069 52,783 24,585 50,630
From Scott Brown
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U.S. All Milk PriceFrom Scott Brown
WITH CWT: c.v. = 18.1%NO CWT: c.v. = 19.1%
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CPDMP Analysis of Dairy Farmers Working Together (DFWT) Program
DFWT Program ElementsNational program, similar to CWT but
mandatoryCollect assessment from all farmersUse funds for herd buyouts and export
subsidies (kind of like old DTP plus DEIP)
Could also use government fundsReplaces MILC and DEIPAssumed savings of $250 million per year
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Analysis of DFWT Program: Results
DFWT program reduced price variationAfter two-year “adjustment period”With assessments $0.10 to $0.15 per cwt$0.12 to $0.20 / cwt reduction in average
deviationDFWT program increased average all-milk price
$0.16 to $0.34 per cwtA bit less than Dr. Brown’s estimate for CWT
(different analysis, different model)Increased net imports of NDM, cheese, wheyDFWT program would need to operate continuously
to reduce price variation
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Note: Scale implies relatively small variation in prices, even in baseline.Scenarios vary by 1) how much money available each month and 2) who pays.
2008 20102004
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CA MPC Growth Management PlanSet an allowable annual % growth in
milkIf milk is more than the amount a year
ago plus allowable growth, the farm pays a “market access fee” per cwt on all milk produced
Pool the money collected as market access fees
Pay refunds to farms that did not exceed the allowable growth
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Key Decisions for GMP
What is the size of the Market Access Fee?
What % production increases are allowed?
- Should these, could these change over time?
- Who gets to decide?
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CPDMP Analysis of GMP
Three basic questions:Can it make milk prices more stable relative
to regular variation due to cycles?Can it make milk prices more stable relative
to unexpected shocks?Feed Costs, Demand
What are the levels of Market Access Fees and % growth that achieve more stable prices?How often might need to change them?How stable
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GMP and Feed Cost IncreaseAll-Milk Price, $/cwt, With Increased Feed Cost
Program ImplementedProgram Implemented
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GMP and Feed Cost Increase
Baseline with Feed
Cost Increase, No GMP
Baseline with Feed
Cost Increase Minimize Variation
with Annual Changes
Difference from
Baseline with No
GMP
Market Access Fee, $/cwt -- 0.74* --
Allowable Growth, %/year -- 2.7%* --
Refund, Qualifying Milk, $/cwt -- 0.61 --
Average all milk price, $/cwt 17.02 19.84 2.82
Coefficient of variation, % 12.9% 3.6% -9.3%* Indicates varies over time Reduction in variation, increase in all-milk price
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GMP with Feed & Demand Shocks
All-Milk Price, $/cwt, Scenarios with Shocks
Program ImplementedProgram Implemented
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GMP with Feed & Demand Shocks
Demand and Feed
Costs Shocks, No GMP
Demand and Feed
Costs Shocks, Minimize Variation
with Annual
Changes
Difference from
Baseline with No
GMP
Market Access Fee, $/cwt -- 0.32* --
Allowable Growth, %/year -- 1.5%* --
Refund, Qualifying Milk, $/cwt
-- 0.46 --
Average all milk price, $/cwt 15.34 16.44 1.10
Coefficient of variation, % 26.0% 16.5% -9.5%* Indicates varies over time
Reduction in variation, smaller increase in all-milk price
Still fairly large variation
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GMP SummaryBasic findings:GMP could decrease variability
Less effective for a demand shock
GMP would increase farm prices
8 to 21%, depending on scenario
Larger % increases under Holstein Association proposal (larger MAF)
Issues:Impacts on tradeImpacts of price enhancement
Asset values Sales and growth
Implementation Cheating! Transfer of “base” Setting growth and MAF
Regional distributionInteractions with CWTIncentives for expansion?
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Incentives for Expansion?Payment of MAF is on ALL milk, rather than “extra” milkMAF as a proportion of expansion cost decreases for larger expansions
Will this encourage expansions to be larger?Should MAF be based on changes in production?
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Concluding CommentsA GMP could reduce price variabilityAdditional analyses of growth management
programs should be undertaken to address the unresolved issuesBroader perspective on impacts and
implementation challenges is needed
For more information:
Nicholson and Stephenson. An Analytical Review of a Growth Management Plan for Dairy Producers. Cornell Program on Dairy Markets and Policy. May 2009
www.cpdmp.cornell.edu/CPDMP/Pages/Publications/Pubs/GMP_Report.pdf
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Personal Firm Strategies for Risk Management
Mark Stephenson, PhDCornell University
June 2009
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Basic price risk management tools:
Hedging: To establish a fixed base milk price.
