SlideShare a Scribd company logo
Sponsored by XSInc
Increase Yields and Reduce
Costs with Variable Rate
Planting
Precision Ag Insight Webinar
July 8, 2015
Sponsored by XSInc
Webcast Format
• You are muted.
• Please ask questions using the
“Questions” box.
• Click the red arrow to close/open
controls.
• Click the “plus” next to “Questions” if
you don’t see the questions box.
• A recording of today’s webcast
will be emailed to you.
Minimized
Controls
Sponsored by XSInc
Speakers
• Chad Godsey, PhD
Owner, Godsey Precision Ag
• Dave Scheiderer
President, Integrated Ag
• Dale Cowan
Senior Agronomist, AGRIS and Wanstead Coops
Sponsored by XSInc
Speakers
Sponsored by XSInc
Registration Question
How many of your growers are currently utilizing variable
seeding technology?
• Very few, 0-25%
• Some, 26-50%
• Most, 51-75%
• Almost all, 76-100%
Sponsored by XSInc
Results
Very few, 0-25%
62%
Some, 26-50%
32%
Most, 51-75%
3%
Almost all, 76-100%
3%
Sponsored by XSInc
Basics of Variable Rate Planting
• Local agronomy trumps everything most of
what we will discuss this morning
• Types of data required to create quality
seeding zones vary from region to region
• Seek professional support from someone who
understands your local agronomy and has
experience using GIS tools
Sponsored by XSInc
Basics of Variable Rate Planting
• Develop clear cut goals for what you
want to accomplish
• Save on seed costs?
• Increase yield?
Sponsored by XSInc
End of Year Analysis - Whole Field
Table 1. Input cost and realized savings for 2010-2014
Input Minimum Rate Maximum Rate Average Rate
Savings over
uniform rate
- - - - - - - - - - - - - - - - - - - - - per acre - - - - - - - - - - - - - - - - - - - - -
Seed 27,000 34,000 31,299 $1.75†
Nitrogen (lb/N) 30 100 67 $11.07‡
Total Input Savings $12.82
Sponsored by XSInc
End of Year Analysis – Whole Field
Table 2. Whole field analysis and increase in revenue from variable rate management
Long-term
Average Prior to
Mgt†
Difference in Year
of Treatment minus
Long-term Average
Seed Savings
for Field
Nitrogen Savings
for Field
Increase
Revenue for Field
from Yield
Increase
201 bu/ac 17.1 $229† $1450‡ $8960¶
†Savings based on a uniform seeding rate of 32,000 seeds per acre and $80 per acre
seeding cost.
‡Savings based on a uniform rate of 85 lb N/ac and $0.60/lb N, applied as UAN.
¶ Revenue increased on $4.00/bu selling price.
Sponsored by XSInc
Considerations
• Work with seed companies on hybrid population
dynamics
• Cover the basics before moving on to VRS
• Set reasonable expectations from VR seeding and do it
early
• Economics
• Chances of achieving goals in year one
Sponsored by XSInc
Understanding Sources of
Variability
• There are 3 main types of field variability:
1. Natural - field landscape
2. Man made – field activities
3. Random – weather
• All 3 interact individually and together to determine crop
outcome
• The fourth source of variability is plant to plant
Sponsored by XSInc
Cobs collected from 1/1000 of an acre
Sponsored by XSInc
0
50
100
150
200
250
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32
Yieldbus/acre
Ear Location
Range in Corn Yield 1/1000 of an Acre
125.6 bushel range in estimated yield
Overall average yield 175 bus/ acre , potential yield with plant
uniformity 217 bushels per acre a 42 bushel increase
Sponsored by XSInc
Management Zones
• First, understand the scope of the variability and opportunities;
then create management zones
• Consistent size and shape
• Consistent year over year in terms of yield performance
• Attributes that can be measured and managed
• Sources are - multiple years of yield maps, topography, soil data,
drone imagery, farmer input , others – all layers should support
a consistent development of management zones
Sponsored by XSInc
Management Zones
• Most GIS software packages contain tools for multiyear yield
analysis (MYYA), yield normalization or merging of layers.
• Simple is the best place to start
• Identify above average, average and below average yield areas;
sometimes you will find areas that are variable each year
• Decide how you will position population rates in zones or
management blocks within zones
• What are the specific hybrid dynamics?
