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Title: Farmer characteristics and decision-making: A model for bioenergy crop adoption

Abstract

We report the commercial development of biofuels and bioproducts depends on whether renewable biomass feedstock is available while not directly competing with the production of food. Farmers are one of the most important stakeholders in the biofuel supply chain and confront a range of uncertainties while entering the bioenergy market. Their decision-making process is extremely complex and rarely purely rational. Modeling farmer behavior requires considering a wide range of individual-level factors, socio-temporal dynamics, institutional settings, and their interactions. These characteristics make agent-based modeling a suitable framework for evaluating such systems. We developed a model to simulate farmer bioenergy crop adoption behavior across a 50-county study region in Nebraska, Kansas, and Colorado. The analysis considers adoption decisions for two bioenergy feedstocks, crop residues and energy crops. We examine the influence of individual and farm characteristics, market structure, social networks, and media influence on farmer adoption decisions. Our results indicate that different factors can have varied impacts on the speed of adoption for the crop residues and energy crops. Identifying levers that have the most impact on grower adoption can inform the design of interventions both from policy and private sector standpoints with important implications for the future the bioenergy industry.

Authors:
ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [1];  [1]
  1. Idaho National Laboratory (INL), Idaho Falls, ID (United States)
Publication Date:
Research Org.:
Idaho National Laboratory (INL), Idaho Falls, ID (United States)
Sponsoring Org.:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Transportation Office. Bioenergy Technologies Office
OSTI Identifier:
1907574
Report Number(s):
INL/JOU-20-58732
Journal ID: ISSN 0360-5442; TRN: US2311914
Grant/Contract Number:  
AC07-05ID14517
Resource Type:
Accepted Manuscript
Journal Name:
Energy
Additional Journal Information:
Journal Volume: 234; Journal Issue: -; Journal ID: ISSN 0360-5442
Publisher:
Elsevier
Country of Publication:
United States
Language:
English
Subject:
09 BIOMASS FUELS; agent-based model; bioenergy; adoption; farmer characteristics

Citation Formats

Burli, Pralhad Hanumant, Nguyen, Ruby Thuy, Hartley, Damon S, Griffel, Mike, Vazhnik, Veronika, and Lin, Yingqian. Farmer characteristics and decision-making: A model for bioenergy crop adoption. United States: N. p., 2021. Web. doi:10.1016/j.energy.2021.121235.
Burli, Pralhad Hanumant, Nguyen, Ruby Thuy, Hartley, Damon S, Griffel, Mike, Vazhnik, Veronika, & Lin, Yingqian. Farmer characteristics and decision-making: A model for bioenergy crop adoption. United States. https://doi.org/10.1016/j.energy.2021.121235
Burli, Pralhad Hanumant, Nguyen, Ruby Thuy, Hartley, Damon S, Griffel, Mike, Vazhnik, Veronika, and Lin, Yingqian. Tue . "Farmer characteristics and decision-making: A model for bioenergy crop adoption". United States. https://doi.org/10.1016/j.energy.2021.121235. https://www.osti.gov/servlets/purl/1907574.
@article{osti_1907574,
title = {Farmer characteristics and decision-making: A model for bioenergy crop adoption},
author = {Burli, Pralhad Hanumant and Nguyen, Ruby Thuy and Hartley, Damon S and Griffel, Mike and Vazhnik, Veronika and Lin, Yingqian},
abstractNote = {We report the commercial development of biofuels and bioproducts depends on whether renewable biomass feedstock is available while not directly competing with the production of food. Farmers are one of the most important stakeholders in the biofuel supply chain and confront a range of uncertainties while entering the bioenergy market. Their decision-making process is extremely complex and rarely purely rational. Modeling farmer behavior requires considering a wide range of individual-level factors, socio-temporal dynamics, institutional settings, and their interactions. These characteristics make agent-based modeling a suitable framework for evaluating such systems. We developed a model to simulate farmer bioenergy crop adoption behavior across a 50-county study region in Nebraska, Kansas, and Colorado. The analysis considers adoption decisions for two bioenergy feedstocks, crop residues and energy crops. We examine the influence of individual and farm characteristics, market structure, social networks, and media influence on farmer adoption decisions. Our results indicate that different factors can have varied impacts on the speed of adoption for the crop residues and energy crops. Identifying levers that have the most impact on grower adoption can inform the design of interventions both from policy and private sector standpoints with important implications for the future the bioenergy industry.},
doi = {10.1016/j.energy.2021.121235},
journal = {Energy},
number = -,
volume = 234,
place = {United States},
year = {Tue Jun 15 00:00:00 EDT 2021},
month = {Tue Jun 15 00:00:00 EDT 2021}
}

Works referenced in this record:

Agent-based modeling of bioenergy crop adoption and farmer decision-making
journal, November 2016


Environmental, economic, and energetic costs and benefits of biodiesel and ethanol biofuels
journal, July 2006

  • Hill, J.; Nelson, E.; Tilman, D.
  • Proceedings of the National Academy of Sciences, Vol. 103, Issue 30
  • DOI: 10.1073/pnas.0604600103

Farmers' willingness to contract switchgrass as a cellulosic bioenergy crop in Kansas
journal, March 2016


A New Product Growth for Model Consumer Durables
journal, January 1969


Impacts of a 32-billion-gallon bioenergy landscape on land and fossil fuel use in the US
journal, January 2016


