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Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant Jittinan Aukayanagul, Post-Doctoral Associate
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Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Dec 20, 2015

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Page 1: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Economic Models of Biofuels and Policy Analysis

John Miranowski,* Professor of Economics

Iowa State University

*With Alicia Rosburg, Research AssistantJittinan Aukayanagul, Post-Doctoral Associate

Page 2: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Economic challenges of cellulosic feedstock supply, logistics, and modeling efforts

Importance of corn yield growth and fertilizer use to land use change

Handling of risk and uncertainty in biofuel investment decisions

Economic Models of Biofuels and Policy Analysis

Page 3: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

How do we establish biomass feedstock supply chain for commercial, cellulosic biofuel plant?

Logistics of biomass supply ◦ Transportation and storage of low-stability, low-density

material

◦ Direct delivery vs. intermediate consolidator in feedstock supply chain

How do we develop technology and platforms for cellulosic biofuel production?◦ Conversion of multiple feedstocks

◦ Yield of biomass feedstock

Cellulosic Ethanol Industry Policy Challenges

Page 4: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

What intervention to create sustainable market?

Maximum price processor is willing to pay must equal minimum price biomass supplier is willing to accept for market to exist

Considering commercial scale plant and MC of supplying last unit to biofuel plant

If WTA>WTP => government incentive (tax or carbon credit, or mandate to make WTA=WTP

Market Viability

Page 5: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

$112

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Stover (CC) Stover (CS) Stover/Alfalfa Alfalfa SG (MW) SG (MW_LQ) SG (App) SG (SC) Misc (MW) Misc (MW_LQ) Misc (App) Wheat Straw Prairie Grass Farmed TreesForest Residue

$ pe

r ton

Supplier WTA for BiomassBaseline (2009; No policy incentives)

Page 6: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

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Stover (CC) Stover (CS) Stover/Alfalfa Alfalfa SG (MW) SG (MW_LQ) SG (App) SG (SC) Misc (MW) Misc (MW_LQ) Misc (App) Wheat Straw Prairie Grass Farmed TreesForest Residue

$ pe

r ton

Gap between Supplier WTA and Processor WTPBaseline (2009, No policy incentives)

Page 7: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

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Stover (CC) Stover (CS) Stover/Alfalfa Alfalfa SG (MW) SG (MW_LQ) SG (App) SG (SC) Misc (MW) Misc (MW_LQ) Misc (App) Wheat Straw Prairie Grass Farmed TreesForest Residue

$ pe

r ton

Gap between Supplier WTA and Processor WTP Blender’s Credit (2009, $75 oil)

Page 8: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

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Stover (CC) Stover (CS) Stover/Alfalfa Alfalfa SG (MW) SG (MW_LQ) SG (App) SG (SC) Misc (MW) Misc(MW_LQ)

Misc (App) Wheat Straw Prairie Grass Farmed Trees ForestResidue

$ pe

r to

n C

O 2e

Carbon Credit Needed for Feedstock MarketBaseline (2009, No policy incentives)

Page 9: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Modeling indirect land use change controversial◦ Pecuniary externality captured in market◦ Do not target ILUC for other energy forms◦ Attempting to measure the unmeasureable

Economic models focus on existing cropland, conversion, and expansion◦ Yield growth◦ Crop and input substitution◦ Changing cropping practices◦ Cropland expansion

Land Use Change Controversy

Page 10: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Study of differing rates of corn yield growth, nitrogen use, and cropland needs

Yield increases reduce total cropland needs but impact on land use depends on yield increase, fertilizer increase, and prices

Corn Yields, Fertilizer, and Land Use Dynamics

Page 11: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

150

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Yiel

d (b

ushe

ls/a

cre)

US Corn Yield Forecasts by Model and Data Window

AR (1970-2009) AR (1999-2009) LT (1970-2009) LT (1999-2009)

Page 12: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

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Yiel

d (b

ushe

ls/ac

re)

Iowa Corn Yield Forecasts by Model and Data Window

AR (1970-2009) AR (1999-2009) LT (1970-2009) LT (1999-2009)

Page 13: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Annual Yield Increase Rate by State IA IL NE MN IN SD KS

1970-2009 1.63% 1.63% 1.84% 1.89% 1.55% 2.89% 1.33%

1999–2009 2.18% 2.18% 2.65% 1.77% 1.90% 2.09% 1.02%

OH WI MO MI TX ND OK

1970-2009 1.67% 1.39% 1.70% 1.68% 1.50% 2.08% 1.00%

1999–2009 2.36% 1.17% 2.37% 2.13% 1.28% 0.48% -1.67%

State Trends – AR Model

Page 14: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

40000

45000

50000

55000

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Acre

s (th

ousa

nds)

US Corn Acreage Forecasts by Model and Data Window

AR (1970-2009) AR (1999-2009) LT (1970-2009) LT (1999-2009)

Page 15: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Nitrogen use model

◦ N rates based on historical data using trend model

◦ N use per acre has been increasing slowly, if at all

Will corn yield increases require greater N use rates than forecast below?