• Work with seed companies
Sponsored by XSInc
Registration Question
What is your biggest challenge in achieving your objectives
for variable seeding?
• Collecting the data
• Establishing management zones
• Getting the recommendation implemented correctly
• Evaluating effectiveness of the recommendation at the
end of the season
Sponsored by XSInc
Results
Collecting the
data
17%
Establishing
management
zones
19%Evaluating
effectiveness of the
recommendation at
the end of the season
36%
Getting the
recommendation
implemented
correctly
28%
Sponsored by XSInc
Hybrid Performance Data
• 3 yield potentials per maturity zones:
< 80 RM 80 - 90 RM > 90 RM
Low <120 bu/ac <140 bu/ac <160 bu/ac
Mid 120-150 bu/ac 140-180 bu/ac 160-210 bu/ac
High >150 bu/ac >180 bu/ac >210 bu/ac
Sponsored by XSInc
Sponsored by XSInc
DKC49-82RIB Optimums
Yield Optimum Economical Optimum
Pop
(Pl/Ac)
Yield
(Bu/Ac)
Revenue
($/Ac)
Pop
(Pl/Ac)
Revenue
($/Ac)
High 40.2 239.2 811.33 36.1 818.76
Mid 34.4 194.8 654.63 30.3 662.05
Low N/A N/A N/A N/A N/A
Seeds Price = $275/80 000 kernels bag
95% Germination
Corn Price = 4 $/Bu
Sponsored by XSInc
Sponsored by XSInc
DKC57-75RIB Optimums
Yield Optimum Economical Optimum
Pop
(Pl/Ac)
Yield
(Bu/Ac)
Revenue
($/Ac)
Pop
(Pl/Ac)
Revenue
($/Ac)
High 43.2 242.1 812.02 36.9 823.35
Mid 46.8 190.1 591.13 33.3 615.51
Low N/A N/A N/A N/A N/A
Seeds Price = $275/80 000 kernels bag
95% Germination
Corn Price = 4 $/Bu
Sponsored by XSInc
Sponsored by XSInc
DKC61-89RIB Optimums
Yield Optimum Economical Optimum
Pop
(Pl/Ac)
Yield
(Bu/Ac)
Revenue
($/Ac)
Pop
(Pl/Ac)
Revenue
($/Ac)
High 36.4 242.1 836.50 33.9 841.04
Mid 37.0 191.3 631.25 33.1 638.23
Low N/A N/A N/A N/A N/A
Seeds Price = $275/80 000 kernels bag
95% Germination
Corn Price = 4 $/Bu
Sponsored by XSInc
Price/ unit of seed (80,000) = $275.00
Seed cost per 1000 seeds $3.44
If you increase population by 5K, seed cost increases by $17.22/ acre.
At $4.00 corn, you need 4.3 bushels per acre increase to break even.
If you decrease seed by 5K and save $17.22 an acre in seed costs,
yields can drop the same for a break even; but ideally they must stay
the same as normal rate to realize a true benefit.
Simple Seeding Economics
Sponsored by XSInc
MYYA 3 years of corn yield
data- 3 years of corn in last 5
years
Most farmers alternate Corn,
Soy, Wheat, so it takes 9
years to get 3 years of corn –
we can normalize soy and
corn together.
This map formed the base
for creating management
zones.
The Process
Sponsored by XSInc
VRS Target
• MYYA
• Soil test data
• Hybrid performance data
• Monitor information 20/20
• Farmer input
Sponsored by XSInc
As planted map
downloaded from Field
View
Issues with internal
polygons
As Planted
Sponsored by XSInc
All the data layers come in from
20/20 system
Downforce highlighted here
Analysis
Sponsored by XSInc
After all the effort and investment, take the time to scout and understand the
issues with final plant populations.
Not being critical,
just realistic
What you plan and
plant with precision
may not all show up
Other learning
opportunities
“emerge” that
impact VRS
outcomes
Sponsored by XSInc
Summary
• Having data (all relevant data ) organized in the GIS allows
analysis tools to be used (e.g. XS Inc)
• Yield x population etc.
