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Using agri‐environmental indicators to 
track changes in the risk of nutrient and 
sediment losses in the Lake Erie basin: 
II. Application from watershed scale to 
the Lake Erie Basin
Pamela Joosse, Natalie Feisthauer, Jillian Smith and Donna Speranzini
Science and Technology Branch 
Agriculture and Agri‐Food Canada
69th SWCS Conference, Lombard, IL July 27‐30th 2014
AAFC Lake Erie Project Goals
• To identify agricultural production systems and 
landscapes where there is capacity to make 
improvements in nutrient and soil management
• To conduct historical analyses to put future 
capacity for change in context with what has 
already occurred
– This presentation focusses on components of the 
project that analyze existing agri‐environmental 
indicators and production system types for the Lake 
Erie basin
I. Grand River Case Study
• Provided background on the National Agri‐
Environmental Health Analysis and Reporting 
Program (NAHARP) indicators used in this 
analysis
• Presented our Risk = Source x Transport model
• Provided results for risk of particulate and 
dissolved  reactive phosphorus loss for soils of 
the Grand River watershed using this model
• Proof‐of‐concept pilot for application to the 
entire Canadian Lake Erie basin
www.grandriver.ca
National Agri‐Environmental Health Analysis 
and Reporting Program (NAHARP)
IROWC‐P: Indicator of Risk of Water Contamination by Phosphorus (van Bochove et al., 2009, 2010)
• Temporal & spatial trends for risk of surface water contamination by P from Canadian ag land
• Estimates phosphorus in the soil after crop harvest (P‐balance)
• Estimates partitioning of water (field scale) between surface runoff and soil leaching (VSMB)
• Hydrological connectivity factors used to estimate transport of P from field to surface water
RSN: Residual Soil Nitrogen (Drury et al., 2010)
• Estimates the inorganic nitrogen in the soil after crop harvest (N‐balance)
SoilERI: Soil Erosion Risk Indicator (Lobb et al., 2010; Li et al., 2008)
• Determines the risk of soil erosion by water (WatERI), tillage (TillERI), and wind (WindERI)
WatERI (McConkey et al., 2010, Li et al., 2008)
• Determines soil loss accounting for rainfall erosivity, crop and tillage type, and inherent erodibilty
of soil (Revised Universal Soil Loss Equation 2 equivalent)
• Includes inherent erodibility of each soil (k) and slope steepness (s) and slope length (L) factors
van Bochove et al., in: Eiler et al., 2010.  Environmental Sustainability of Canadian Agriculture, Report #3.
National Agri‐Environmental Health Analysis 
and Reporting Program (NAHARP)
• Geospatial framework for the NAHARP indicator models is the Soil 
Landscapes of Canada (1:1 million scale)
– Model assumptions have to apply under all agricultural regions
Soil Landscapes of the Canadian Lake Erie Basin
• Data sources for NAHARP 
models interpolated to SLCs
• Provides geospatially referenced 
data that follows landforms and 
ecological land classification
• Rural crop area illustrated
Our approach
• Source: nutrient balance =     
• Transport Pathway: conduit by which nutrients/sediment are transported 
from the field [to surface or groundwater]; depends on nutrient form, soil 
type, and landscape features
http://peakwater.org/2012/04/protecting-water-at-the-source/
nutrient input (fertilizer, manure addition)
−  nutrient removal (removal with crop harvest)     
nutrient balance  (nutrients remaining that year)
Risk = Source x Transport Pathway
K. Reid/
X
Risk
of Loss
= Source X
Dominant 
Transport Pathway
=
Source
X
Transport Pathway
NAHARP 
Model Surrogate
