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D. Osmond (NC), C. Bolster (KY), M. Cabrera (GA), S. Feagley (TX), 
A. Forsberg (GA), C. Mitchell (AL), A. Mittelstet (NE), 
R. Mylavarapu (FL), L. Oldham (MS), D. Radcliffe(GA), 
J. Ramirez‐Avila (MS), A. Sharpley (AR), D. Storm (OK), 
F. Walker (TN), and H. Zhang (OK) 
Annual Soil & Water Conservation Society Meeting
Louisville, KY
July 24‐27, 2016
1. Southern – AL, AR, FL, 
GA, LA, KY, MS, NC, OK, 
SC, TN, & TX
2. Chesapeake Bay – DE, 
NY, PA,VA, & WV
3. Heartland – IA, KS, MO, 
& NE
4. National synthesis 
project
Refine and Regionalize Southern 
Phosphorous Assessment Tools Based on 
Validation and State Priorities
TX
OK
FL
AL GA
AR
LA
NC
MS
TN
KY
SC
²0 250 500125 Miles
Albers Equal-Area Conic
Southern States and 
Types of Phosphorus Indices
A
C
C
C
Q
M
A
M
M
M
M
M
Comparing Ratings of the Southern P 
Indices: Prior Work
Southern Phosphorus Indices CIG: 
Objectives
1. Determine pre‐existing watershed or plot‐scale (11) sites where 
accuracy of P Indices to estimate site P loss potential can be 
evaluated.
2. Compare fate and transport models against water quality data 
from benchmark sites.
3. Compare predictions of P‐Indices to water quality data from 
benchmark sites. 
4. Compare predictions of P Indices against fate and transport water 
quality models (APEX, TBET, APLE) for calibrated and uncalibrated 
models. 
5. Refine P Indices to ensure better consistency in ratings across 
state boundaries and within physiographic provinces.
Locations of Benchmark Data Sets for 
Southern P‐Index Analysis
Southern Field Site Information
State # Plots Date range Site‐years Crop STP range (ppm)
1 2 3 4
AR 7 2009 – 2011 21 Pasture 81 ‐ 183 Captina (C)
GA 6 1995 – 1998 24 Pasture 14 ‐ 142 Cecil (B) Altavista (C) Sedgefield (C) Helena (C)
NC 5 2011‐2013 15
Corn with wheat 
cover
44‐121 Delanco (C)
MS 2 1996‐1999 8
Cotton or soybens 
with wheat cover
37‐79 Dubbs (B) Tensas (D) Alligator (D) Dundee (C)
OK 1 1972‐1976 4 Cotton 20 McLain (C) Reinach (C)
OK 1 2006‐2007 1.17 Pasture 50 Clarksville (B)
OK 1 1977‐1992 16 Native grass 15 Bethany (C)
OK 1 1980‐1985 6 Wheat 35 Norge (B)
TX 1 1998‐2001 4 Hay 435 Duffau (B)
TX 1 2005‐2008 4 Sorghum/Oats 34 Topsey (C) Brackett (C) Krum (D)
TX 1 2005‐2008 4 Native grass 10 Nuff (C)
TX 1 2001‐2008 7
Corn with wheat 
cover
51 Houston Black (D)
Soil Series (hydro group)
Benchmark Water Quality TP Losses vs Model 
(APEX, APLE, and TBET) Predictions: Arkansas
Benchmark 
Field Sites
TP DP
DP/
TP Ratio
APEX 
TP
APEX 
DP
APLE 
TP
APLE 
DP
TBET 
TP
TBET 
DP
NRCS†
P Index 
Ratingkg ha‐1 yr‐1 % kg ha‐1 yr‐1
AR (Sharpley 2016)
Check 0.10 0.07 0.70 1.15 0.93 0.63 0.49 0.58 0.42 Low
Broadlitter 0.71 0.60 0.85 0.39 0.33 2.90 2.51 1.26 0.42 Low
Injectlitter 0.84 0.76 0.90 0.52 0.49 1.40 0.84 1.67 0.51 Low
Injectlitterx2 0.87 0.79 0.91 0.94 0.91 1.37 1.04 0.99 0.45 Low
RotGraz+litter 2.12 1.72 0.81 0.69 0.63 4.71 4.56 1.44 1.24 Low
ConGraz+litter 1.52 1.41 0.93 0.42 0.39 5.61 5.43 2.70 2.39 Low
Hay+litter 1.50 1.29 0.86 0.07 0.01 5.46 4.74 2.39 0.96 Low
† NRCS ranking equivalencies Low (< 2.2 kg ha‐1), Moderate (2.2 to 5.5 kg ha‐1), and High (> 5.5 kg ha‐1). 
• Pasture with different litter management 
• Mehlich 3 soil test P, High to Very High
• Phosphorus applications, 0‐80 kg ha‐1 yr‐1
.
Benchmark Water Quality TP Losses vs Model 
(APEX, APLE, and TBET) Predictions: Georgia
† NRCS ranking equivalencies Low (< 2.2 kg ha‐1), Moderate (2.2 to 5.5 kg ha‐1), and High (> 5.5 kg ha‐1). 
