SlideShare a Scribd company logo
1 of 22
Agriculture and Big
Data
• Soils, physiology
sensor data
• Genetics, genomics,
phenotypes, models
• GPS and planter /
sprayer / combine
data
• Weather and climate
data and models
• Image data from
machinery, remote
sensing
GBs - TBs / plant University library
TBs - PBs/ region
GBs / field /yr Pickup bed full of paper
TBs - PBs / region
PBs - EBs / region
All US academic
libraries
Every word ever spoken
by every human being
Data type Size in bytes Size analogy
Geo-Eye1 – about 8 terabytes / day
Evolution of
SuccessRob Dongoski
Ernst & Young, Global Agribusiness
Leader
Key stakeholder mindset…
Key Questions
• Should I share my data
with a 3rd party?
• What is the 3rd party
doing with my data?
• Does this make my work
easier
• Will this improve farm
income?
Data must impact basic formula
Yield x Price - Costs = Farm Income
• Enabler
• Monitor
• Predictor
Foundation needs set
• Data privacy has to be clear
• Data standards need established
• Ease transfer from tractor to cloud
• Pace of larger industry transformation
• All stakeholders need to have a clear path
to profits
Big Data and
Agriculture
Agrible’s Chris Harbourt, Ph.D.
Geography-as-a-Service
for
Food and Agriculture
Charles D. Linville, PhD
The Value Chain is
More than Farming
USDA ERS Food Dollar Series, 2013
The Value Chain
Approaching the Farm
Farm Assets
• Land and buildings
$2.3T
• Machinery and
equipment
$243B
$42
$76
$29
$17
$12
$16
Selected US Farm Production Expenses
in Billions
Livestock and poultry
purchased or leased
Feed purchased
Fertilizer, lime, and soil
conditioners purchased
Gasoline, fuels, and oils
purchased
Interest expense
Chemicals purchased
Data from USDA Census of Agriculture, 2012
Where are the Farm Operations?
Data from USDA Census of Agriculture, 2012
Where Are Others Working in the
Value Chain?
About 300,000 in Food
Manufacturing and Ag
Implement Production In
Illinois and Adjacent
Midwestern States Alone
Data from US Department of Labor, 2014
Businesses in Food and Ag Make
Important Decisions About
Where to Buy and Sell
Imagine a plant milling 7 Million bushels of corn per
year…
• What if the average bushel of corn trucked to the plant
didn’t have to go as far?
• For every mile saved: about $25,000 per year in truck
freight costs for corn at that mill.*
Imagine this in the context of the US and its use of
12 Billion bushels of corn per year domestically …
* We’ll let the economists sort out how much of this savings is enjoyed by who.
Want to continue discussion about
where to buy, sell, or act?
Charles Linville, PhD
Founder and President
linville@ploughman-analytics.com
2021 S. 1st St. Ste. 206D
Champaign, IL 61820
(217) 693-4000
Farm Management Software
Sid Gorham
Granular, CEO & Co-Founder
Software Will Make Farming a Better Business
1. Easier to get more done…
– Collaboration
– Process improvement
– Take on more scale, complexity
2. Easier to make best decisions…
– $ yield not bushel yield
– Probabilities not recent experience
– Acting faster with confidence
It All Starts with Software Adoption
• Until farms run their business in software every day “big
data” will have limited impact
• Using farm management software allows them to…
– Capture their own farm’s data
– Build habit of making and recording decisions in software
– Trust that technology can make good recommendations
Farms Need Data of All Sizes
Big Data Industry • How does price/value of land in NE compare
to AK?
• What marketing strategy would have
performed best in my area for last 10 years?
Medium Data Peer farms • What do my peers pay for similar quantities
of DKC60-67?
• What is average contribution margin for 10K
acre farm with my crop mix?
Small Data Single farm • How much risk do I take if I farm 2,000 more
acres with same capacity?
• How does margin of crop rotation A compare
to crop rotation B?
Granular
Farm Management Software
www.granular.ag
Farmland Analysis Tools
www.acrevalue.com

More Related Content

What's hot

Application of ai in agriculture
Application of ai in agricultureApplication of ai in agriculture
Application of ai in agriculturePritam Kumar Barman
 
Digitalization in agriculture for enhancing sustainable agriculture and rural...
Digitalization in agriculture for enhancing sustainable agriculture and rural...Digitalization in agriculture for enhancing sustainable agriculture and rural...
Digitalization in agriculture for enhancing sustainable agriculture and rural...Private Agriculture College at Tamil Nadu
 