• The only variable on this farm is the seeding rate
• Small management blocks afford an opportunity to analyze
within the zone, without skewing the yield in larger areas
• Verification of management zones and population rates
compared to normal farmer practices
• Calculate the ROI
Sponsored by XSInc
Redefining Seeding Zones & Optimizing
Rates
Sponsored by XSInc
Soil Sampling Density is Critical
Sponsored by XSInc
What is a Common Production
Unit?
Common Production Unit (CPU)
• Classifies land units that possess similar
characteristics affecting crop development
• Quantifies the temporal stability of the field from:
-Soil Organic Matter
-Soil Texture (CEC)
-Normalized Yield (+2 yrs.)
-Slope (elevation)
-Irrigation
How A CPU Is Created
Soil Organic Matter
Soil CEC
Normalized Yield
Slope
CPUs - created
from compiled data
Sponsored by XSInc
Soil Types as Management Zones
Don’t Model Well
NDVI/Soil
Type
CPU/Soil
Type
Yield DataCPU using normalized
yields, om, slope, CEC
Aerial Imagery
• Great diagnostic tool
• Must have a good
understanding of the
field to set up
management zones
Thermal Imagery
Multi-Layer CPU
Sponsored by XSInc
Theoretical Yield Response to
Population
Optimizing Seeding Rates for Corn Production (Crop Insights,
Pioneer-DuPont)
By Steve Butzen, Agronomy Information Manager
Corn Yield Response Stress Vs.
Good Growing Conditions
Updated Jan 2015
URL: http://www.kingcorn.org/news/timeless/Seed
ingRateGuidelines.html
Yield Response to Plant Population for Corn in
Indiana
R.L. (Bob) Nielsen, Jason Lee, & Jim Camberato
Agronomy Dept., Purdue Univ.
West Lafayette, IN 47907-2054
Good Conditions
Optimum seeding rate: 34,000 plts./ac.
Poor growing conditions
Optimum seeding rate: 24,100 plts./ac.
Sponsored by XSInc
CPU Zones to VR Seeding Prescription
CPU VR Seeding Prescription
Sponsored by XSInc
Data Analysis to Refine Populations
and Hybrid Choice
Sponsored by XSInc
Thank You
Chad Godsey, PhD
Owner, Godsey Precision Ag
Phone: 970-630-7732
Email: chad.godsey@godseyag.com
Web: godseyag.com
Twitter: @godseyag
Stick around for an AgVeritas demonstration.
Sponsored by XSInc
AgVeritas – Overview
• Web-based yield analysis tool
• Uses spatial statistics to analyze yield
• Analyzes all the factors that impact yield simultaneously
• Planting choice / rate
• Treatment choice / rate
• Nutrient levels, soil types, elevation
• And many more
• Determines which factors impacted yield more and less
• Calculates if and where a tested management practice is
profitable
Sponsored by XSInc
AgVeritas - Variable Rate Analysis Example
Seeding Rate ChecksManagement Zones
The Question: What is the optimal seeding rate in my
management zones?
- 36k
- 33K
- 33K
- 31K
- 28K
Sponsored by XSInc
AgVeritas – Variable Rate AnalysisResult
Optimal rates by zone
• Above Average = 35k
• Slightly Above Average = 32k
• Average = 34k
• Slightly Below Average = 32k
• Below Average = 29K
Check – Originally
Recommended Rates:
• Above Average = 36K
• Slightly Above Average
= 33K
• Average = 33k
• Slightly Below Average
= 31K
• Below Average = 28K
Sponsored by XSInc
Thank You
Chad Godsey, PhD
Owner, Godsey Precision Ag
Phone: 970-630-7732
Email: chad.godsey@godseyag.com
Web: godseyag.com
Twitter: @godseyag

More Related Content

DOCX
Variable Rate Application
PPTX
Theme 2: Land – Canada’s Experience
PPTX
Shawn Conley - Key Management Practices That Explain Soybean Yield Gaps Acros...
PDF
Will Masters, Tuufts University "Farm size, Urbanization and the Links from A...
PPTX
Maximizing the Value of On-Farm Research: An Industry Expert Roundtable
PDF
Increase Grower Profitability with More Accurate Yield Data Analysis - AgVeri...
PDF
Improve insights by aggregating on farm trial data
PPTX
Precision Ag Insight Webcast: Turn Your Yield Data into a Decision-Making Tool
Variable Rate Application
Theme 2: Land – Canada’s Experience
Shawn Conley - Key Management Practices That Explain Soybean Yield Gaps Acros...