NAHARP Model Component
PP = Soil P X
Water erosion
towards  surface water
=
Cumulative P* 
(kg P/ha) IROWC‐P
X
Inherent erodibility of soil 
(k*L*S) WatERI
DRP = Soil P X
Runoff 
towards surface water
=
Cumulative P* 
( kg P/ha) IROWC‐P
X
Surface runoff (R, mm)§
IROWC‐P VSMB
Soil = Soil X
Water erosion 
towards surface water
=
k (erodibility of soil)
WatERI
X
L*S (length, slope of landscape)
WatERI
NO3
‐ = Soil N X
Leaching 
through soil
=
Average§ N‐balance 
(kg N/ha) RSN
X
Deep drainage (D, mm)§
IROWC‐P  VSMB
Soil = Soil  X
Water erosion 
towards surface water
= Average§ WatERI (t soil/ha/year)
Our approach
• Risk determined for each SLC in the watershed
* Because P is conserved from year to year a cumulative P parameter for 2006 was developed by linear interpolation of the P‐
balance values of each of the six Census years (1981‐2006)
§ Average value of each of the six Census year data (1981‐2006)
Source: Phosphorus Balance 1981
• Nutrient balance =
• A positive P balance means there is more P  
available to be applied in the area than crops  
are removing
nutrient input (fertilizer, manure addition)
−  nutrient removal (removal with crop harvest)     
nutrient balance  (nutrients remaining that year)
Source: Phosphorus Balance 2006
• A large portion of the basin had a negative P 
balance
• A negative P balance means there is not 
enough P available to be applied in the area to 
replace what crops are removing
Source: Phosphorus Balance Trend
Source: E. Van Bochove, K. Reid, AAFC
• P‐balance (kg P/ha/year) from each Census year 
data was used to calculate a linear trend over a
25‐year period (1981‐2006)
• Significantly declining P‐balance trends in some 
SLCs in the basin
• No increasing trends in P‐balance in any SLCs
Source: Cumulative Phosphorus
• The capacity of P to bind to soil means there is potential for 
it to accumulate  over time with successive positive P‐
balances
• Cumulative P (kg P/ha) calculated for each SLC via linear 
interpolation from P‐balance data from 1981 to 2006
• SLCs with higher cumulative P generally have more livestock
• Significant portion of the basin has a negative P 
accumulation
Transport Pathway for PP: Erosion
Source: S. Li, AAFC
• Potential for soil erosion represented by 
inherent characteristics of soil erodibility (k) 
and slope length and steepness (LS) factors 
from mid‐slope soils in a given SLC
• Represents the “inherent” relative risk of soil 
erosion among the SLCs in the basin; does not 
take into consideration crop type and tillage 
practices
Relative Risk: Phosphorus (PP)
• Relative risk of loss of particulate 
phosphorus among SLCs in basin
• Equal weighting of source (cumulative P) 
and transport pathway (k x LS) 
• Risk of loss from agricultural landscape
Transport Pathway for DRP: Water Runoff
• Average runoff (mm water/year) for each SLC in 
the basin for six Census years (1981‐2006)
• Runoff estimate incorporates soil characteristics, 
as well as precipitation and crop 
evapotranspiration
• Runoff is excess water that can travel via surface 
or tile drain pathways
• More runoff in areas dominated by till plains 
Source: E. Van Bochove,  AAFC
Relative Risk: Phosphorus (DRP)
• Relative risk of loss of dissolved 
reactive phosphorus among SLCs in 
basin
• Equal weighting of source (cumulative 
P) and transport pathway (runoff)
Challenge with Current Indicators
• NAHARP models provide aggregate values for 
all agricultural production in an SLC
– Provide relative idea of where practice change 
could likely make improvements for a particular 
issue
– Who and how much change they can make is 
missing from current NAHARP models