Put Options: To create opportunity to establish a floor base milk price.
Cash Forward Contract: To establish a fixed base milk price, or floor base milk price for one or more months.
Forward Contract - an alternative: establish both the price and the quantity
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Advantages of hedging as a risk management tool:Achieves a “specific” price or profit objectiveCan get out if market changes, or use an
advanced strategyNot tied to a milk buyer
Disadvantages:Margin account and margin callsForgo opportunity for rising milk prices.
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Advantages of buying a Put option as a risk management tool: Protects against a price decline and leaves
open the opportunity for higher prices.No margin money or margin calls.
Disadvantages:If prices fall, net mailbox price usually lower
than if hedged because of an out-of-the-money PUT plus premium paid.
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Cash Forward Contracting:
Milk plants offer producers two types of cash forward contracts:
1. Fixed base contract: This is a Class III base contract. The producer receives all other premiums and discounts as before. This is similar to if a producer hedged.
2. Floor base contract: This establishes a floor on the Class III price. The producer receives all of the premiums and discounts as before. This is similar to if the producer bought a PUT option.
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Advantages of cash forward contracting as a risk management tool:Flexible in terms of quantities of milk protectedCan protect a specific milk price or profit objectives;
or a floor mailbox price.Simple to use—no broker account or margin moneyDisadvantages:Locked into a milk buyerWith fixed price contract, can’t get out if market
changesForgo opportunity for higher prices with fixed price
contract.
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Does Contracting Work?
$10.00
$12.00
$14.00
$16.00
$18.00
$20.00
$22.00
Sep-
00
Nov-0
0
Jan-
01
Mar
-01
May
-01
Jul-0
1
Sep-
01
Nov-0
1
Jan-
02
Mar
-02
May
-02
Jul-0
2
Sep-
02
Nov-0
2
Jan-
03
Mar
-03
May
-03
Jul-0
3
Sep-
03
Nov-0
3
Jan-
04
Mar
-04
May
-04
Jul-0
4
Sep-
04
Nov-0
4
Contract—Averaged $14.25No Contract—Averaged $14.33
Study by AMS of the Dairy Forward Pricing Pilot Program
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Most Significant Need
Dairy Farmers should have a Marketing Plan!Firms should have a roadmap for action,
what I will do if/whenThink through a course of action when
you have time to think rationally and thoughtfully
A Marketing Plan is part of and consistent with an overall business plan
An Overview of the Livestock Gross An Overview of the Livestock Gross Margin Insurance Program for DairyMargin Insurance Program for Dairy
Brian W. Gould, PhDBrian W. Gould, PhDAssociate ProfessorAssociate Professor
Department of Agricultural and Applied EconomicsDepartment of Agricultural and Applied EconomicsUniversity of Wisconsin-MadisonUniversity of Wisconsin-Madison
June 2009June 2009
Unlike traditional dairy price risk management Unlike traditional dairy price risk management system LGM-Dairy establishes a floor on system LGM-Dairy establishes a floor on Gross Gross Margins Margins GM GM ≡ Imputed Milk Revenue – Imputed Feed Costs≡ Imputed Milk Revenue – Imputed Feed Costs Manages risk from both milk price and feed Manages risk from both milk price and feed
costscosts Class III, corn, and SBM futures settlement prices Class III, corn, and SBM futures settlement prices
determine expected prices at insurance sign-up and determine expected prices at insurance sign-up and actual prices when contract maturesactual prices when contract matures Prices received/paid by producer not usedPrices received/paid by producer not used No actual futures/options market activityNo actual futures/options market activity
11-mo. insurance period (11-mo. insurance period (up toup to 10 covered mo.) 10 covered mo.)78
LGM-Dairy: An OverviewLGM-Dairy: An Overview
79
LGM-DairyLGM-Dairy similar to use of a bundled option risk similar to use of a bundled option risk management system management system Sets milk revenue Sets milk revenue floorfloor and feed cost and feed cost ceilingceiling
Put option limits milk price downside riskPut option limits milk price downside risk Call option limits feed cost upside riskCall option limits feed cost upside risk