Will Masters, Tuufts University "Farm size, Urbanization and the Links from A...
Maximizing the Value of On-Farm Research: An Industry Expert Roundtable
Increase Grower Profitability with More Accurate Yield Data Analysis - AgVeri...
Improve insights by aggregating on farm trial data
Precision Ag Insight Webcast: Turn Your Yield Data into a Decision-Making Tool

Similar to Increase yields and reduce costs with variable rate planting (20)

PDF
17. Precision Farming Realities - Nicole Rabe & Ben Rosser
PDF
Precision Management - Nicole Rabe and Sarah Lepp - 12
PPTX
Jeremy Wilson - Return On Investment When Using Technology And Data
PPTX
Ag veritas™ webcast ppt final_12-05-14 rch1
PDF
Achieve the Potential of Variable Rate Irrigation
PPTX
Dr. Laura Lindsey - Variable Rate Soybeans
PPTX
Dr. Emerson Nafziger - Managing Inputs And Planting Date For High Economic Co...
PDF
Field Facts: Corn Replant Guide Southern US
PPTX
Crop metrics opportunity_ pa and probe presentation - v2
PDF
19. Profitability Mapping
PPTX
Yield Prophet and precision agriculture - a suitable tool for risk management...
PDF
Crop Quest, Inc. Precision Ag Services
PPTX
Ciat crop modeling_18may11
PPTX
No Gain No Pain Program Presentation
PDF
9. Environmental Stress Tolerance - Dave Hooker
PDF
Higher yielding cultivars, more sustainable agriculture
PPTX
Crops yield estimation through remote sensing
PPTX
Irri training apart 15 oct 19 final
17. Precision Farming Realities - Nicole Rabe & Ben Rosser
Precision Management - Nicole Rabe and Sarah Lepp - 12
Jeremy Wilson - Return On Investment When Using Technology And Data
Ag veritas™ webcast ppt final_12-05-14 rch1
Achieve the Potential of Variable Rate Irrigation
Dr. Laura Lindsey - Variable Rate Soybeans
Dr. Emerson Nafziger - Managing Inputs And Planting Date For High Economic Co...
Field Facts: Corn Replant Guide Southern US
Crop metrics opportunity_ pa and probe presentation - v2
19. Profitability Mapping
Yield Prophet and precision agriculture - a suitable tool for risk management...
Crop Quest, Inc. Precision Ag Services
Ciat crop modeling_18may11
No Gain No Pain Program Presentation
9. Environmental Stress Tolerance - Dave Hooker
Higher yielding cultivars, more sustainable agriculture
Crops yield estimation through remote sensing
Irri training apart 15 oct 19 final
Ad

Recently uploaded (20)

PDF
Yusen Logistics Group Sustainability Report 2024.pdf
PPTX
PHIL.-ASTRONOMY-AND-NAVIGATION of ..pptx
PPTX
Anesthesia and it's stage with mnemonic and images
PPTX
Module_4_Updated_Presentation CORRUPTION AND GRAFT IN THE PHILIPPINES.pptx
PDF
Microsoft-365-Administrator-s-Guide_.pdf
PDF
natwest.pdf company description and business model
PPTX
ART-APP-REPORT-FINctrwxsg f fuy L-na.pptx
PPTX
CAPE CARIBBEAN STUDIES- Integration-1.pptx
PPT
First Aid Training Presentation Slides.ppt
DOC
LSTM毕业证学历认证,利物浦大学毕业证学历认证怎么认证
PPTX
Shizophrnia ppt for clinical psychology students of AS
PPTX
PurpoaiveCommunication for students 02.pptx
PPTX
Kompem Part Untuk MK Komunikasi Pembangunan 5.pptx
PPTX
2025-08-17 Joseph 03 (shared slides).pptx
PPTX
Research Process - Research Methods course
PPTX
Bob Difficult Questions 08 17 2025.pptx
PPTX
Introduction-to-Food-Packaging-and-packaging -materials.pptx
PPTX
Lesson-7-Gas. -Exchange_074636.pptx
PDF
COLEAD A2F approach and Theory of Change
PPTX
lesson6-211001025531lesson plan ppt.pptx