Benchmark 
Field Sites TP DP
DP/
TP Ratio
APEX 
TP
APEX 
DP
APLE 
TP
APLE 
DP
TBET 
TP
TBET 
DP
NRCS†
P Index 
Ratingkg ha‐1 yr‐1 % kg ha‐1 yr‐1
GA (Pierson et al., 2001)
Field 2,1 5.77 4.09 0.71 0.28 0.20 9.39 9.32 6.78 6.41 High
Field 2,2 5.05 3.20 0.58 0.36 0.32 13.13 13.02 5.38 5.02 Mod
Field 4,1 9.32 7.20 0.77 0.87 0.32 4.51 4.49 4.14 3.92 High
Field 4,2 13.68 11.69 0.86 0.33 0.27 13.65 16.82 8.90 5.88 High
Field 6,1 10.83 7.53 0.70 0.77 0.55 9.98 9.93 8.60 8.11 High
Field 6,2 19.77 13.40 0.68 0.51 0.50 17.13 13.73 8.85 5.97 High
• Pasture with different rates of litter management
• Mehlich 3 soil test P, Low to Very High
• Phosphorus applications, 215‐237 kg ha‐1 yr‐1
Benchmark Water Quality TP Losses vs Model 
(APEX, APLE, and TBET) Predictions: NC
† NRCS ranking equivalencies Low (< 2.2 kg ha‐1), Moderate (2.2 to 5.5 kg ha‐1), and High (> 5.5 kg ha‐1). 
• Cropland: Conventional tillage vs no‐till and conventional vs organic management
• Mehlich 3 soil test P Medium to Very High
• Phosphorus applications on conventional management, 0 kg ha‐1 yr‐1
• Phosphorus applications on organic management, 62‐114 kg ha‐1 yr‐1
Benchmark 
Field Sites TP DP
DP/
TP Ratio
APEX 
TP
APEX 
DP
APLE 
TP
APLE 
DP
TBET 
TP
TBET 
DP
NRCS†
P Index 
Ratingkg ha‐1 yr‐1
% kg ha‐1 yr‐1
NC (Edgell et al., 2015)
CT,C 2011 7.88 0.18 0.02 0.84 0.33 2.9 0.30 5.3 0.10 High
CT,C 2012 1.62 0.07 0.04 0.84 0.33 4.0 0.26 10.3 0.15 Low
NT,C 2011 0.69 0.15 0.22 0.09 0.03 4.0 0.58 5.8 0.17 Low
NT,C 2012 0.27 0.06 0.22 0.09 0.03 5.5 0.35 9.8 0.16 Low
CT,O 2011 3.08 0.63 0.20 0.23 0.06 11.9 6.29 9.2 0.26 Mod
CT,O 2012 1.79 0.26 0.15 0.23 0.06 10.1 2.66 15.6 0.23 Low
NT,O 2011 1.05 0.30 0.29 0.05 0.01 9.4 5.57 9.3 0.76 Low
NT,O 2012 0.47 0.14 0.30 0.05 0.01 7.8 2.07 11.7 0.28 Low
Arkansas Benchmark Data:
Southern State P‐Index Ratings
AR Field 
Sites
NRCS
† AL AR FL GA KY LA MS NC OK SC TN TX
Southern State P Index Ratings Using Measured Sediment for Erosion Losses
Check Low Low Low Low Low Low Low Low Low High Low Low Low
Broadlitter Low High Mod Mod Low Low Low Mod Low High Low Low Mod
Injectlitter Low High Low Mod Low Low Low Mod Low High Low Low Mod
Injectlitter
x2 Low High Mod Mod Low Low Low Mod Low Severe Mod Low Mod
RotGraz+
litter Low High Mod Mod Low Low Low Mod Low High Mod Low Mod
ContGraz+
litter Low High Mod Mod High Mod Low Mod Low Severe Mod Low Mod
Hay+litter Low High Mod Mod Low Low Low Mod Low High Mod Low Mod
† NRCS ranking equivalencies Low (< 2.2 kg ha‐1), Moderate (2.2 to 5.5 kg ha‐1), and High (> 5.5 kg ha‐1). 
Georgia Benchmark Data:
Southern State P‐Index Ratings
† NRCS ranking equivalencies Low (< 2.2 kg ha‐1), Moderate (2.2 to 5.5 kg ha‐1), and High (> 5.5 kg ha‐1).
‡Oklahoma P Index would not allow this much P 
GA Field 
Sites
NRCS
† AL AR FL GA KY LA MS NC OK SC TN TX
Southern State P Index Ratings Using Measured Sediment for Erosion Losses
Field 2,1 High
Ex. 
High Low
V. 
High
V. 
High Low Mod High High NA‡
V. 
High Mod High
Field 2,2 Mod
Ex. 
High Low
V. 
High
V. 
High Low Mod High Mod NA
V. 
