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From Open Data
to Risk and Farm Management
Products for Farmers
March 2014
Our Mission
	
  
	
  
2014 The Climate Corporation. All Rights Reserved.
The Climate Corporation’s mission is to
help all the world’s people and businesses
adapt to climate change.
We aim to help farmers around the world
protect and improve their farming
operations & profitability.
Our Objective is to Help Farmers Protect their
Revenue and Increase their Profitability
	
  
	
  
2014 The Climate Corporation. All Rights Reserved.
Insure risks the farmer
cannot control
Provide weather-based
insights
Minimize risk of revenue
shocks
Improve farming
profitability
Financial stability creates
investment
Our Objective is to Help Farmers Protect their
Revenue and Increase their Profitability
!
!
2014 The Climate Corporation. All Rights Reserved.
Insure risks the farmer
cannot control
Optimize decisions the
farmer can control
Minimize risk of revenue
shocks
Improve farming
profitability
Financial stability creates
investment
Revenue and Increase their Profitability
!
!
2014 The Climate Corporation. All Rights Reserved.
Insure risks the farmer
cannot control
Optimize decisions the
farmer can control
Minimize risk of revenue
shocks
Improve farming
profitability
Financial stability creates
investment
Optimize decisions the
farmer can control
Total Weather Insurance (TWI)
2014 The Climate Corporation. All Rights Reserved.
●  Customized: TWI coverage is tuned to
your crop, location, soil type and local
weather risks.
●  Field Level: TWI uses up to three weather
stations near your field, not just one
weather station that may be on the other
side of the county.
●  Adaptive: TWI protects your crop when it
matters, whether it is a hot, cool, wet, or
dry season.
●  No Hassles: TWI policies have no claims
process, no paperwork and no waiting for
payment. If bad weather happens, you
are paid automatically at the end of the
policy period.
TWI is an index-based weather insurance product that is built using
agronomy-based statistical models and hyper-local weather
observations.
High-Resolution Weather Data is Key to Reducing
Meteorological Basis Risk
2014 The Climate Corporation. All Rights Reserved.
Weather events can be highly
localized and affect nearby
regions very differently
Recording weather conditions at a
hyper-local scale matters to
reduce meteorological basis risk
Meteorological Basis Risk
Any difference btw the weather
experienced at a field compared
to the weather used to compute
weather losses for insurance or to
provide recommendations for ag
management decisions
Example:	
  precipita.on	
  on	
  Feb	
  10,	
  2014,	
  in	
  Southern	
  IN	
  	
  
Example:	
  gridded	
  temperature	
  data	
  tracked	
  in	
  4	
  x	
  4	
  km	
  resolu.on	
  during	
  May	
  
2012	
  in	
  Northern	
  IA	
  
Weather Impact on Crop is determined based on Field-
Specific Conditions
2014 The Climate Corporation. All Rights Reserved.
Hyper local weather conditions
are tracked for each field
Field specific soil moisture
conditions are determined
Field specific growing progress
is assessed
Weather Impact on Crop is determined based on Field-
Specific Conditions for every Field
2014 The Climate Corporation. All Rights Reserved.
and for every field
in the Unites
States.
Weather losses are determined based on
field-specific conditions
uniquely tracked for all fields
belonging to a farm operation
Open and Easily Accessible Data is Key
2014 The Climate Corporation. All Rights Reserved.
For	
  our	
  product	
  offerings	
  we	
  are	
  accessing	
  and	
  joining	
  geographical	
  
and	
  environmental	
  data,	
  agricultural	
  produc.on	
  data,	
  and	
  weather	
  
data	
  at	
  any	
  loca.on	
  in	
  the	
  US.	
  	