Yusen Logistics Group Sustainability Report 2024.pdf
PHIL.-ASTRONOMY-AND-NAVIGATION of ..pptx
Anesthesia and it's stage with mnemonic and images
Module_4_Updated_Presentation CORRUPTION AND GRAFT IN THE PHILIPPINES.pptx
Microsoft-365-Administrator-s-Guide_.pdf
natwest.pdf company description and business model
ART-APP-REPORT-FINctrwxsg f fuy L-na.pptx
CAPE CARIBBEAN STUDIES- Integration-1.pptx
First Aid Training Presentation Slides.ppt
LSTM毕业证学历认证,利物浦大学毕业证学历认证怎么认证
Shizophrnia ppt for clinical psychology students of AS
PurpoaiveCommunication for students 02.pptx
Kompem Part Untuk MK Komunikasi Pembangunan 5.pptx
2025-08-17 Joseph 03 (shared slides).pptx
Research Process - Research Methods course
Bob Difficult Questions 08 17 2025.pptx
Introduction-to-Food-Packaging-and-packaging -materials.pptx
Lesson-7-Gas. -Exchange_074636.pptx
COLEAD A2F approach and Theory of Change
lesson6-211001025531lesson plan ppt.pptx
Ad

Increase yields and reduce costs with variable rate planting

  • 1. Sponsored by XSInc Increase Yields and Reduce Costs with Variable Rate Planting Precision Ag Insight Webinar July 8, 2015
  • 2. Sponsored by XSInc Webcast Format • You are muted. • Please ask questions using the “Questions” box. • Click the red arrow to close/open controls. • Click the “plus” next to “Questions” if you don’t see the questions box. • A recording of today’s webcast will be emailed to you. Minimized Controls
  • 3. Sponsored by XSInc Speakers • Chad Godsey, PhD Owner, Godsey Precision Ag • Dave Scheiderer President, Integrated Ag • Dale Cowan Senior Agronomist, AGRIS and Wanstead Coops
  • 5. Sponsored by XSInc Registration Question How many of your growers are currently utilizing variable seeding technology? • Very few, 0-25% • Some, 26-50% • Most, 51-75% • Almost all, 76-100%
  • 6. Sponsored by XSInc Results Very few, 0-25% 62% Some, 26-50% 32% Most, 51-75% 3% Almost all, 76-100% 3%
  • 7. Sponsored by XSInc Basics of Variable Rate Planting • Local agronomy trumps everything most of what we will discuss this morning • Types of data required to create quality seeding zones vary from region to region • Seek professional support from someone who understands your local agronomy and has experience using GIS tools
  • 8. Sponsored by XSInc Basics of Variable Rate Planting • Develop clear cut goals for what you want to accomplish • Save on seed costs? • Increase yield?
  • 9. Sponsored by XSInc End of Year Analysis - Whole Field Table 1. Input cost and realized savings for 2010-2014 Input Minimum Rate Maximum Rate Average Rate Savings over uniform rate - - - - - - - - - - - - - - - - - - - - - per acre - - - - - - - - - - - - - - - - - - - - - Seed 27,000 34,000 31,299 $1.75† Nitrogen (lb/N) 30 100 67 $11.07‡ Total Input Savings $12.82
  • 10. Sponsored by XSInc End of Year Analysis – Whole Field Table 2. Whole field analysis and increase in revenue from variable rate management Long-term Average Prior to Mgt† Difference in Year of Treatment minus Long-term Average Seed Savings for Field Nitrogen Savings for Field Increase Revenue for Field from Yield Increase 201 bu/ac 17.1 $229† $1450‡ $8960¶ †Savings based on a uniform seeding rate of 32,000 seeds per acre and $80 per acre seeding cost. ‡Savings based on a uniform rate of 85 lb N/ac and $0.60/lb N, applied as UAN. ¶ Revenue increased on $4.00/bu selling price.