High Mod High
Field 4,1 High
Ex. 
High Low High
V. 
High Low Mod High Low NA
V. 
High Mod Mod
Field 4,2 High
Ex. 
High Low
V. 
High
V. 
High Low High High Mod NA
V. 
High High High
Field 6,1 High
Ex. 
High Low Mod
V. 
High Mod Mod High Mod NA
V. 
High Mod High
Field 6,2 High
Ex. 
High Low Mod
V. 
High Mod High High High NA
V. 
High High High
North Carolina Benchmark Data:
Southern State P‐Index Ratings
† NRCS ranking equivalencies Low (< 2.2 kg ha‐1), Moderate (2.2 to 5.5 kg ha‐1), and High (> 5.5 kg ha‐1). 
NC Field 
Sites
NRCS
† AL AR FL GA KY LA MS NC OK SC TN TX
Southern State P Index Ratings Using Measured Sediment for Erosion Losses
CT,C 2011 High Low NA Low Low Low Low Low Low Low Low Low Low
CT,C 2012 Low Low NA Low Low Low Low Low Low Mod Low Low Low
NT,C 2011 Low Low NA Low Low Low Low Low Low Mod Low Low Mod
NT,C 2012 Low Low NA Low Low Low Low Low Low Mod Low Low Mod
CT,O 2011 Mod V. High NA Mod V. High Mod Low Mod Low Mod High Mod Mod
CT,O 2012 Low V. High NA Mod High Low Low Mod Low Mod Mod Mod Mod
NT,O 2011 Low V. High NA Mod V. High Low Low High High Mod High High Mod
NT,O 2012 Low V. High NA Mod Mod Low Low Mod Mod Mod High High Mod
† NRCS ranking equivalencies Low (< 2.2 kg ha‐1), Moderate (2.2 to 5.5 kg ha‐1), and High (> 5.5 kg ha‐1). 
Southern State P‐Index Ratings: 
Translation of State Management Outcomes
NRCS P Index Rating
State N‐based (Low) P‐based (Moderate) No P (High)
State P‐Index Ratings 
AL Low Moderate, High Very High
AR Low, Moderate High Very High
FL Low Moderate High, Very High
GA Low, Moderate High Very High
KY Low Moderate High
LA Low, Moderate High Very High
MS Low, Moderate High Very High
NC Low, Moderate High Very High
OK Low, Moderate High Very High, Severe
SC Low, Moderate High Very High
TN Low Moderate, High Very High
TX† Low Moderate, High, Very High High, Very High with P 
impairment
† Rankings vary based on water quality impairment 
Southern State P‐Index Rating: 
Number and Percentage by Category
Benchmark Field 
Sites
State NRCS†
P‐Index 
Rating
Number of Southern P‐Index 
Ratings by Category
% Southern P‐Index Ratings by 
Category
Low Mod High Low Mod High
Check
AR
Low 11 1 0 92 8
Broadlitter Low 8 4 0 67 33
Injectlitter Low 8 4 0 67 33
Injectlitterx2 Low 8 3 1 67 25 8
RotGraz + litter Low 8 4 0 67 33
ContGraz + litter Low 6 5 1 42 50 8
Hay + litter Low 8 4 0 67 33
Field 2,1
GA
High 4 4 4 33 33 34
Field 2,2 Mod 5 3 4 42 25 34
Field 4,1 High 5 3 4 42 25 34
Field 4,2 High 4 4 4 33 33 34
Field 6,1 High 4 4 4 33 33 34
Field 6,2 High 2 6 4 17 50 33
CT,C 2011
NC
High 11 0 0 100 0 0
CT,C 2012 Low 11 0 0 100 0
NT,C 2011 Low 10 1 0 91 9
NT,C 2012 Low 10 1 0 91 9
CT,O 2011 Mod 5 4 2 46 36 18
CT,O 2012 Low 6 5 0 55 45
NT,O 2011 Low 4 5 2 36 46 18
NT,O 2012 Low 7 2 1 64 27 9
Percent correspondence 
with NRCS loss rating
34
61
52
48
60
64
P INDICES
TBET APLEAPEX
Added Multi Comp
Phosphorus Loss Tools
• Additive Indices: AL (39%), 
TX (28%) 
• Multiplicative Indices: AR 
(54%), FL (52%), LA (61%), 
MS (58%), SC (81%), TN 
(55%)
• Component Indices GA 
(71%), KY (61%), NC (61%)
• Qualitative Index: OK 
(39%)
• Overall Rating: 54%
Conclusion
1. “Correctness” of P Indices can change based on how ranking 
losses are established.
2. Most southern states have kept 4 loss rating categories but 
tied them to 3 management practice outcomes, which causes 
variations in rating interpretation across states and makes 
comparisons difficult.
3. Southern P Indices are just as robust as the more hard to use 
water quality models but all only predict loss correctly ~ 55%.
4. Most Southern states have little political will to implement or 
use P Indices so major changes may be unrealistic.
Thanks to our 
sponsor
69‐3A75‐12‐182
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