IOT in Agriculture slide.pptx
IOT in Agriculture slide.pptxIOT in Agriculture slide.pptx
IOT in Agriculture slide.pptxDHANPDGHALE
 
Artificial Intelligence in Agriculture
Artificial Intelligence in AgricultureArtificial Intelligence in Agriculture
Artificial Intelligence in AgricultureSuryaSakthivel
 
Predicting crop yield and response to Nutrients from soil spectra at WCSS 201...
Predicting crop yield and response to Nutrients from soil spectra at WCSS 201...Predicting crop yield and response to Nutrients from soil spectra at WCSS 201...
Predicting crop yield and response to Nutrients from soil spectra at WCSS 201...CIAT
 
APPLICATION OF BIG DATA IN ENHANCING EFFECTIVE DECISION MAKING IN AGRICULTURA...
APPLICATION OF BIG DATA IN ENHANCING EFFECTIVE DECISION MAKING IN AGRICULTURA...APPLICATION OF BIG DATA IN ENHANCING EFFECTIVE DECISION MAKING IN AGRICULTURA...
APPLICATION OF BIG DATA IN ENHANCING EFFECTIVE DECISION MAKING IN AGRICULTURA...Sjaak Wolfert
 
ICAR initiatives on Application of Artificial Intelligence and Internet of Th...
ICAR initiatives on Application of Artificial Intelligence and Internet of Th...ICAR initiatives on Application of Artificial Intelligence and Internet of Th...
ICAR initiatives on Application of Artificial Intelligence and Internet of Th...Sudhir Kumar Soam
 
Artificial Intelligence in Agriculture
Artificial Intelligence in AgricultureArtificial Intelligence in Agriculture
Artificial Intelligence in Agricultureijtsrd
 
Deep Learning In Agriculture
Deep Learning In AgricultureDeep Learning In Agriculture
Deep Learning In AgricultureErik Andrejko
 
Credit Seminar:Adoption Of Precision Agriculture In Indian Scenario: It's Sco...
Credit Seminar:Adoption Of Precision Agriculture In Indian Scenario: It's Sco...Credit Seminar:Adoption Of Precision Agriculture In Indian Scenario: It's Sco...
Credit Seminar:Adoption Of Precision Agriculture In Indian Scenario: It's Sco...Sundeepreddyavula
 
Artificial Intelligence (AI): Applications in agriculture
Artificial Intelligence (AI): Applications in agricultureArtificial Intelligence (AI): Applications in agriculture
Artificial Intelligence (AI): Applications in agricultureadityak702
 
Digital Transformation in AgriCulture
Digital Transformation in AgriCultureDigital Transformation in AgriCulture
Digital Transformation in AgriCultureUğur Gürbüz
 
Artificial intelligence : Basics and application in Agriculture
Artificial intelligence : Basics and application in AgricultureArtificial intelligence : Basics and application in Agriculture
Artificial intelligence : Basics and application in AgricultureAditi Chourasia
 
Artificial intelligence in agriculture
Artificial intelligence in agricultureArtificial intelligence in agriculture
Artificial intelligence in agricultureSivajyothi paramsivam
 
20 uses cases - Artificial Intelligence and Machine Learning in agriculture ...
20 uses cases - Artificial Intelligence and Machine Learning  in agriculture ...20 uses cases - Artificial Intelligence and Machine Learning  in agriculture ...
20 uses cases - Artificial Intelligence and Machine Learning in agriculture ...Victor John Tan
 
iot based agriculture
 iot based agriculture iot based agriculture
iot based agricultureTanish Khilani
 
AI in Agriculture ppt
AI in Agriculture pptAI in Agriculture ppt
AI in Agriculture pptRADO7900
 

What's hot (20)

Application of ai in agriculture
Application of ai in agricultureApplication of ai in agriculture
Application of ai in agriculture
 
Digitalization in agriculture for enhancing sustainable agriculture and rural...
Digitalization in agriculture for enhancing sustainable agriculture and rural...Digitalization in agriculture for enhancing sustainable agriculture and rural...
Digitalization in agriculture for enhancing sustainable agriculture and rural...
 
IOT in Agriculture slide.pptx
IOT in Agriculture slide.pptxIOT in Agriculture slide.pptx
IOT in Agriculture slide.pptx
 
Artificial Intelligence in Agriculture
Artificial Intelligence in AgricultureArtificial Intelligence in Agriculture
Artificial Intelligence in Agriculture
 
Ai in farming
Ai in farmingAi in farming
Ai in farming
 
Data analytics for agriculture
Data analytics for agricultureData analytics for agriculture
Data analytics for agriculture
 
Predicting crop yield and response to Nutrients from soil spectra at WCSS 201...
Predicting crop yield and response to Nutrients from soil spectra at WCSS 201...Predicting crop yield and response to Nutrients from soil spectra at WCSS 201...
Predicting crop yield and response to Nutrients from soil spectra at WCSS 201...
 