  
Current Pain Points with Open Data
(1)	
  	
  Finding	
  and	
  understanding	
  data	
  
•  data	
  descrip.on	
  (metadata)	
  	
  
•  documenta.on	
  around	
  collec.on	
  method	
  and	
  process	
  	
  
•  data	
  cleaning	
  process	
  used	
  (if	
  applicable)	
  
	
  
2014 The Climate Corporation. All Rights Reserved.
Current Pain Points with Open Data
(1)	
  	
  Finding	
  and	
  understanding	
  data	
  
•  data	
  descrip.on	
  (metadata)	
  	
  
•  documenta.on	
  around	
  collec.on	
  method	
  and	
  process	
  	
  
•  data	
  cleaning	
  process	
  used	
  (if	
  applicable)	
  
(2)	
  Accessing	
  data	
  –	
  lack	
  of	
  a	
  unified	
  interface	
  
•  sites	
  designed	
  for	
  human	
  querying	
  are	
  problema.c	
  	
  
•  data	
  format	
  inconsistent	
  across	
  websites	
  
•  tapes	
  vs	
  database	
  vs	
  APIs	
  
	
  
2014 The Climate Corporation. All Rights Reserved.
Current Pain Points with Open Data
(1)	
  	
  Finding	
  and	
  understanding	
  data	
  
•  data	
  descrip.on	
  (metadata)	
  	
  
•  documenta.on	
  around	
  collec.on	
  method	
  and	
  process	
  	
  
•  data	
  cleaning	
  process	
  used	
  (if	
  applicable)	
  
(2)	
  Accessing	
  data	
  –	
  lack	
  of	
  a	
  unified	
  interface	
  
•  sites	
  designed	
  for	
  human	
  querying	
  are	
  problema.c	
  	
  
•  data	
  format	
  inconsistent	
  across	
  websites	
  
•  tapes	
  vs	
  database	
  vs	
  APIs	
  
(3)	
  Relying	
  on	
  data	
  for	
  products	
  
•  lack	
  of	
  consistency	
  in	
  repor.ng	
  
–  	
  file	
  formats	
  change	
  without	
  no.ce	
  
–  government	
  shutdown	
  	
  
	
  
2014 The Climate Corporation. All Rights Reserved.
Sorry, we are
temporarily not
able to access
any public data
…
Open Data Initiative – Next Steps
	
  
For	
  the	
  private	
  sector	
  to	
  build	
  a	
  business	
  model	
  that	
  uses	
  public	
  data	
  as	
  a	
  key	
  input,	
  
data	
  providers	
  should	
  …	
  	
  
(A)	
  Open	
  Data	
  	
  	
  
-­‐	
  make	
  exis.ng	
  data	
  available	
  to	
  public	
  	
  
-­‐	
  start	
  collec.ng	
  more	
  data	
  	
  
(B)	
  Document	
  data	
  
	
  	
  	
  	
  	
  –	
  review	
  data	
  standards,	
  technologies	
  and	
  	
  
	
  	
  	
  	
  	
  	
  	
  	
  best	
  prac.ce	
  for	
  data	
  sharing	
  and	
  documenta.on	
  
(C)	
  Data	
  maintenance	
  
	
  	
  	
  	
  	
  	
  	
  -­‐	
  consistently	
  collect,	
  update	
  and	
  report	
  data	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  under	
  the	
  same	
  format	
  
(D)	
  Iterate	
  and	
  Improve	
  -­‐	
  engage	
  with	
  end	
  users	
  	
  
	
  	
  	
  	
  	
  	
  
2014 The Climate Corporation. All Rights Reserved.
Thank you.

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Climate Corporation: From Open Data to Risk and Farm Management Products for Farmers

