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SCHOOL OF ENVIRONMENT & NATURAL RESOURCES
THE OHIO STATE UNIVERSITY
Reducing phosphorus loading to Lake Erie:
Closing the efficacy gap among future adopters
Robyn S. Wilson, Ph.D.
The Environmental and Social Sustainability Lab
Twitter: @RiskWilson
SWCS Annual Conference ~ Madison, WI ~ August 1, 2017
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Recommended 40%
reduction in total P
- filter strips
- subsurface application
- winter cover
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Linking behavioral & physical models
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Survey Methods
ā€¢ Mail survey of corn and soybean farmers (over
50 acres) living in the western Lake Erie basin
ā€“ Stratified by farm size
ā€¢ 50-249 acres (15%)
ā€¢ 250-499 (13%)
ā€¢ 500-999 (22%)
ā€¢ 1000-1999 (31%)
ā€¢ 2000+ (19%)
ā€¢ Response rate: ~30%
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Three key questionsā€¦
ā€¢ What is the likelihood of voluntary adoption of
recommended practices?
ā€¢ What factors are driving adoption of
recommended practices?
ā€¢ To what extent can these factors be leveraged to
promote necessary changes in practices?
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Three key questionsā€¦
ā€¢ What is the likelihood of voluntary adoption of
recommended practices?
ā€¢ What factors are driving adoption of
recommended practices?
ā€¢ To what extent can these factors be leveraged to
promote necessary changes in practices?
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Voluntary adoption?
Improving water quality
Neutral attitudes
Status quo behaviors?
Negative attitudes
ā€œBadā€ behaviors?
Positive attitudes
ā€œGoodā€ behaviors?
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Current farmer adoption
2016 Survey 2017+?
2015
adopters
2016
intended
adopters b
Motivated
future
adopters? c
Possible
Future
The Need d
Cover crops 27% 20% 38% 58% 58%
Subsurface placementa
25% 36% 29% 65% 50%
a Banding or in-furrow with seed
b Those reporting intentions to ā€œdefinitelyā€ using it in 2016
c Those reporting intentions to ā€œlikelyā€ use it in 2016
d Based on multi-model study for the 40% reduction in total P, assuming 78% adoption of filter strips
(Scavia et al. 2017)
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Three key questionsā€¦
ā€¢ What is the likelihood of voluntary adoption of
recommended practices?
ā€¢ What factors are driving adoption of
recommended practices?
ā€¢ To what extent can these factors be leveraged to
promote necessary changes in practices?
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Factors driving adoption
Planting Cover Crops
(n=426)
Subsurface Placement
(n=420)
Innovators
Future
Adopters
Innovators
Future
Adopters
Age
Farm Income
> HS Education 2.2x
Total Farmed Acresa 1.1x
Field Rented
Field in No-till 2.6x
High Issue Attentiveness - .54x
High Nutrient Loss Concern
High Perceived Efficacy 14.9x 3.4x 10.7x 3.9x
High Perceived Barriers - .17x - .34x
a = in 100 acre increments
Multinomial logistic regression, p<..05, comparison group: laggards
R2 = 24-27%R2 = 34-39%
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Change over timeā€¦
2012 Survey 2014 Survey 2016 Survey
Nutrient loss concern (on farm)a 50% 71% 71%
Nutrient loss concern (Lake Erie) a 59% 68%
Likelihood nutrient loss impact profitb 83% 91%
Likelihood nutrient loss impact water qualityb 79% 89%
WLEB algae awareness 79% 84% 97%
4R familiarity (at least slightly) 70% 93%
Exposure to 4R info (at least some) 60% 96%
Control over farm impact on water qualitya 64% 63%
Control over nutrient loss on farma 57% 54%
a Chose 4-6 on scale of 0-6
b Somewhat to extremely likely
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Three key questionsā€¦
ā€¢ What factors are driving adoption of
recommended practices?
ā€¢ What is the likelihood of voluntary adoption of
recommended practices?