APPLICATION OF BIG DATA IN ENHANCING EFFECTIVE DECISION MAKING IN AGRICULTURA...
APPLICATION OF BIG DATA IN ENHANCING EFFECTIVE DECISION MAKING IN AGRICULTURA...APPLICATION OF BIG DATA IN ENHANCING EFFECTIVE DECISION MAKING IN AGRICULTURA...
APPLICATION OF BIG DATA IN ENHANCING EFFECTIVE DECISION MAKING IN AGRICULTURA...
 
ICAR initiatives on Application of Artificial Intelligence and Internet of Th...
ICAR initiatives on Application of Artificial Intelligence and Internet of Th...ICAR initiatives on Application of Artificial Intelligence and Internet of Th...
ICAR initiatives on Application of Artificial Intelligence and Internet of Th...
 
Artificial Intelligence in Agriculture
Artificial Intelligence in AgricultureArtificial Intelligence in Agriculture
Artificial Intelligence in Agriculture
 
Deep Learning In Agriculture
Deep Learning In AgricultureDeep Learning In Agriculture
Deep Learning In Agriculture
 
Credit Seminar:Adoption Of Precision Agriculture In Indian Scenario: It's Sco...
Credit Seminar:Adoption Of Precision Agriculture In Indian Scenario: It's Sco...Credit Seminar:Adoption Of Precision Agriculture In Indian Scenario: It's Sco...
Credit Seminar:Adoption Of Precision Agriculture In Indian Scenario: It's Sco...
 
Artificial Intelligence (AI): Applications in agriculture
Artificial Intelligence (AI): Applications in agricultureArtificial Intelligence (AI): Applications in agriculture
Artificial Intelligence (AI): Applications in agriculture
 
Digital Transformation in AgriCulture
Digital Transformation in AgriCultureDigital Transformation in AgriCulture
Digital Transformation in AgriCulture
 
Artificial intelligence : Basics and application in Agriculture
Artificial intelligence : Basics and application in AgricultureArtificial intelligence : Basics and application in Agriculture
Artificial intelligence : Basics and application in Agriculture
 
Artificial intelligence in agriculture
Artificial intelligence in agricultureArtificial intelligence in agriculture
Artificial intelligence in agriculture
 
Precission farming ppt
Precission farming pptPrecission farming ppt
Precission farming ppt
 
20 uses cases - Artificial Intelligence and Machine Learning in agriculture ...
20 uses cases - Artificial Intelligence and Machine Learning  in agriculture ...20 uses cases - Artificial Intelligence and Machine Learning  in agriculture ...
20 uses cases - Artificial Intelligence and Machine Learning in agriculture ...
 
iot based agriculture
 iot based agriculture iot based agriculture
iot based agriculture
 
AI in Agriculture ppt
AI in Agriculture pptAI in Agriculture ppt
AI in Agriculture ppt
 

Viewers also liked

Data analytics for agriculture
Data analytics for agricultureData analytics for agriculture
Data analytics for agricultureData Portal India
 
Predictive analytics in the agriculture industry
Predictive analytics in the agriculture industryPredictive analytics in the agriculture industry
Predictive analytics in the agriculture industryRefresh Annapolis Valley
 
Big Data in Agriculture, the SemaGrow and agINFRA experience
Big Data in Agriculture, the SemaGrow and agINFRA experienceBig Data in Agriculture, the SemaGrow and agINFRA experience
Big Data in Agriculture, the SemaGrow and agINFRA experienceAndreas Drakos
 
Intro Course "Big data in Agriculture" Agenda
Intro Course "Big data in Agriculture" AgendaIntro Course "Big data in Agriculture" Agenda
Intro Course "Big data in Agriculture" Agendacthanopoulos
 
Better ways of using Analytics in Agriculture in india
Better ways of using Analytics in Agriculture in indiaBetter ways of using Analytics in Agriculture in india
Better ways of using Analytics in Agriculture in indiaYagnesh Shetty
 
Big Data in Food & Agriculture: Community Perspectives
Big Data in Food & Agriculture: Community PerspectivesBig Data in Food & Agriculture: Community Perspectives
Big Data in Food & Agriculture: Community PerspectivesNikos Manouselis
 
Data, Digital Agriculture & Devices
Data, Digital Agriculture & Devices Data, Digital Agriculture & Devices
Data, Digital Agriculture & Devices Walton Institute
 