  • 11. Sponsored by XSInc Considerations • Work with seed companies on hybrid population dynamics • Cover the basics before moving on to VRS • Set reasonable expectations from VR seeding and do it early • Economics • Chances of achieving goals in year one
  • 12. Sponsored by XSInc Understanding Sources of Variability • There are 3 main types of field variability: 1. Natural - field landscape 2. Man made – field activities 3. Random – weather • All 3 interact individually and together to determine crop outcome • The fourth source of variability is plant to plant
  • 13. Sponsored by XSInc Cobs collected from 1/1000 of an acre
  • 14. Sponsored by XSInc 0 50 100 150 200 250 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 Yieldbus/acre Ear Location Range in Corn Yield 1/1000 of an Acre 125.6 bushel range in estimated yield Overall average yield 175 bus/ acre , potential yield with plant uniformity 217 bushels per acre a 42 bushel increase
  • 15. Sponsored by XSInc Management Zones • First, understand the scope of the variability and opportunities; then create management zones • Consistent size and shape • Consistent year over year in terms of yield performance • Attributes that can be measured and managed • Sources are - multiple years of yield maps, topography, soil data, drone imagery, farmer input , others – all layers should support a consistent development of management zones
  • 16. Sponsored by XSInc Management Zones • Most GIS software packages contain tools for multiyear yield analysis (MYYA), yield normalization or merging of layers. • Simple is the best place to start • Identify above average, average and below average yield areas; sometimes you will find areas that are variable each year • Decide how you will position population rates in zones or management blocks within zones • What are the specific hybrid dynamics? • Work with seed companies
  • 17. Sponsored by XSInc Registration Question What is your biggest challenge in achieving your objectives for variable seeding? • Collecting the data • Establishing management zones • Getting the recommendation implemented correctly • Evaluating effectiveness of the recommendation at the end of the season
  • 18. Sponsored by XSInc Results Collecting the data 17% Establishing management zones 19%Evaluating effectiveness of the recommendation at the end of the season 36% Getting the recommendation implemented correctly 28%
  • 19. Sponsored by XSInc Hybrid Performance Data • 3 yield potentials per maturity zones: < 80 RM 80 - 90 RM > 90 RM Low <120 bu/ac <140 bu/ac <160 bu/ac Mid 120-150 bu/ac 140-180 bu/ac 160-210 bu/ac High >150 bu/ac >180 bu/ac >210 bu/ac
  • 21. Sponsored by XSInc DKC49-82RIB Optimums Yield Optimum Economical Optimum Pop (Pl/Ac) Yield (Bu/Ac) Revenue ($/Ac) Pop (Pl/Ac) Revenue ($/Ac) High 40.2 239.2 811.33 36.1 818.76 Mid 34.4 194.8 654.63 30.3 662.05 Low N/A N/A N/A N/A N/A Seeds Price = $275/80 000 kernels bag 95% Germination Corn Price = 4 $/Bu
  • 23. Sponsored by XSInc DKC57-75RIB Optimums Yield Optimum Economical Optimum Pop (Pl/Ac) Yield (Bu/Ac) Revenue ($/Ac) Pop (Pl/Ac) Revenue ($/Ac) High 43.2 242.1 812.02 36.9 823.35 Mid 46.8 190.1 591.13 33.3 615.51 Low N/A N/A N/A N/A N/A Seeds Price = $275/80 000 kernels bag 95% Germination Corn Price = 4 $/Bu
  • 25. Sponsored by XSInc DKC61-89RIB Optimums Yield Optimum Economical Optimum Pop (Pl/Ac) Yield (Bu/Ac) Revenue ($/Ac) Pop (Pl/Ac) Revenue ($/Ac) High 36.4 242.1 836.50 33.9 841.04 Mid 37.0 191.3 631.25 33.1 638.23 Low N/A N/A N/A N/A N/A Seeds Price = $275/80 000 kernels bag 95% Germination Corn Price = 4 $/Bu
  • 26. Sponsored by XSInc Price/ unit of seed (80,000) = $275.00 Seed cost per 1000 seeds $3.44 If you increase population by 5K, seed cost increases by $17.22/ acre. At $4.00 corn, you need 4.3 bushels per acre increase to break even. If you decrease seed by 5K and save $17.22 an acre in seed costs, yields can drop the same for a break even; but ideally they must stay the same as normal rate to realize a true benefit. Simple Seeding Economics
  • 27. Sponsored by XSInc MYYA 3 years of corn yield data- 3 years of corn in last 5 years Most farmers alternate Corn, Soy, Wheat, so it takes 9 years to get 3 years of corn – we can normalize soy and corn together. This map formed the base for creating management zones. The Process