ā€¢ To what extent can these factors be leveraged to
promote necessary changes in practices?
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
0
10
20
30
40
50
60
70
80
Predictedprobabilityofadoption
Increases in Efficacy (%)
Laggards
Future Adopters
Innovators
Goal: 50% Adoption
Necessary Efficacy Increase: 45%
Subsurface Placement Adoption
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
0
10
20
30
40
50
60
70
80
90
Predictedprobabilityofadoption
Increases in Efficacy (%)
Laggards
Future Adopters
Innovators
Goal: 58% Adoption
Necessary Efficacy Increase: 90%
Cover Crop Adoption
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Recap
ā€¢ What is the likelihood of voluntary adoptionā€¦?
ā€“ High ā€“ 30 to 40% of farmers are motivated to change
(roughly Ā½ of non-adopters)
ā€¢ What factors are driving adoptionā€¦?
ā€“ Self-efficacy: Confidence in oneā€™s ability to take action
ā€“ Response-efficacy: A belief that practices are effective
ā€¢ To what extent can these factors be leveragedā€¦?
ā€“ It dependsā€¦efficacy can be leveraged for practices low
in risk and uncertainty
ā€“ Peer to peer, group deliberation, goal settingā€¦
School of Environment & Natural Resources | Environmental and Social Sustainability Lab
Questions?? Wilson.1376@osu.edu
@RiskWilson
ā€¢ Website:
ā€“ http://ohioseagrant.osu.edu/maumeebay
ā€“ http://4rcertified.org/research/
ā€¢ Thanks to WLEB Farmers!!!!
ā€¢ Funding:
ā€“ NSF CNH Program
ā€“ The 4R Fund
ā€¢ Collaborators:
ā€“ Jay Martin, Elena Irwin, Brian Roe,
Seyoum Gebremariam, Noel Aloysius,
Wendong Zhang, Greg Howard, Greg
LaBarge, Kevin King, Tom Bruulsema,
Carrie Vollmer-Sanders, and more!
ā€“ Tara Ritter, Lizzie Burnett, Ajay Singh,
Avishek Konar, Alex Heeren

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Reducing phosphorus loading to Lake Erie

  • 1. SCHOOL OF ENVIRONMENT & NATURAL RESOURCES THE OHIO STATE UNIVERSITY Reducing phosphorus loading to Lake Erie: Closing the efficacy gap among future adopters Robyn S. Wilson, Ph.D. The Environmental and Social Sustainability Lab Twitter: @RiskWilson SWCS Annual Conference ~ Madison, WI ~ August 1, 2017
  • 2. School of Environment & Natural Resources | Environmental and Social Sustainability Lab
  • 3. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Recommended 40% reduction in total P - filter strips - subsurface application - winter cover
  • 4. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Linking behavioral & physical models
  • 5. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Survey Methods ā€¢ Mail survey of corn and soybean farmers (over 50 acres) living in the western Lake Erie basin ā€“ Stratified by farm size ā€¢ 50-249 acres (15%) ā€¢ 250-499 (13%) ā€¢ 500-999 (22%) ā€¢ 1000-1999 (31%) ā€¢ 2000+ (19%) ā€¢ Response rate: ~30%
  • 6. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Three key questionsā€¦ ā€¢ What is the likelihood of voluntary adoption of recommended practices? ā€¢ What factors are driving adoption of recommended practices? ā€¢ To what extent can these factors be leveraged to promote necessary changes in practices?
  • 7. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Three key questionsā€¦ ā€¢ What is the likelihood of voluntary adoption of recommended practices? ā€¢ What factors are driving adoption of recommended practices? ā€¢ To what extent can these factors be leveraged to promote necessary changes in practices?
  • 8. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Voluntary adoption? Improving water quality Neutral attitudes Status quo behaviors? Negative attitudes ā€œBadā€ behaviors? Positive attitudes ā€œGoodā€ behaviors?