Five Mega-Trends in Agriculture - Tools, Technology 2017
Five Mega-Trends in Agriculture - Tools, Technology 2017Five Mega-Trends in Agriculture - Tools, Technology 2017
Five Mega-Trends in Agriculture - Tools, Technology 2017John Shutske
 
Our Brain on Stress
Our Brain on StressOur Brain on Stress
Our Brain on StressJohn Shutske
 
MapReduce Best Practices and Lessons Learned Applied to Enterprise Datasets -...
MapReduce Best Practices and Lessons Learned Applied to Enterprise Datasets -...MapReduce Best Practices and Lessons Learned Applied to Enterprise Datasets -...
MapReduce Best Practices and Lessons Learned Applied to Enterprise Datasets -...StampedeCon
 
Indian Agricultural Data Analysis
Indian Agricultural Data AnalysisIndian Agricultural Data Analysis
Indian Agricultural Data AnalysisPeriasamy K
 

Viewers also liked (20)

Data analytics for agriculture
Data analytics for agricultureData analytics for agriculture
Data analytics for agriculture
 
Big Data in Agriculture : Opportunities for data driven agronomy
Big Data in Agriculture : Opportunities for data driven agronomyBig Data in Agriculture : Opportunities for data driven agronomy
Big Data in Agriculture : Opportunities for data driven agronomy
 
Predictive analytics in the agriculture industry
Predictive analytics in the agriculture industryPredictive analytics in the agriculture industry
Predictive analytics in the agriculture industry
 
Big Data in Agriculture, the SemaGrow and agINFRA experience
Big Data in Agriculture, the SemaGrow and agINFRA experienceBig Data in Agriculture, the SemaGrow and agINFRA experience
Big Data in Agriculture, the SemaGrow and agINFRA experience
 
Site-Specific agriculture: Putting data at the service of agriculture
Site-Specific agriculture: Putting data at the service of agricultureSite-Specific agriculture: Putting data at the service of agriculture
Site-Specific agriculture: Putting data at the service of agriculture
 
Intro Course "Big data in Agriculture" Agenda
Intro Course "Big data in Agriculture" AgendaIntro Course "Big data in Agriculture" Agenda
Intro Course "Big data in Agriculture" Agenda
 
Better ways of using Analytics in Agriculture in india
Better ways of using Analytics in Agriculture in indiaBetter ways of using Analytics in Agriculture in india
Better ways of using Analytics in Agriculture in india
 
Big data ppt
Big  data pptBig  data ppt
Big data ppt
 
Big Data and Agriculture
Big Data and AgricultureBig Data and Agriculture
Big Data and Agriculture
 
Big Data in Food & Agriculture: Community Perspectives
Big Data in Food & Agriculture: Community PerspectivesBig Data in Food & Agriculture: Community Perspectives
Big Data in Food & Agriculture: Community Perspectives
 
Data, Digital Agriculture & Devices
Data, Digital Agriculture & Devices Data, Digital Agriculture & Devices
Data, Digital Agriculture & Devices
 
What is big data?
What is big data?What is big data?
What is big data?
 
Big data ppt
Big data pptBig data ppt
Big data ppt
 
What is Big Data?
What is Big Data?What is Big Data?
What is Big Data?
 
Webinar@AIMS: INRA's Big Data Perspectives and Implementation Challenges
 Webinar@AIMS: INRA's Big Data Perspectives and Implementation Challenges Webinar@AIMS: INRA's Big Data Perspectives and Implementation Challenges
Webinar@AIMS: INRA's Big Data Perspectives and Implementation Challenges
 
Five Mega-Trends in Agriculture - Tools, Technology 2017
Five Mega-Trends in Agriculture - Tools, Technology 2017Five Mega-Trends in Agriculture - Tools, Technology 2017
Five Mega-Trends in Agriculture - Tools, Technology 2017
 
Our Brain on Stress
Our Brain on StressOur Brain on Stress
Our Brain on Stress
 
MapReduce Best Practices and Lessons Learned Applied to Enterprise Datasets -...
MapReduce Best Practices and Lessons Learned Applied to Enterprise Datasets -...MapReduce Best Practices and Lessons Learned Applied to Enterprise Datasets -...
MapReduce Best Practices and Lessons Learned Applied to Enterprise Datasets -...
 
