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“The Opportunity is in the Variance”




Precision Agriculture: The Strategic
   Future of Animal Production
Global Resources,
      Changing Government
       Policy and the Basic
        Conditions Affecting
      Food Production Costs
       and Demand for Food
Cost Megatrend
Are We Running Out of
  World Resources or
Can We Solve Problems
 Through Ingenuity and
 Market Mechanisms?
The big question seems to have
already been decided
The Big FOUR

Population Growth
Available Water
Available Energy
Global Warming
REPOSITIONING THE
MEANING AND IMPACT
OF U.S. AGRICULTURE

Abundance as a negative
Limiting Future Production Through
Cost Increases
 •   Taxing Exports (Cap and Trade)
 •   Thwarting Export Growth (MCOOL/Trade Barriers)
 •   Regulating and Taxing Odor, Manure, Dust, Worker
     Benefits (National Health Care)
 •   Reducing Antibiotic Use
 •   Policies to Reallocate Feed Grains to Fuel and Raise
     the COP for Meat
 •   Limiting Technology and Regulating Animal Care
 •   Policies Raising the Cost of Water Use
 •   Policies Raising the Cost of Energy Use
 •   Policies Restricting Business Arrangements (Packer
     Ownership, Contracting)
 •   Policies Easing the Barriers to Citizen Suits (EPA and
     Others)
 •   Employee Benefit Mandates/Easing Union Formation
Limiting Future Demand Through
Cost Increases and Demographics
 •   MCOOL and Other Trade Regulations
 •   Educating Against and Taxing Meat Consumption
     (Obesity-National Health Care, Global Warming, Water
     and Energy Use, Animal Welfare), Forcing Calorie
     Counts to Menu Items, Limiting Salt Usage
 •   Positioning Religious Leaders Against Meat
     Consumption (HSUS and others)
 •   Natural Baby Boomer Demographics
 •   Policies Requiring Locally Produced Purchasing for
     Government Entities (Food Miles)
 •   Reducing Meat in School Lunch Programs
 •   CAFOs: Positioned as Unfixable by Technology
 •   Goldschmidt Hypothesis: CAFOs Destroy Local Fabric
     of Communities
 •   Raising the Cost of Meat Through Supply Reduction
With Challenge Comes
Opportunity

 Achieving Substantially
    More with Fewer
      Resources:
  Precision Agriculture
What is Precision Ag?
    Precision farming or precision agriculture
    is an agricultural concept relying on the
    existence of in-field variability. It requires the
    use of new technologies, such as global
    positioning (GPS), sensors, satellites or
    aerial images, and information management
    tools (GIS) to assess and understand
    variations. Collected information may be
    used to more precisely evaluate optimum
    sowing density, estimate fertilizers and other
    inputs needs, and to more accurately predict
    crop yields. It seeks to avoid applying
    inflexible practices to a crop, regardless of
    local soil/climate conditions, and may help to
    better assess local situations of disease or
    lodging. Source: Wikipedia
Which Method is Precision
       Irrigation?
Precision Agriculture
What Was Your Yield/Acre?
An Obsolete Question
Understanding Input Need
Variations During the Production
Process
Responding “on the fly” with
Precision Input Applications
First Step: Coming to See the
World as Distributions Instead of
         Only Averages




 Point
FUTURE OPPORTUNITY IS IN
                      REDUCING VARIANCE




  Same Average
Different Variance!
 High Variance                     Low Variance
An Illustration Using COP
Forecasting Hog COP for 2009
   2005-2008 Corn Price Range:$1.56 - $7.38/bu
    Corn Price Range: $5.82
   2005-2008 SBM Price Range: $148.70 - $459.50
          Meal Price Range: $229.34

   Using USDA 2009 Average Price Estimates for Corn
    and Soybean Meal:
          $3.55-$4.25/bu and $250-$310/short ton
Figure 1. 2009 Forecasted Average Cost of Production for Hogs in the U.S.

0.045


 0.04
                                          !"#$%&%'()*)+,-./%0#1-#22
0.035


 0.03


0.025                                                          2009

 0.02


0.015


 0.01


0.005


    0
Figure 1. 2009 Forecasted Average Cost of Production for Hogs in the U.S.

0.045


 0.04
                                          !"#$%&%'()*)+,-./%0#1-#22
0.035


 0.03
                                                          Reducing Variance
                                                          Of Expected Cost of Production
0.025                                                     Through Locking “Margins” Rather
                                                          Than Only Costs or Prices
 0.02


0.015


 0.01


0.005


    0
The Most Important Metric:
   Profit


The Path to Increased Profits For Modern
Producers is Through the Variance
The Single Pig Calculation
                                                              Typical Choice for Optimum:
                                                              As Close to First Discount
                   Slaughter House Pricing                    as Possible
                                                              Cost of Gain
What Happens if You
       C
Set theOGroup Average                                                      Very Large
At the Single Pig Optimum
       S                                                                   Discounts from
Weight?T                                                                   Pigs That are
      /                                                                    Too Heavy
      R
      E
      T
      U
      R
      N
    180    200   220    240   260   280      300   320      340    360