Unlike use of Class III, Corn or SBM options:Unlike use of Class III, Corn or SBM options: No contract size lumpinessNo contract size lumpiness
LGM-DairyLGM-Dairy is customizable as to amount of milk covered is customizable as to amount of milk covered Upper limit of 240,000 cwt over 10 months: Approximate Upper limit of 240,000 cwt over 10 months: Approximate
production from farm with 900 cows and 22,500 lbs/cowproduction from farm with 900 cows and 22,500 lbs/cow Any portion of a month’s production can be coveredAny portion of a month’s production can be covered
Can use LGM-Dairy to insure Can use LGM-Dairy to insure any month(s)any month(s)
LGM-Dairy: An OverviewLGM-Dairy: An Overview
80
Gross Margin Guarantee
Actual Gross Margin
Expected Corn Cost
CMEClass III
SettleCorn Basis
CMESBM Settle
Actual Milk Revenue
Milk InsuredProduction
Premium Cost
Expected Feed Quantity
Indemnity
Producer Data/Decision
Policy Rules
Market Data
LGM-Dairy: How it Works
CMEFinal Class III
Settle PriceExpected SBM Cost
Milk Basis
Actual Feed Cost
DeductibleLevel
Expected Milk Revenue
Expected Feed Cost
Expected Gross Margin
CMEFinal Feed Settle Price
Expected Class III
CMECorn Settle
Unlike Crop Insurance Unlike Crop Insurance NoNo Producer Premium Producer Premium SubsidySubsidy USDA uses a complex process, developed by Iowa State
agricultural economist to determine an “actuarially fair” premium that is based on an expected payout at the time of sign-up
UW analysis indicates that LGM-Dairy is much UW analysis indicates that LGM-Dairy is much cheaper than use of traditional options to floor dairy cheaper than use of traditional options to floor dairy net revenue under most circumstances/deductiblesnet revenue under most circumstances/deductibles
LGM-Dairy: Insurance PremiumLGM-Dairy: Insurance Premium
81
Example: Purchase insurance in June ′09Example: Purchase insurance in June ′09
June ′09
Jul ′09
Aug
′09
Sep′09
Oct ′09
Nov ′09
Dec ′09
Jan ′10
Feb ′10
Mar ′10
Apr ′10
May ′10
1 2 3 4 5 6 7 8 9 10Purchase at
End of Month
NoCover-age
Insurance Contract Period
CoveredMonths
Aug50%
Sep25%
Oct75%
Feb50%
Mar90%
Apr100%
Possible Production Months CoveredPossible Production Months Covered
LGM-Dairy: Coverage CalendarLGM-Dairy: Coverage Calendar
82
Can overlap covered months with additional insurancecontracts so long as production does not exceed 100%
Insurance contract purchased on June 26Insurance contract purchased on June 26 thth
LGM-Dairy: June 2009 EPM PeriodLGM-Dairy: June 2009 EPM Period
Last Business
Day
InsurancePurchase
Day
Average Settle Prices Over These Days to Determine Expected Prices
3rd to lastbusiness day
ID
AZ
UT
MT
WY
NM
CO
AL
FL
SC
TN
KY
INOH
NC
SD
KS
NE
MN
WI
IA
IL
MO
AR
MS
OK
ND
OR
CA NV
WA
PA
ME
VA
NY
CT
WV
MDNJ
VTNHMA
DE
RI
LA
MI
GA
TX
LGM-Dairy: An OverviewLGM-Dairy: An Overview
Who is eligible to purchase LGM-Dairy?Who is eligible to purchase LGM-Dairy?LGM-Dairy eligible states shown in yellow, future states (July 2009) in gray
84
LGM-Dairy is a flexible insurance programLGM-Dairy is a flexible insurance program Need not insure all months or all monthly productionNeed not insure all months or all monthly production May make sense to overlap contracts for same monthMay make sense to overlap contracts for same month
Covers Margin, not milk priceCovers Margin, not milk price• Analogous to simultaneous use of Class III puts and Analogous to simultaneous use of Class III puts and
corn/SMB call optionscorn/SMB call options• Premiums compared to option costs are reasonablePremiums compared to option costs are reasonable• Premiums are very sensitive to deductiblePremiums are very sensitive to deductible
LGM-Dairy drawbacksLGM-Dairy drawbacks Short sign-up window at the end of each monthShort sign-up window at the end of each month Total contract premium is due at sign-upTotal contract premium is due at sign-up
LGM-Dairy: SummaryLGM-Dairy: Summary
85
Contact Information
University of Wisconsin Dairy Marketing Website: http://future.aae.wisc.edu
Livestock Gross Margin Insurance: http://future.aae.wisc.edu/lgm_dairy.html
To join the LGM-Dairy Mailing List:http://future.aae.wisc.edu/lgm_dairy.html#5
Brian W. Gould Victor E. Cabrera(608)263-3212 (608)[email protected] [email protected]
Cornell Program on Dairy Markets and PolicyFor more information or a copy of this presentation:
http://www.dairy.cornell.edu
Andrew M. Novakovic, Ph.D.
Program Director, [email protected]
Mark W. Stephenson, Ph.D.
Senior Extension Associate, [email protected]
Charles F. Nicholson, Ph.D.
Senior Research Associate, [email protected]