Indian Agricultural Data Analysis
Indian Agricultural Data AnalysisIndian Agricultural Data Analysis
Indian Agricultural Data Analysis
 
Lunch Keynote
Lunch KeynoteLunch Keynote
Lunch Keynote
 

Similar to Agriculture and Big Data

Big Data Summit Granular Slides
Big Data Summit Granular SlidesBig Data Summit Granular Slides
Big Data Summit Granular SlidesMadison Ingold
 
Jeremy Wilson - Return On Investment When Using Technology And Data
Jeremy Wilson - Return On Investment When Using Technology And DataJeremy Wilson - Return On Investment When Using Technology And Data
Jeremy Wilson - Return On Investment When Using Technology And DataJohn Blue
 
GFAR / GODAN / CTA webinar #3 "Crossing the Donga – Accelerating Market Adopt...
GFAR / GODAN / CTA webinar #3 "Crossing the Donga – Accelerating Market Adopt...GFAR / GODAN / CTA webinar #3 "Crossing the Donga – Accelerating Market Adopt...
GFAR / GODAN / CTA webinar #3 "Crossing the Donga – Accelerating Market Adopt...GCARD Conferences
 
MIS for Indian Agriculture
MIS for Indian AgricultureMIS for Indian Agriculture
MIS for Indian AgricultureVenkatesh Kg
 
Smarter Agriculture Handout - v3
Smarter Agriculture Handout - v3Smarter Agriculture Handout - v3
Smarter Agriculture Handout - v3Ann Lambrecht
 
"Controlled Environment Agriculture - The Future of Food"
"Controlled Environment Agriculture - The Future of Food""Controlled Environment Agriculture - The Future of Food"
"Controlled Environment Agriculture - The Future of Food"AG/SUM
 
Increase yields and reduce costs with variable rate planting
Increase yields and reduce costs with variable rate plantingIncrease yields and reduce costs with variable rate planting
Increase yields and reduce costs with variable rate plantingXSInc
 
AgAI engr 245 lean launchpad stanford 2019
AgAI engr 245 lean launchpad stanford 2019AgAI engr 245 lean launchpad stanford 2019
AgAI engr 245 lean launchpad stanford 2019Stanford University
 
Positioning for Success During the Downturn in the Ag Economy
Positioning for Success During the Downturn in the Ag EconomyPositioning for Success During the Downturn in the Ag Economy
Positioning for Success During the Downturn in the Ag EconomyMary-Katherine Kearney
 
Precision agriculture (1)
Precision agriculture (1)Precision agriculture (1)
Precision agriculture (1)RJRANJEET1
 
Proagrica - Using Big Data to Help Feed the World
Proagrica - Using Big Data to Help Feed the WorldProagrica - Using Big Data to Help Feed the World
Proagrica - Using Big Data to Help Feed the WorldHPCC Systems
 
precision_agriculture.pdf
precision_agriculture.pdfprecision_agriculture.pdf
precision_agriculture.pdfssuserbb3537
 
AGRI 1171_Precision Agriculture.pptx
AGRI 1171_Precision Agriculture.pptxAGRI 1171_Precision Agriculture.pptx
AGRI 1171_Precision Agriculture.pptxssuserbb3537
 
Big ideas for using data by Brett Whelan University of Sydney
Big ideas for using data by Brett Whelan University of SydneyBig ideas for using data by Brett Whelan University of Sydney
Big ideas for using data by Brett Whelan University of SydneyAmanda Woods
 
160901 precision agriculture
160901 precision agriculture160901 precision agriculture
160901 precision agricultureTijl Hoefnagels
 
Carbon cultures lecture 3 value prop
Carbon cultures lecture 3 value propCarbon cultures lecture 3 value prop
Carbon cultures lecture 3 value propStanford University
 
Proagrica - Big Data to Feed the World
Proagrica - Big Data to Feed the WorldProagrica - Big Data to Feed the World
Proagrica - Big Data to Feed the WorldHPCC Systems
 

Similar to Agriculture and Big Data (20)

Big Data Summit Granular Slides
Big Data Summit Granular SlidesBig Data Summit Granular Slides
Big Data Summit Granular Slides
 
Jeremy Wilson - Return On Investment When Using Technology And Data
Jeremy Wilson - Return On Investment When Using Technology And DataJeremy Wilson - Return On Investment When Using Technology And Data
Jeremy Wilson - Return On Investment When Using Technology And Data
 
GFAR / GODAN / CTA webinar #3 "Crossing the Donga – Accelerating Market Adopt...
GFAR / GODAN / CTA webinar #3 "Crossing the Donga – Accelerating Market Adopt...GFAR / GODAN / CTA webinar #3 "Crossing the Donga – Accelerating Market Adopt...
GFAR / GODAN / CTA webinar #3 "Crossing the Donga – Accelerating Market Adopt...
 