An agent-based modelling approach to evaluate factors influencing bioenergy crop adoption in north-east Scotland
journal, June 2015

  • Brown, Chris; Bakam, Innocent; Smith, Pete
  • GCB Bioenergy, Vol. 8, Issue 1
  • DOI: 10.1111/gcbb.12261

Landowner and Practitioner Perspectives on Private Land Conservation Programs
journal, November 2017


Modelling the perennial energy crop market: the role of spatial diffusion
journal, November 2013

  • Alexander, Peter; Moran, Dominic; Rounsevell, Mark D. A.
  • Journal of The Royal Society Interface, Vol. 10, Issue 88
  • DOI: 10.1098/rsif.2013.0656

Hybrid optimization-simulation for integrated planning of bioenergy and biofuel supply chains
journal, February 2020


An Agent-Based Modeling Approach for Determining Corn Stover Removal Rate and Transboundary Effects
journal, November 2013


Maps of Bounded Rationality: Psychology for Behavioral Economics
journal, November 2003


Impacts of management practices on bioenergy feedstock yield and economic feasibility on Conservation Reserve Program grasslands
journal, February 2016

  • Anderson, Eric K.; Aberle, Ezra; Chen, Chengci
  • GCB Bioenergy, Vol. 8, Issue 6
  • DOI: 10.1111/gcbb.12328

Crop residue management and soil health: A systems analysis
journal, March 2015


Effects of Heterogeneity in Residential Preferences on an Agent-Based Model of Urban Sprawl
journal, January 2006


People, place, behavior, and context: A research agenda for expanding our understanding of what motivates farmers' conservation behaviors
journal, March 2014

  • Reimer, A.; Thompson, A.; Prokopy, L. S.
  • Journal of Soil and Water Conservation, Vol. 69, Issue 2
  • DOI: 10.2489/jswc.69.2.57A

Adoption of Agri-Environmental Measures by Organic Farmers: The Role of Interpersonal Communication
journal, May 2014

  • Unay Gailhard, İlkay; Bavorová, Miroslava; Pirscher, Frauke
  • The Journal of Agricultural Education and Extension, Vol. 21, Issue 2
  • DOI: 10.1080/1389224X.2014.913985

Farmers’ Willingness to Participate in Payment-for-Environmental-Services Programmes
journal, August 2012


Modeling the effect of social networks on adoption of multifunctional agriculture
journal, January 2016


Farm Succession and Retirement: Some International Comparisons
journal, August 2010

  • Lobley, Matt; Baker, John; Whitehead, Ian
  • Journal of Agriculture, Food Systems, and Community Development
  • DOI: 10.5304/jafscd.2010.011.009

Analysis of factors affecting willingness to produce switchgrass in the southeastern United States
journal, April 2012


Spatial agent‐based modeling for dedicated energy crop adoption and cellulosic biofuel commercialization
journal, December 2018

  • Jin, Enze; Mendis, Gamini P.; Sutherland, John W.
  • Biofuels, Bioproducts and Biorefining, Vol. 13, Issue 3
  • DOI: 10.1002/bbb.1973

Agricultural Production and the Optimal Level of Landscape Preservation
journal, November 1999

  • Brunstad, Rolf Jens; Gaasland, Ivar; Vardal, Erling
  • Land Economics, Vol. 75, Issue 4
  • DOI: 10.2307/3147064

Dimensions of Intergenerational Farm Business Transfers in Canada, England, the USA and Japan
journal, January 2008

  • Uchiyama, Tomohiro; Lobley, Matt; Errington, Andrew
  • The Japanese Journal of Rural Economics, Vol. 10, Issue 0
  • DOI: 10.18480/jjre.10.33

Agent-based life cycle assessment for switchgrass-based bioenergy systems
journal, October 2015


A systematic literature review of the factors affecting the precision agriculture adoption process
journal, March 2019


Farmer willingness to grow switchgrass for energy production
journal, November 2007


Switchgrass and Soil Carbon Sequestration Response to Ammonium Nitrate, Manure, and Harvest Frequency on Conservation Reserve Program Land
journal, January 2007


Dedicated Energy Crops and Crop Residues for Bioenergy Feedstocks in the Central and Eastern USA
journal, June 2016


Determinants of agricultural best management practice adoption: Evidence from the literature
journal, September 2008

  • Prokopy, L. S.; Floress, K.; Klotthor-Weinkauf, D.
  • Journal of Soil and Water Conservation, Vol. 63, Issue 5
  • DOI: 10.2489/jswc.63.5.300

Willingness of Kansas farm managers to produce alternative cellulosic biofuel feedstocks: An analysis of adoption and initial acreage allocation
journal, September 2016


Factors affecting willingness to cultivate switchgrass: Evidence from a farmer survey in Missouri
journal, May 2019


Potential miscanthus’ adoption in Illinois: Information needs and preferred information channels
journal, December 2008


Landscape as a Focus for Integrating Human and Environmental Processes
journal, July 2006


Producer perceptions and information needs regarding their adoption of bioenergy crops
journal, August 2012

  • Villamil, María B.; Alexander, Myles; Silvis, Anne Heinze
  • Renewable and Sustainable Energy Reviews, Vol. 16, Issue 6
  • DOI: 10.1016/j.rser.2012.03.033