                                                         Weight of Pig
A Very Important Take Home Message
            Comparing Group Average Weight to the
            Individual Pig Optimal Weight

 Optimal Avg Weight for a Distribution
 Of Pigs Will be LOWER Than For
 a Single Pig

Value Change is Not            The WIDER the Variance in Weights
                               The LOWER will be the Profit Optimal
Symmetric on Each
                               Weight
Side of the Mean as You
Lower the Weight of the
Distribution      180   200   220   240   260   280    300   320      340   360




The Distribution Average Weight
Is Lowered Until the Gain in Net
Income from Lowering is Maximized
Selling Pigs as a Distribution of Weights
                                                     Pigs Above Profit Optimal
                                                     (Lost Opportunity)
              Pigs Below Profit Optimal
              (Lost Opportunity)




Producer Lowers
Average Weight to
Avoid Heavy Weight
Discounts




                                                          Packer Sends
Who Sends Report                                          Report of
For INCREASED Lost Opportunity                            “Discounts for Weight”
Here to Offset Against Gains From
Reducing Heavy Weight Penalties?       Single Pig Profit Optimal Weight
Answer: No One!
TOO MANY BALLS IN THE AIR to
    FOCUS ON ONE! (except PROFIT)
   FOCUS FIRST on Profit Maximizing Weight
    (NOT PACKER DISCOUNTS)
   FOCUS SECOND on Reducing Variance in
    Market Weights
   Profit Optimal Weight Will Increase as
    Variance is Reduced
   Master Slow Changes in Market Weight
    Direction Following Seasonal Price Patterns
    (Assuming Feed Cost Constant)
   FE and ADG that RESULT at Profit
    Maximization are the IDEAL FE and ADG for
    your current system
Illustration of Precision AG

Reducing Variation and Optimizing
Initial Situation
Maintaining Original Weight and Reducing Variation in Sales
Initial Situation
These Distributions Have
Different Costs, Different
Revenue and Very Different
Profits
Visualizing Variation
Measuring and Controlling
Variance is the Key to Future
Profitability
   Disease is the Number One Cause of
    Variation During Production Phase
   Incorrect and Incorrectly Executed SOPs
    Increase Variation (How Many Cooks are in
    the Kitchen?)
   Systems Built 5-20 Years Ago Are Often
    Stressed with Over Capacity Due to
    Steadily Increasing Productivity
   Market Selection Mechanisms are Crude at
    Best Yielding High Variance Outcomes

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Dr. Dennis DiPietre - Precision Agriculture: The Strategic Future of Animal Production