MIS for Indian Agriculture
MIS for Indian AgricultureMIS for Indian Agriculture
MIS for Indian Agriculture
 
Smarter Agriculture Handout - v3
Smarter Agriculture Handout - v3Smarter Agriculture Handout - v3
Smarter Agriculture Handout - v3
 
"Controlled Environment Agriculture - The Future of Food"
"Controlled Environment Agriculture - The Future of Food""Controlled Environment Agriculture - The Future of Food"
"Controlled Environment Agriculture - The Future of Food"
 
Increase yields and reduce costs with variable rate planting
Increase yields and reduce costs with variable rate plantingIncrease yields and reduce costs with variable rate planting
Increase yields and reduce costs with variable rate planting
 
AgAI engr 245 lean launchpad stanford 2019
AgAI engr 245 lean launchpad stanford 2019AgAI engr 245 lean launchpad stanford 2019
AgAI engr 245 lean launchpad stanford 2019
 
Positioning for Success During the Downturn in the Ag Economy
Positioning for Success During the Downturn in the Ag EconomyPositioning for Success During the Downturn in the Ag Economy
Positioning for Success During the Downturn in the Ag Economy
 
Precision agriculture (1)
Precision agriculture (1)Precision agriculture (1)
Precision agriculture (1)
 
Proagrica - Using Big Data to Help Feed the World
Proagrica - Using Big Data to Help Feed the WorldProagrica - Using Big Data to Help Feed the World
Proagrica - Using Big Data to Help Feed the World
 
precision_agriculture.pdf
precision_agriculture.pdfprecision_agriculture.pdf
precision_agriculture.pdf
 
AGRI 1171_Precision Agriculture.pptx
AGRI 1171_Precision Agriculture.pptxAGRI 1171_Precision Agriculture.pptx
AGRI 1171_Precision Agriculture.pptx
 
Big ideas for using data by Brett Whelan University of Sydney
Big ideas for using data by Brett Whelan University of SydneyBig ideas for using data by Brett Whelan University of Sydney
Big ideas for using data by Brett Whelan University of Sydney
 
160901 precision agriculture
160901 precision agriculture160901 precision agriculture
160901 precision agriculture
 
Variable Rate Application
Variable Rate ApplicationVariable Rate Application
Variable Rate Application
 
Precision agriculture Panel
Precision agriculture PanelPrecision agriculture Panel
Precision agriculture Panel
 
Carbon cultures lecture 3 value prop
Carbon cultures lecture 3 value propCarbon cultures lecture 3 value prop
Carbon cultures lecture 3 value prop
 
Proagrica - Big Data to Feed the World
Proagrica - Big Data to Feed the WorldProagrica - Big Data to Feed the World
Proagrica - Big Data to Feed the World
 
ARMS uses 2016
ARMS uses 2016ARMS uses 2016
ARMS uses 2016
 

More from UIResearchPark

Big data Morning Keynote
Big data Morning KeynoteBig data Morning Keynote
Big data Morning KeynoteUIResearchPark
 
Supply Chain Management
Supply Chain ManagementSupply Chain Management
Supply Chain ManagementUIResearchPark
 
High Performance Computing
High Performance Computing High Performance Computing
High Performance Computing UIResearchPark
 
Big Data Science Team Building
Big Data Science Team BuildingBig Data Science Team Building
Big Data Science Team BuildingUIResearchPark
 
Business Value of Data
Business Value of Data Business Value of Data
Business Value of Data UIResearchPark
 
Big Data Case Studies
Big Data Case Studies Big Data Case Studies
Big Data Case Studies UIResearchPark
 
Smart Systems Revolutionizing Ag - Jason Bull
Smart Systems Revolutionizing Ag - Jason BullSmart Systems Revolutionizing Ag - Jason Bull
Smart Systems Revolutionizing Ag - Jason BullUIResearchPark
 
Functional foods - Keith A. Garleb
Functional foods - Keith A. GarlebFunctional foods - Keith A. Garleb
Functional foods - Keith A. GarlebUIResearchPark
 
Animal health - Aaron Gilbertie
Animal health - Aaron GilbertieAnimal health - Aaron Gilbertie
Animal health - Aaron GilbertieUIResearchPark
 
Connected Farming - Julian Sanchez, PhD
Connected Farming - Julian Sanchez, PhDConnected Farming - Julian Sanchez, PhD
Connected Farming - Julian Sanchez, PhDUIResearchPark
 
Data modernizing Agronomy - Chris Harbourt, PhD
Data modernizing Agronomy - Chris Harbourt, PhDData modernizing Agronomy - Chris Harbourt, PhD
Data modernizing Agronomy - Chris Harbourt, PhDUIResearchPark
 