  • 28. Sponsored by XSInc VRS Target • MYYA • Soil test data • Hybrid performance data • Monitor information 20/20 • Farmer input
  • 29. Sponsored by XSInc As planted map downloaded from Field View Issues with internal polygons As Planted
  • 30. Sponsored by XSInc All the data layers come in from 20/20 system Downforce highlighted here Analysis
  • 31. Sponsored by XSInc After all the effort and investment, take the time to scout and understand the issues with final plant populations. Not being critical, just realistic What you plan and plant with precision may not all show up Other learning opportunities “emerge” that impact VRS outcomes
  • 32. Sponsored by XSInc Summary • Having data (all relevant data ) organized in the GIS allows analysis tools to be used (e.g. XS Inc) • Yield x population etc. • The only variable on this farm is the seeding rate • Small management blocks afford an opportunity to analyze within the zone, without skewing the yield in larger areas • Verification of management zones and population rates compared to normal farmer practices • Calculate the ROI
  • 33. Sponsored by XSInc Redefining Seeding Zones & Optimizing Rates
  • 34. Sponsored by XSInc Soil Sampling Density is Critical
  • 35. Sponsored by XSInc What is a Common Production Unit? Common Production Unit (CPU) • Classifies land units that possess similar characteristics affecting crop development • Quantifies the temporal stability of the field from: -Soil Organic Matter -Soil Texture (CEC) -Normalized Yield (+2 yrs.) -Slope (elevation) -Irrigation
  • 36. How A CPU Is Created Soil Organic Matter Soil CEC Normalized Yield Slope CPUs - created from compiled data
  • 37. Sponsored by XSInc Soil Types as Management Zones Don’t Model Well NDVI/Soil Type CPU/Soil Type
  • 38. Yield DataCPU using normalized yields, om, slope, CEC
  • 39. Aerial Imagery • Great diagnostic tool • Must have a good understanding of the field to set up management zones
  • 41. Sponsored by XSInc Theoretical Yield Response to Population Optimizing Seeding Rates for Corn Production (Crop Insights, Pioneer-DuPont) By Steve Butzen, Agronomy Information Manager
  • 42. Corn Yield Response Stress Vs. Good Growing Conditions Updated Jan 2015 URL: http://www.kingcorn.org/news/timeless/Seed ingRateGuidelines.html Yield Response to Plant Population for Corn in Indiana R.L. (Bob) Nielsen, Jason Lee, & Jim Camberato Agronomy Dept., Purdue Univ. West Lafayette, IN 47907-2054 Good Conditions Optimum seeding rate: 34,000 plts./ac. Poor growing conditions Optimum seeding rate: 24,100 plts./ac.
  • 43. Sponsored by XSInc CPU Zones to VR Seeding Prescription CPU VR Seeding Prescription
  • 44. Sponsored by XSInc Data Analysis to Refine Populations and Hybrid Choice
  • 45. Sponsored by XSInc Thank You Chad Godsey, PhD Owner, Godsey Precision Ag Phone: 970-630-7732 Email: chad.godsey@godseyag.com Web: godseyag.com Twitter: @godseyag Stick around for an AgVeritas demonstration.
  • 46. Sponsored by XSInc AgVeritas – Overview • Web-based yield analysis tool • Uses spatial statistics to analyze yield • Analyzes all the factors that impact yield simultaneously • Planting choice / rate • Treatment choice / rate • Nutrient levels, soil types, elevation • And many more • Determines which factors impacted yield more and less • Calculates if and where a tested management practice is profitable
  • 47. Sponsored by XSInc AgVeritas - Variable Rate Analysis Example Seeding Rate ChecksManagement Zones The Question: What is the optimal seeding rate in my management zones? - 36k - 33K - 33K - 31K - 28K
  • 48. Sponsored by XSInc AgVeritas – Variable Rate AnalysisResult Optimal rates by zone • Above Average = 35k • Slightly Above Average = 32k • Average = 34k • Slightly Below Average = 32k • Below Average = 29K Check – Originally Recommended Rates: • Above Average = 36K • Slightly Above Average = 33K • Average = 33k • Slightly Below Average = 31K • Below Average = 28K
  • 49. Sponsored by XSInc Thank You Chad Godsey, PhD Owner, Godsey Precision Ag Phone: 970-630-7732 Email: chad.godsey@godseyag.com Web: godseyag.com Twitter: @godseyag