  • 1. “The Opportunity is in the Variance” Precision Agriculture: The Strategic Future of Animal Production
  • 2. Global Resources, Changing Government Policy and the Basic Conditions Affecting Food Production Costs and Demand for Food Cost Megatrend
  • 3. Are We Running Out of World Resources or Can We Solve Problems Through Ingenuity and Market Mechanisms? The big question seems to have already been decided
  • 4. The Big FOUR Population Growth Available Water Available Energy Global Warming
  • 5. REPOSITIONING THE MEANING AND IMPACT OF U.S. AGRICULTURE Abundance as a negative
  • 6. Limiting Future Production Through Cost Increases • Taxing Exports (Cap and Trade) • Thwarting Export Growth (MCOOL/Trade Barriers) • Regulating and Taxing Odor, Manure, Dust, Worker Benefits (National Health Care) • Reducing Antibiotic Use • Policies to Reallocate Feed Grains to Fuel and Raise the COP for Meat • Limiting Technology and Regulating Animal Care • Policies Raising the Cost of Water Use • Policies Raising the Cost of Energy Use • Policies Restricting Business Arrangements (Packer Ownership, Contracting) • Policies Easing the Barriers to Citizen Suits (EPA and Others) • Employee Benefit Mandates/Easing Union Formation
  • 7. Limiting Future Demand Through Cost Increases and Demographics • MCOOL and Other Trade Regulations • Educating Against and Taxing Meat Consumption (Obesity-National Health Care, Global Warming, Water and Energy Use, Animal Welfare), Forcing Calorie Counts to Menu Items, Limiting Salt Usage • Positioning Religious Leaders Against Meat Consumption (HSUS and others) • Natural Baby Boomer Demographics • Policies Requiring Locally Produced Purchasing for Government Entities (Food Miles) • Reducing Meat in School Lunch Programs • CAFOs: Positioned as Unfixable by Technology • Goldschmidt Hypothesis: CAFOs Destroy Local Fabric of Communities • Raising the Cost of Meat Through Supply Reduction
  • 8. With Challenge Comes Opportunity Achieving Substantially More with Fewer Resources: Precision Agriculture
  • 9. What is Precision Ag? Precision farming or precision agriculture is an agricultural concept relying on the existence of in-field variability. It requires the use of new technologies, such as global positioning (GPS), sensors, satellites or aerial images, and information management tools (GIS) to assess and understand variations. Collected information may be used to more precisely evaluate optimum sowing density, estimate fertilizers and other inputs needs, and to more accurately predict crop yields. It seeks to avoid applying inflexible practices to a crop, regardless of local soil/climate conditions, and may help to better assess local situations of disease or lodging. Source: Wikipedia
  • 10. Which Method is Precision Irrigation?
  • 11. Precision Agriculture What Was Your Yield/Acre? An Obsolete Question
  • 12. Understanding Input Need Variations During the Production Process
  • 13. Responding “on the fly” with Precision Input Applications
  • 14. First Step: Coming to See the World as Distributions Instead of Only Averages Point
  • 15. FUTURE OPPORTUNITY IS IN REDUCING VARIANCE Same Average Different Variance! High Variance Low Variance
  • 17. Forecasting Hog COP for 2009  2005-2008 Corn Price Range:$1.56 - $7.38/bu Corn Price Range: $5.82  2005-2008 SBM Price Range: $148.70 - $459.50 Meal Price Range: $229.34  Using USDA 2009 Average Price Estimates for Corn and Soybean Meal: $3.55-$4.25/bu and $250-$310/short ton
  • 18. Figure 1. 2009 Forecasted Average Cost of Production for Hogs in the U.S. 0.045 0.04 !"#$%&%'()*)+,-./%0#1-#22 0.035 0.03 0.025 2009 0.02 0.015 0.01 0.005 0
  • 19. Figure 1. 2009 Forecasted Average Cost of Production for Hogs in the U.S. 0.045 0.04 !"#$%&%'()*)+,-./%0#1-#22 0.035 0.03 Reducing Variance Of Expected Cost of Production 0.025 Through Locking “Margins” Rather Than Only Costs or Prices 0.02 0.015 0.01 0.005 0
  • 20. The Most Important Metric: Profit The Path to Increased Profits For Modern Producers is Through the Variance
  • 21. The Single Pig Calculation Typical Choice for Optimum: As Close to First Discount Slaughter House Pricing as Possible Cost of Gain What Happens if You C Set theOGroup Average Very Large At the Single Pig Optimum S Discounts from Weight?T Pigs That are / Too Heavy R E T U R N 180 200 220 240 260 280 300 320 340 360 Weight of Pig
  • 22. A Very Important Take Home Message Comparing Group Average Weight to the Individual Pig Optimal Weight Optimal Avg Weight for a Distribution Of Pigs Will be LOWER Than For a Single Pig Value Change is Not The WIDER the Variance in Weights The LOWER will be the Profit Optimal Symmetric on Each Weight Side of the Mean as You Lower the Weight of the Distribution 180 200 220 240 260 280 300 320 340 360 The Distribution Average Weight Is Lowered Until the Gain in Net Income from Lowering is Maximized
  • 23. Selling Pigs as a Distribution of Weights Pigs Above Profit Optimal (Lost Opportunity) Pigs Below Profit Optimal (Lost Opportunity) Producer Lowers Average Weight to Avoid Heavy Weight Discounts Packer Sends Who Sends Report Report of For INCREASED Lost Opportunity “Discounts for Weight” Here to Offset Against Gains From Reducing Heavy Weight Penalties? Single Pig Profit Optimal Weight Answer: No One!
  • 24. TOO MANY BALLS IN THE AIR to FOCUS ON ONE! (except PROFIT)  FOCUS FIRST on Profit Maximizing Weight (NOT PACKER DISCOUNTS)  FOCUS SECOND on Reducing Variance in Market Weights  Profit Optimal Weight Will Increase as Variance is Reduced  Master Slow Changes in Market Weight Direction Following Seasonal Price Patterns (Assuming Feed Cost Constant)  FE and ADG that RESULT at Profit Maximization are the IDEAL FE and ADG for your current system
  • 25. Illustration of Precision AG Reducing Variation and Optimizing
  • 27.
  • 28. Maintaining Original Weight and Reducing Variation in Sales
  • 30.
  • 31. These Distributions Have Different Costs, Different Revenue and Very Different Profits
  • 33.
  • 34. Measuring and Controlling Variance is the Key to Future Profitability  Disease is the Number One Cause of Variation During Production Phase  Incorrect and Incorrectly Executed SOPs Increase Variation (How Many Cooks are in the Kitchen?)  Systems Built 5-20 Years Ago Are Often Stressed with Over Capacity Due to Steadily Increasing Productivity  Market Selection Mechanisms are Crude at Best Yielding High Variance Outcomes