Farm Ops Management - Bborie Park
Farm Ops Management - Bborie ParkFarm Ops Management - Bborie Park
Farm Ops Management - Bborie ParkUIResearchPark
 
Precision Agriculture Landscape - Andrew Selck
Precision Agriculture Landscape - Andrew SelckPrecision Agriculture Landscape - Andrew Selck
Precision Agriculture Landscape - Andrew SelckUIResearchPark
 
UAVs in Agriculture - Jack Marck
UAVs in Agriculture - Jack MarckUAVs in Agriculture - Jack Marck
UAVs in Agriculture - Jack MarckUIResearchPark
 
How to Work a Trade Show
How to Work a Trade Show How to Work a Trade Show
How to Work a Trade Show UIResearchPark
 
Research Park: Year in Review 2014
Research Park: Year in Review 2014Research Park: Year in Review 2014
Research Park: Year in Review 2014UIResearchPark
 
Ew 10 year presentation
Ew 10 year presentationEw 10 year presentation
Ew 10 year presentationUIResearchPark
 

More from UIResearchPark (20)

Big data Morning Keynote
Big data Morning KeynoteBig data Morning Keynote
Big data Morning Keynote
 
Morning Introduction
Morning IntroductionMorning Introduction
Morning Introduction
 
Supply Chain Management
Supply Chain ManagementSupply Chain Management
Supply Chain Management
 
Internet of Things
Internet of ThingsInternet of Things
Internet of Things
 
High Performance Computing
High Performance Computing High Performance Computing
High Performance Computing
 
Big Data Science Team Building
Big Data Science Team BuildingBig Data Science Team Building
Big Data Science Team Building
 
Business Value of Data
Business Value of Data Business Value of Data
Business Value of Data
 
Big Data Case Studies
Big Data Case Studies Big Data Case Studies
Big Data Case Studies
 
Data Visualization
Data Visualization Data Visualization
Data Visualization
 
Smart Systems Revolutionizing Ag - Jason Bull
Smart Systems Revolutionizing Ag - Jason BullSmart Systems Revolutionizing Ag - Jason Bull
Smart Systems Revolutionizing Ag - Jason Bull
 
Functional foods - Keith A. Garleb
Functional foods - Keith A. GarlebFunctional foods - Keith A. Garleb
Functional foods - Keith A. Garleb
 
Animal health - Aaron Gilbertie
Animal health - Aaron GilbertieAnimal health - Aaron Gilbertie
Animal health - Aaron Gilbertie
 
Connected Farming - Julian Sanchez, PhD
Connected Farming - Julian Sanchez, PhDConnected Farming - Julian Sanchez, PhD
Connected Farming - Julian Sanchez, PhD
 
Data modernizing Agronomy - Chris Harbourt, PhD
Data modernizing Agronomy - Chris Harbourt, PhDData modernizing Agronomy - Chris Harbourt, PhD
Data modernizing Agronomy - Chris Harbourt, PhD
 
Farm Ops Management - Bborie Park
Farm Ops Management - Bborie ParkFarm Ops Management - Bborie Park
Farm Ops Management - Bborie Park
 
Precision Agriculture Landscape - Andrew Selck
Precision Agriculture Landscape - Andrew SelckPrecision Agriculture Landscape - Andrew Selck
Precision Agriculture Landscape - Andrew Selck
 
UAVs in Agriculture - Jack Marck
UAVs in Agriculture - Jack MarckUAVs in Agriculture - Jack Marck
UAVs in Agriculture - Jack Marck
 
How to Work a Trade Show
How to Work a Trade Show How to Work a Trade Show
How to Work a Trade Show
 
Research Park: Year in Review 2014
Research Park: Year in Review 2014Research Park: Year in Review 2014
Research Park: Year in Review 2014
 
Ew 10 year presentation
Ew 10 year presentationEw 10 year presentation
Ew 10 year presentation
 

Recently uploaded

Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% SecurePooja Nehwal
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Valters Lauzums
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...amitlee9823
 
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...amitlee9823
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...amitlee9823
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFxolyaivanovalion
 
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightCheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightDelhi Call girls
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysismanisha194592
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...amitlee9823
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Pooja Nehwal
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...only4webmaster01
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxolyaivanovalion
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...SUHANI PANDEY
 

Recently uploaded (20)

Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
 
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...
 
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night StandCall Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand
 
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
Vip Mumbai Call Girls Thane West Call On 9920725232 With Body to body massage...
 