Important in GHG LCA for corn ethanol in RFS.2

Implications of Nitrogen Use

Page 16: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

0.50

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Nitr

ogen

(lbs

/bus

hel)

US Nitrogen Use Forecasts by Model and Data Window

AR (1970-2009) AR (1999-2009) LT (1970-2009) LT (1999-2009)

Page 17: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

AR model yield projections are higher than LT

State level yield increase rates in important corn states may meet 2030 industry yield targets and production

Nitrogen use per bushel of corn will likely continue to decline as will nitrous oxide emissions

Implications for cellulosic feedstock land available and GHG emissions

Summary

Page 18: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Capacity build-out rate for cellulosic ethanol plants needs to be twice capacity build-out rate in corn ethanol industry at peak to meet RFS.2 mandates for 2022

Cellulosic ethanol plants are a risky investment◦ Feedstock supply◦ Input, output, and co-product prices ◦ Yield and technology or platform◦ Market and policy (RFS.2) uncertainty◦ Opportunities to lay-off risk are lacking due uncertainty

Risk and Uncertainty in the Industry

Page 19: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Corn ethanol plant investment has higher thresholds (>NPV) to trigger investment due to risk and uncertainty

Economies of scale in ethanol plants make it optimal to invest in larger plants until transportation diseconomies offset scale economies (similar to oil refineries)

Prior to 2005 and higher oil prices, smaller scale plants were the industry norm due to capital subsidies for smaller plants. These plants “leveled the playing field” for smaller plants and local investors, and served as model for dry mill expansion

Corn Ethanol Study

Page 20: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Capital as opposed to output subsidies for early cellulosic ethanol plant investment?

Magnitude of shock required to spur firms to invest in cellulosic industry may be large, especially given size and uncertainty surrounding RFS.2

Number of firms in industry relative to magnitude of shock will determine number of new cellulosic plants that will enter or exit

Jump-Starting Cellulosic Industry

Page 21: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Any questions, comments, discussion?

Thank you!

Page 22: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

$0

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Stover(CS)

SG (MW) SG(MW_2)

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Misc(MW_2)

Misc(App)

WheatStraw

FarmedTrees

ForestResidue

PrairieGrass

$ pe

r ton

CO

2e

$60 Oil $75 Oil $90 Oil

Carbon Credit Needed for Feedstock Market by Oil PriceBaseline (2009, No policy incentives)

Page 23: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Processor Derived Demand for Biomass:

Supplier Marginal Cost of Producing Biomass:

WTA = {(CES+COpp)/YB+CHM+CNR+CS+DFC+DVC*D}

Market Viability if: WTP ≥ WTA

Simple LR Breakeven Model:

* *gas V BP O I O EWTP P E T V V C C Y

Page 24: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Renewable Fuels Standard (RFS.2)

◦ 36 billion gallons by 2022 Maximum of 15 billion gallons of corn-based ethanol counts 21 billion gallons of advanced biofuels by 2022

◦ Low Carbon Fuel Standard (LCFS) Minimum GHG reduction standards (relative to 2005)

Food, Conservation, and Energy Act of 2008 (FCEA)

◦ $1.01 per gallon tax credit for cellulosic ethanol production

2008 Farm Bill - Biomass Crop Assistance Program (BCAP)

◦ Up to $45 per ton of biomass for collection, harvest, storage and transportation (CHST payments) – 2 year limit

◦ Payments up to 75% of establishment costs for perennial crops

If current policy incentives are continued, cellulosic biofuels will play a key role in renewable energy

◦ Corn stover, woody biomass, perennial grasses

Current Biofuel Policy Incentives

Page 25: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Simulation for Carbon Price Needed to Sustain a Switchgrass Market by Region

Producer’s Credit Only($75/barrel oil, 23 MPG, 2009)

Page 26: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Annual yield increase rate from data:

◦ 1970-2009: 1.70%◦ 1999-2009: 1.92%

Annual yield increase rates needed to achieve proposed yield targets by 2030:

◦ 260 by 2030: 2.18%◦ 280 by 2030: 2.54%◦ 300 by 2030: 2.88%

U.S. Yield – AR Model

Page 27: Economic Models of Biofuels and Policy Analysis John Miranowski,* Professor of Economics Iowa State University *With Alicia Rosburg, Research Assistant.

Annual yield increments from data (bu/year):

◦ 1970-2009: 1.92 ◦ 1999-2009: 2.80

Annual yield increments needed to achieve proposed yield targets by 2030:

◦ 260 by 2030: 4.51◦ 280 by 2030: 5.47◦ 300 by 2030: 6.42

U.S. Yield – Linear Trend