  • 1. From Open Data to Risk and Farm Management Products for Farmers March 2014
  • 2. Our Mission     2014 The Climate Corporation. All Rights Reserved. The Climate Corporation’s mission is to help all the world’s people and businesses adapt to climate change. We aim to help farmers around the world protect and improve their farming operations & profitability.
  • 3. Our Objective is to Help Farmers Protect their Revenue and Increase their Profitability     2014 The Climate Corporation. All Rights Reserved. Insure risks the farmer cannot control Provide weather-based insights Minimize risk of revenue shocks Improve farming profitability Financial stability creates investment Our Objective is to Help Farmers Protect their Revenue and Increase their Profitability ! ! 2014 The Climate Corporation. All Rights Reserved. Insure risks the farmer cannot control Optimize decisions the farmer can control Minimize risk of revenue shocks Improve farming profitability Financial stability creates investment Revenue and Increase their Profitability ! ! 2014 The Climate Corporation. All Rights Reserved. Insure risks the farmer cannot control Optimize decisions the farmer can control Minimize risk of revenue shocks Improve farming profitability Financial stability creates investment Optimize decisions the farmer can control
  • 4. Total Weather Insurance (TWI) 2014 The Climate Corporation. All Rights Reserved. ●  Customized: TWI coverage is tuned to your crop, location, soil type and local weather risks. ●  Field Level: TWI uses up to three weather stations near your field, not just one weather station that may be on the other side of the county. ●  Adaptive: TWI protects your crop when it matters, whether it is a hot, cool, wet, or dry season. ●  No Hassles: TWI policies have no claims process, no paperwork and no waiting for payment. If bad weather happens, you are paid automatically at the end of the policy period. TWI is an index-based weather insurance product that is built using agronomy-based statistical models and hyper-local weather observations.
  • 5. High-Resolution Weather Data is Key to Reducing Meteorological Basis Risk 2014 The Climate Corporation. All Rights Reserved. Weather events can be highly localized and affect nearby regions very differently Recording weather conditions at a hyper-local scale matters to reduce meteorological basis risk Meteorological Basis Risk Any difference btw the weather experienced at a field compared to the weather used to compute weather losses for insurance or to provide recommendations for ag management decisions Example:  precipita.on  on  Feb  10,  2014,  in  Southern  IN     Example:  gridded  temperature  data  tracked  in  4  x  4  km  resolu.on  during  May   2012  in  Northern  IA  
  • 6. Weather Impact on Crop is determined based on Field- Specific Conditions 2014 The Climate Corporation. All Rights Reserved. Hyper local weather conditions are tracked for each field Field specific soil moisture conditions are determined Field specific growing progress is assessed
  • 7. Weather Impact on Crop is determined based on Field- Specific Conditions for every Field 2014 The Climate Corporation. All Rights Reserved. and for every field in the Unites States. Weather losses are determined based on field-specific conditions uniquely tracked for all fields belonging to a farm operation
  • 8. Open and Easily Accessible Data is Key 2014 The Climate Corporation. All Rights Reserved. For  our  product  offerings  we  are  accessing  and  joining  geographical   and  environmental  data,  agricultural  produc.on  data,  and  weather   data  at  any  loca.on  in  the  US.    
  • 9. Current Pain Points with Open Data (1)    Finding  and  understanding  data   •  data  descrip.on  (metadata)     •  documenta.on  around  collec.on  method  and  process     •  data  cleaning  process  used  (if  applicable)     2014 The Climate Corporation. All Rights Reserved.
  • 10. Current Pain Points with Open Data (1)    Finding  and  understanding  data   •  data  descrip.on  (metadata)     •  documenta.on  around  collec.on  method  and  process     •  data  cleaning  process  used  (if  applicable)   (2)  Accessing  data  –  lack  of  a  unified  interface   •  sites  designed  for  human  querying  are  problema.c     •  data  format  inconsistent  across  websites   •  tapes  vs  database  vs  APIs     2014 The Climate Corporation. All Rights Reserved.
  • 11. Current Pain Points with Open Data (1)    Finding  and  understanding  data   •  data  descrip.on  (metadata)     •  documenta.on  around  collec.on  method  and  process     •  data  cleaning  process  used  (if  applicable)   (2)  Accessing  data  –  lack  of  a  unified  interface   •  sites  designed  for  human  querying  are  problema.c     •  data  format  inconsistent  across  websites   •  tapes  vs  database  vs  APIs   (3)  Relying  on  data  for  products   •  lack  of  consistency  in  repor.ng   –   file  formats  change  without  no.ce   –  government  shutdown       2014 The Climate Corporation. All Rights Reserved. Sorry, we are temporarily not able to access any public data …
  • 12. Open Data Initiative – Next Steps   For  the  private  sector  to  build  a  business  model  that  uses  public  data  as  a  key  input,   data  providers  should  …     (A)  Open  Data       -­‐  make  exis.ng  data  available  to  public     -­‐  start  collec.ng  more  data     (B)  Document  data            –  review  data  standards,  technologies  and                    best  prac.ce  for  data  sharing  and  documenta.on   (C)  Data  maintenance                -­‐  consistently  collect,  update  and  report  data                      under  the  same  format   (D)  Iterate  and  Improve  -­‐  engage  with  end  users                 2014 The Climate Corporation. All Rights Reserved.