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
Call Girls Bannerghatta Road Just Call 👗 7737669865 👗 Top Class Call Girl Ser...
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
 
Halmar dropshipping via API with DroFx
Halmar  dropshipping  via API with DroFxHalmar  dropshipping  via API with DroFx
Halmar dropshipping via API with DroFx
 
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 nightCheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
Cheap Rate Call girls Sarita Vihar Delhi 9205541914 shot 1500 night
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
Anomaly detection and data imputation within time series
Anomaly detection and data imputation within time seriesAnomaly detection and data imputation within time series
Anomaly detection and data imputation within time series
 
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
Escorts Service Kumaraswamy Layout ☎ 7737669865☎ Book Your One night Stand (B...
 
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bellandur ☎ 7737669865 🥵 Book Your One night Stand
 
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Mature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptxMature dropshipping via API with DroFx.pptx
Mature dropshipping via API with DroFx.pptx
 
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
VIP Model Call Girls Hinjewadi ( Pune ) Call ON 8005736733 Starting From 5K t...
 

Agriculture and Big Data

  • 2. • Soils, physiology sensor data • Genetics, genomics, phenotypes, models • GPS and planter / sprayer / combine data • Weather and climate data and models • Image data from machinery, remote sensing GBs - TBs / plant University library TBs - PBs/ region GBs / field /yr Pickup bed full of paper TBs - PBs / region PBs - EBs / region All US academic libraries Every word ever spoken by every human being Data type Size in bytes Size analogy Geo-Eye1 – about 8 terabytes / day
  • 3. Evolution of SuccessRob Dongoski Ernst & Young, Global Agribusiness Leader
  • 4.
  • 5. Key stakeholder mindset… Key Questions • Should I share my data with a 3rd party? • What is the 3rd party doing with my data? • Does this make my work easier • Will this improve farm income?
  • 6. Data must impact basic formula Yield x Price - Costs = Farm Income • Enabler • Monitor • Predictor
  • 7. Foundation needs set • Data privacy has to be clear • Data standards need established • Ease transfer from tractor to cloud • Pace of larger industry transformation • All stakeholders need to have a clear path to profits
  • 8. Big Data and Agriculture Agrible’s Chris Harbourt, Ph.D.
  • 9.
  • 10.
  • 12. The Value Chain is More than Farming USDA ERS Food Dollar Series, 2013
  • 13. The Value Chain Approaching the Farm Farm Assets • Land and buildings $2.3T • Machinery and equipment $243B $42 $76 $29 $17 $12 $16 Selected US Farm Production Expenses in Billions Livestock and poultry purchased or leased Feed purchased Fertilizer, lime, and soil conditioners purchased Gasoline, fuels, and oils purchased Interest expense Chemicals purchased Data from USDA Census of Agriculture, 2012
  • 14. Where are the Farm Operations? Data from USDA Census of Agriculture, 2012
  • 15. Where Are Others Working in the Value Chain? About 300,000 in Food Manufacturing and Ag Implement Production In Illinois and Adjacent Midwestern States Alone Data from US Department of Labor, 2014
  • 16. Businesses in Food and Ag Make Important Decisions About Where to Buy and Sell Imagine a plant milling 7 Million bushels of corn per year… • What if the average bushel of corn trucked to the plant didn’t have to go as far? • For every mile saved: about $25,000 per year in truck freight costs for corn at that mill.* Imagine this in the context of the US and its use of 12 Billion bushels of corn per year domestically … * We’ll let the economists sort out how much of this savings is enjoyed by who.
  • 17. Want to continue discussion about where to buy, sell, or act? Charles Linville, PhD Founder and President linville@ploughman-analytics.com 2021 S. 1st St. Ste. 206D Champaign, IL 61820 (217) 693-4000
  • 18. Farm Management Software Sid Gorham Granular, CEO & Co-Founder
  • 19. Software Will Make Farming a Better Business 1. Easier to get more done… – Collaboration – Process improvement – Take on more scale, complexity 2. Easier to make best decisions… – $ yield not bushel yield – Probabilities not recent experience – Acting faster with confidence
  • 20. It All Starts with Software Adoption • Until farms run their business in software every day “big data” will have limited impact • Using farm management software allows them to… – Capture their own farm’s data – Build habit of making and recording decisions in software – Trust that technology can make good recommendations
  • 21. Farms Need Data of All Sizes Big Data Industry • How does price/value of land in NE compare to AK? • What marketing strategy would have performed best in my area for last 10 years? Medium Data Peer farms • What do my peers pay for similar quantities of DKC60-67? • What is average contribution margin for 10K acre farm with my crop mix? Small Data Single farm • How much risk do I take if I farm 2,000 more acres with same capacity? • How does margin of crop rotation A compare to crop rotation B?