  • 9. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Current farmer adoption 2016 Survey 2017+? 2015 adopters 2016 intended adopters b Motivated future adopters? c Possible Future The Need d Cover crops 27% 20% 38% 58% 58% Subsurface placementa 25% 36% 29% 65% 50% a Banding or in-furrow with seed b Those reporting intentions to ā€œdefinitelyā€ using it in 2016 c Those reporting intentions to ā€œlikelyā€ use it in 2016 d Based on multi-model study for the 40% reduction in total P, assuming 78% adoption of filter strips (Scavia et al. 2017)
  • 10. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Three key questionsā€¦ ā€¢ What is the likelihood of voluntary adoption of recommended practices? ā€¢ What factors are driving adoption of recommended practices? ā€¢ To what extent can these factors be leveraged to promote necessary changes in practices?
  • 11. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Factors driving adoption Planting Cover Crops (n=426) Subsurface Placement (n=420) Innovators Future Adopters Innovators Future Adopters Age Farm Income > HS Education 2.2x Total Farmed Acresa 1.1x Field Rented Field in No-till 2.6x High Issue Attentiveness - .54x High Nutrient Loss Concern High Perceived Efficacy 14.9x 3.4x 10.7x 3.9x High Perceived Barriers - .17x - .34x a = in 100 acre increments Multinomial logistic regression, p<..05, comparison group: laggards R2 = 24-27%R2 = 34-39%
  • 12. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Change over timeā€¦ 2012 Survey 2014 Survey 2016 Survey Nutrient loss concern (on farm)a 50% 71% 71% Nutrient loss concern (Lake Erie) a 59% 68% Likelihood nutrient loss impact profitb 83% 91% Likelihood nutrient loss impact water qualityb 79% 89% WLEB algae awareness 79% 84% 97% 4R familiarity (at least slightly) 70% 93% Exposure to 4R info (at least some) 60% 96% Control over farm impact on water qualitya 64% 63% Control over nutrient loss on farma 57% 54% a Chose 4-6 on scale of 0-6 b Somewhat to extremely likely
  • 13. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Three key questionsā€¦ ā€¢ What factors are driving adoption of recommended practices? ā€¢ What is the likelihood of voluntary adoption of recommended practices? ā€¢ To what extent can these factors be leveraged to promote necessary changes in practices?
  • 14. School of Environment & Natural Resources | Environmental and Social Sustainability Lab 0 10 20 30 40 50 60 70 80 Predictedprobabilityofadoption Increases in Efficacy (%) Laggards Future Adopters Innovators Goal: 50% Adoption Necessary Efficacy Increase: 45% Subsurface Placement Adoption
  • 15. School of Environment & Natural Resources | Environmental and Social Sustainability Lab 0 10 20 30 40 50 60 70 80 90 Predictedprobabilityofadoption Increases in Efficacy (%) Laggards Future Adopters Innovators Goal: 58% Adoption Necessary Efficacy Increase: 90% Cover Crop Adoption
  • 16. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Recap ā€¢ What is the likelihood of voluntary adoptionā€¦? ā€“ High ā€“ 30 to 40% of farmers are motivated to change (roughly Ā½ of non-adopters) ā€¢ What factors are driving adoptionā€¦? ā€“ Self-efficacy: Confidence in oneā€™s ability to take action ā€“ Response-efficacy: A belief that practices are effective ā€¢ To what extent can these factors be leveragedā€¦? ā€“ It dependsā€¦efficacy can be leveraged for practices low in risk and uncertainty ā€“ Peer to peer, group deliberation, goal settingā€¦
  • 17. School of Environment & Natural Resources | Environmental and Social Sustainability Lab Questions?? Wilson.1376@osu.edu @RiskWilson ā€¢ Website: ā€“ http://ohioseagrant.osu.edu/maumeebay ā€“ http://4rcertified.org/research/ ā€¢ Thanks to WLEB Farmers!!!! ā€¢ Funding: ā€“ NSF CNH Program ā€“ The 4R Fund ā€¢ Collaborators: ā€“ Jay Martin, Elena Irwin, Brian Roe, Seyoum Gebremariam, Noel Aloysius, Wendong Zhang, Greg Howard, Greg LaBarge, Kevin King, Tom Bruulsema, Carrie Vollmer-Sanders, and more! ā€“ Tara Ritter, Lizzie Burnett, Ajay Singh, Avishek Konar, Alex Heeren

Editor's Notes