Production System Component
• Recognition that practice change occurs within a 
production system
• Conducted a pilot project in 2013‐14 with Census 
of Agriculture 2011 micro‐data
• Apply production system typology rules to “label” 
each farm as a type of production system
• Ended up with a hierarchy that facilitates “rolling 
up” of output data if there is suppression
Production Systems Pilot Typology
• Consolidated Census Subdivisions (CCS) for Lake Erie
Livestock
(7,849)
Poultry (716)
Layer poultry (111)
Meat poultry (556)
Mixed Poultry (49)
Dairy (1,486)
Beef  (2,456)
Hog (700)
Sheep/Goat (372)
Mixed/Other Livestock (2,119)
Crop 
(11,846)
Specialty
(1,102)
1) Sod (27) 2) Mushroom (20) 3) Ginseng (159) 4) Tobacco (126) 
5) Nursery  (239)   6) Greenhouse flowers  (202) 
7) Greenhouse  vegetables  (223)   8) Mixed Specialty (106)
Fruit
(252)
1) Grape (42)  2) Tender fruit (22)  
3) Berries  (42)  4) Apples and Pears  (61)   5) Mixed Fruit (85)
Other Cropland
(9,786)
Potatoes (73)
Fresh field vegetables (263)
Mixed vegetables with field crops (704)
Forage Based System (837)
Corn‐soybean dominant (2,559)
Soybean – W Wheat dominant (1,593)
Corn‐ soybean‐ W Wheat dominant (1,624)
Field crops of regional interest (832)
1) Dry Beans (201) 2) Sugar Beets (33)
3) Canola (51)  4) Spring grain (547)
Mixed/other cropping systems (1,301)
1) With AU (277)
2) Without AU (1,024)
Other Farm (706)
Number of Census Farms by Production System  Lake Erie Basin = 19,695
For Discussion Only – Do not Distribute
Livestock
(7,849)
Poultry (716)
Layer poultry (111)
Meat poultry (556)
Mixed Poultry (49)
Dairy (1,486)
Beef  (2,456)
Hog (700)
Sheep/Goat (372)
Mixed/Other Livestock (2,119)
Crop 
(11,846)
Specialty
(1,102)
1) Sod (27) 2) Mushroom (20) 3) Ginseng (159) 4) Tobacco (126) 
5) Nursery  (239)   6) Greenhouse flowers  (202) 
7) Greenhouse  vegetables  (223)   8) Mixed Specialty (106)
Fruit
(252)
1) Grape (42)  2) Tender fruit (22)  
3) Berries  (42)  4) Apples and Pears  (61)   5) Mixed Fruit (85)
Field Crops
(9,786)
Potatoes (73)
Fresh field vegetables (263)
Mixed vegetables with field crops (704)
Forage Based System (837)
Corn‐soybean dominant (2,559)
Soybean – W Wheat dominant (1,593)
Corn‐ soybean‐ W Wheat dominant (1,624)
Field crops of regional interest (832)
1) Dry Beans (201) 2) Sugar Beets (33)
3) Canola (51)  4) Spring grain (547)
Mixed/other cropping systems (1,301)
1) With AU (277)
2) Without AU (1,024)
Other Farm (706)
Number of Census Farms by Production System  Lake Erie Basin = 19,695
Livestock
(7,849)
Poultry (716)
Layer poultry (111)
Meat poultry (556)
Mixed Poultry (49)
Dairy (1,486)
Beef  (2,456)
Hog (700)
Sheep/Goat (372)
Mixed/Other Livestock (2,119)
Crop 
(11,846)
Specialty
(1,102)
1) Sod (27) 2) Mushroom (20) 3) Ginseng (159) 4) Tobacco (126) 
5) Nursery  (239)   6) Greenhouse flowers  (202) 
7) Greenhouse  vegetables  (223)   8) Mixed Specialty (106)
Fruit
(252)
1) Grape (42)  2) Tender fruit (22)  
3) Berries  (42)  4) Apples and Pears  (61)   5) Mixed Fruit (85)
Field Crops
(9,786)
Potatoes (73)
Fresh field vegetables (263)
Mixed vegetables with field crops (704)
Forage Based System (837)
Corn‐soybean dominant (2,559)
Soybean – W Wheat dominant (1,593)
Corn‐ soybean‐ W Wheat dominant (1,624)
Field crops of regional interest (832)
1) Dry Beans (201) 2) Sugar Beets (33)
3) Canola (51)  4) Spring grain (547)
Mixed/other cropping systems (1,301)
1) With AU (277)
2) Without AU (1,024)
Other Farm (706)
Number of Census Farms by Production System  Lake Erie Basin = 19,695
Livestock
(7,849)
Poultry (716) 51%
Layer poultry (111)
Meat poultry (556)
Mixed Poultry (49)
Dairy (1,486)
Beef  (2,456)
Hog (700)  62%
Sheep/Goat (372)
Mixed/Other Livestock (2,119)
Crop 
(11,846)
Specialty
(1,102)
1) Sod (27) 2) Mushroom (20) 3) Ginseng (159) 4) Tobacco (126) 
5) Nursery  (239)   6) Greenhouse flowers  (202) 
7) Greenhouse  vegetables (223) 63% 8) Mixed Specialty (106)
Fruit
(252)
1) Grape (42)  2) Tender fruit (22)  
3) Berries  (42)  4) Apples and Pears  (61)   5) Mixed Fruit (85)
Field Crops
(9,786)
Potatoes (73) 53%
Fresh field vegetables (263)
Mixed vegetables with field crops (704) 54%
Forage Based System (837)
Corn‐soybean dominant (2,559) 63%
Soybean – W Wheat dominant (1,593) 74%
Corn‐ soybean‐ W Wheat dominant (1,624) 
69%
Field crops of regional interest (832)
1) Dry Beans (201) 2) Sugar Beets (33) 72%
3) Canola (51)  4) Spring grain (547)
Mixed/other cropping systems (1,301)
1) With AU (277)
2) Without AU (1,024)
Other Farm (706)
Number of Census Farms by Production System  Lake Erie Basin = 19,695 38%
% of provincial farms in basin
Production System Approach
• Use production system characteristics to calculate 
system level nutrient balances, soil cover, and 
erosion risks
• Look at vulnerability of soil landscapes where 
systems are located to determine relative risk of 
issues within and among production systems
• Complemented by Horticulture Environmental 
Vulnerability project (Donna Speranzini) 
Summary
• AAFC agri‐environmental indicators and their components can 
be utilized to illustrate relative risk of nutrient and soil loss 
among geospatially explicit landscapes within the Lake Erie 
basin
• Identifying and characterizing production systems using 
census of agriculture data will aid in determining inputs for 
similar models at a production system scale
• These are just two lines of evidence to help determine the 
capacity for nutrient and soil management improvements 
among production systems in the Lake Erie basin
Acknowledgements:
• Agriculture and Agri‐Food Canada (AAFC): Keith Reid, Sheng Li, Ted 
Huffman, Bahram Daneshfar, Ruibo Han and Jean Gordon
• Statistics Canada: Alessandro Alasia, Anne Munro 
Citations:
Eilers, W., R. MacKay, L. Graham and A. Lefebvre (eds). 2010. Environmental Sustainability of Canadian Agriculture: Agri‐Environmental 
Indicator Report Series — Report #3. Agriculture and Agri‐Food Canada, Ottawa, Ontario.
• Drury, C.F., J. Yang, R. De Jong, T. Huffman, X. Yang, K. Reid and C.A. Campbell.  2010.  Residual Soil Nitrogen. Pages 74 – 80 in Eilers, W., R. 
MacKay, L. Graham and A. Lefebvre (eds). 2010.
• Lobb, D.A., S. Li and B.G. McConkey.  2010.  Soil Erosion Risk (integration the risks of wind, water and tillage erosion). Pages 46 – 53 in 
Eilers, W., R. MacKay, L. Graham and A. Lefebvre (eds). 2010.
• McConkey, S. Li, M.W. Black and D.A. Lobb.  2010.  Water Erosion Risk Indicator. Page 48 in Eilers, W., R. MacKay, L. Graham and A. 
Lefebvre (eds). 2010.
• van Bochove, E., G. Thériault, J.‐T. Denault, F. Dechmi, A.N Rousseau and S.E. Allaire.  2010. Risk of Water Contamination by Phosphorus.  
Pages 87 – 93 in Eilers, W., R. MacKay, L. Graham and A. Lefebvre (eds). 2010.
Li., S., B.G. McConkey, M.W. Black and D.A. Lobb.  2008.  Water Erosion Risk Indicator (WatERI) Methodology in Soil erosion risk indicators, 
Technical Supplement.  Ottawa, ON, Canada:Agriculture and Agri‐Food Canada
van Bochove, E. and  J.‐T. Denault (editors).  2009.  Indicator of Risk of Water Contamination by Phosphorus (IROWC‐P).  A Handbook for 
presenting the IROWC‐P Algorithms.  Research Branch.  Agriculture and Agri‐Food Canada.  Quebec.  Contribution No. AAFC/AAC, 94 pp.  

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