  1. The results here indicate that for cover crops, an individual is 80% more likely to be an innovator (vs. a laggard) for every one unit increase in efficacy (on a scale of 1 to 10), an individual is 72% less likely to be an innovator (vs. a laggard) for every unit increase in perceived barriers (on a scale of -2 to 2), an individual is 29% less likely to be an innovator when they only have a high school education, and 31% less likely to be an innovator when they use conventional tillage. Similarly for cover crops, an individual is 40% more likely to be a future adopter than a laggard with every one unit increase in efficacy, and 43% less likely to be a future adopter versus a laggard for every one unit increase in perceived barriers to cover crop adoption. For subsurface placement, an individual is 59% more likely to be an innovator versus a laggard for every one unit increase in efficacy, and 55% less likely to be an innovator if they only have a high school education. Individuals are 70% more likely to be a future adopter versus a laggard when they fall into the 100-250K farm income category, 28% more likely to be a future adopter versus laggard for every one unit increase in efficacy, and 24% less likely to be a future adopter versus laggard for every one unit increase in issue attentiveness (on a scale from 0 not at all attentive to 6 extremely attentive).
  2. The results here indicate that for cover crops, an individual is 80% more likely to be an innovator (vs. a laggard) for every one unit increase in efficacy (on a scale of 1 to 10), an individual is 72% less likely to be an innovator (vs. a laggard) for every unit increase in perceived barriers (on a scale of -2 to 2), an individual is 29% less likely to be an innovator when they only have a high school education, and 31% less likely to be an innovator when they use conventional tillage. Similarly for cover crops, an individual is 40% more likely to be a future adopter than a laggard with every one unit increase in efficacy, and 43% less likely to be a future adopter versus a laggard for every one unit increase in perceived barriers to cover crop adoption. For subsurface placement, an individual is 59% more likely to be an innovator versus a laggard for every one unit increase in efficacy, and 55% less likely to be an innovator if they only have a high school education. Individuals are 70% more likely to be a future adopter versus a laggard when they fall into the 100-250K farm income category, 28% more likely to be a future adopter versus laggard for every one unit increase in efficacy, and 24% less likely to be a future adopter versus laggard for every one unit increase in issue attentiveness (on a scale from 0 not at all attentive to 6 extremely attentive).
  3. The results here indicate that for cover crops, an individual is 80% more likely to be an innovator (vs. a laggard) for every one unit increase in efficacy (on a scale of 1 to 10), an individual is 72% less likely to be an innovator (vs. a laggard) for every unit increase in perceived barriers (on a scale of -2 to 2), an individual is 29% less likely to be an innovator when they only have a high school education, and 31% less likely to be an innovator when they use conventional tillage. Similarly for cover crops, an individual is 40% more likely to be a future adopter than a laggard with every one unit increase in efficacy, and 43% less likely to be a future adopter versus a laggard for every one unit increase in perceived barriers to cover crop adoption. For subsurface placement, an individual is 59% more likely to be an innovator versus a laggard for every one unit increase in efficacy, and 55% less likely to be an innovator if they only have a high school education. Individuals are 70% more likely to be a future adopter versus a laggard when they fall into the 100-250K farm income category, 28% more likely to be a future adopter versus laggard for every one unit increase in efficacy, and 24% less likely to be a future adopter versus laggard for every one unit increase in issue attentiveness (on a scale from 0 not at all attentive to 6 extremely attentive).