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FARM SURVEY RESULTS
Ben Belton (Michigan State University) & Hazrat Ali (Bangladesh Agricultural University)
Photo: MM Haque
The Harnessing Machine Learning Project Outreach Workshop with Development Partners
August 4, 2022
MIXTURE OF AQUATIC SYSTEMS
39%
29%
23%
9%
N = 721
Only fish Fish, shrimp & prawn Fish & prawn Fish & shrimp
Distribution of farms in sample by aquatic foods produced
RANGE OF YIELDS, FISH DOMINANT (90%)
4765
2715
3284
1947 2212
0
1000
2000
3000
4000
5000
6000
All Only fish Fish & prawn Fish & shrimp Fish, shrimp &
prawn
Yield
(kg/ha)
Carp Tilapia Other fish
Prawn Shrimp
Average yields, by farm type and species group
VERY HIGH DIVERSITY OF AQUATIC FOODS
PRODUCED PER FARM (MEDIAN 9)
0
5
10
15
20
25
0 5 10 15 20
%
of
farms
harvesting
Number of species harvested
Only fish Fish & prawn Fish & shrimp Fish, shrimp & prawn
Number of species harvested, by type of farm
PRODUCTION HIGHLY COMMERCIAL BUT ALSO
MEETS SUBSISTENCE NEEDS
0
10
20
30
40
50
60
70
80
90
100
All Only
fish
Fish &
prawn
Fish &
shrimp
Fish,
shrimp
& prawn
%
of
HH...
Selling Consuming Gifting
71 71
55 54
91 92
24 24
39 37
8 7
5 5 6 9
Total Carp Tilapia Other
fish
Prawn Shrimp
%
of
product…
Sold Consumed Gifted
% farms selling, consuming, gifting,
by type of farm
% of crop sold, consumed, gifted,
by species group
HIGH LEVEL & DIVERSITY OF INTEGRATION WITH
CROP FARMING
Distribution of farms by aquatic foods produced and type of crop integration
26
4 7
19
2
5 1
4
10
4
2
2
10
5
0%
10%
20%
30%
40%
Only fish Fish and prawn Fish and shrimp Fish, prawn,
shrimp
%
of
farms
Non-integrated Integrated rice
Integrated fruit and veg Integrated rice, fruit, and veg
MIX OF CROPS FOR SALE AND CONSUMPTION
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
0
2,000
4,000
6,000
8,000
10,000
12,000 Non-Integrated
Rice
FV
Rice
and
FV
Non-Integrated
Rice
FV
Rice
and
FV
Non-Integrated
Non-integrated
Rice
Rice
and
FV
All farms Fish Fish/prawn Fish/shrimpFish/prawn/shrimp
%
sold
Production
(Kg/ha)
Total kg fish per Ha Total kg fruit and veg per Ha Total kg rice per Ha
Share (%) kg fish sold Share (%) kg fruit and veg sold Share (%) kg rice sold
VARIABLE MICRO-NUTRIENT YIELDS ACROSS
SYSTEMS
0
5
10
15
20
25
30
35 Non-Integrated
Rice
FV
Rice
and
FV
Non-Integrated
Rice
FV
Rice
and
FV
Non-Integrated
Non-integrated
Rice
Rice
and
FV
All farms Fish Fish/prawn Fish/shrimp
Fish/prawn/shrimp
Calcium
AEs/ha
Annual AE consumed Annual AE sold
Calcium production/ha, expressed as # adults able to meet annual requirements
INTENSIFICATION, MULTIPLE FEEDS, WIDESPREAD USE
OF PELLETS, ESP. FLOATING
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
Only fish Fish &
prawn
Fish &
shrimp
Fish,
shrimp &
prawn
Feed
use
(t/ha)
Floating pellet Broken rice
Sinking pellet Wheat bran
Rice bran Mustard oilcake
91
62 59
33
3.9 5
% farms using pelleted & non-pelleted
feeds
Feed use (t/ha) by feed & farm type
(unconditional average)
DISEASE DISPROPORTIONATELY IMPACTS SHRIMP
0
10
20
30
40
All Only fish Fish & prawn Fish & shrimp Fish, shrimp &
prawn
%
of
farms
affected
White spot disease EUS
Broken antenna Argulosis
Greenish scum Red spot
Soft shell Others
% farms experiencing diseases in last cycle, by type of farm
DISEASE DISPROPORTIONATELY IMPACTS SHRIMP
50
29
19 17 15 14 14 13 12 12 11
5
Mortality
(%)
Mean mortality rate from diseases in last cycle, by type of farm
LIMITED USE OF BEST PRACTICES TO IMPROVE
SURVIVAL DESPITE DISEASE
• Only 14% of prawn/shrimp farms nurse PLs
before stocking
• 16% of farms stock PCR tested PL. Among farms
stocking, only 55% of PL are PCR tested
• Most farms say don’t know about PRC tested PL,
not available, or too expensive (around 1/3 each)
• <2% farms stock PL originating from SPF brood
BIG DROP IN PRODUCTION DUE TO COVID-19;
FISH FARMS LESS IMPACTED
1,384
965
-
200
400
600
800
1,000
1,200
1,400
1,600
2019 2020
Quantity
sold
per
farm
(kg)
(-30%)
Average production per farm (kg) in
2019 and 2020
68
54
76 77
86
All Only
fish
Fish &
prawn
Fish &
shrimp
Fish,
shrimp
&
prawn
%
of
farms
impacted
% Farms impacted by COVID during
current cycle (2020)
HIGH EXPOSURE TO EXTREME WEATHER:
MAINLY FLOODING
0
5
10
15
20
25
30
35
40
45
%
of
farms
experiencing
% farms experiencing negative
impacts of extreme weather in past
10 years
62
52
68
62
70
2 0 3 0 2
15 13
26
3
13
20
13
18
30 29
All Only Fish Fish and
Prawn
Fish and
Shrimp
Fish,
Shrimp,
and Prawn
Flooding Drought Intense rainfall Others
% farms experiencing extreme weather in
past 10 years, by type of event
WIDESPREAD & SEVERE IMPACTS OF FLOODING
36
97
-44
-60
-40
-20
0
20
40
60
80
100
Ponds & ghers flooded
in past 12 months (%)
Flooded plots with
lower than usual yield
(%)
Change in yield
compared to
expectation (%)
% farms experiencing flooding & lower yields in last cycle, and estimated size of loss
CONCLUSIONS
• Production systems highly diverse – reflects variance environmental
conditions, disease, market orientation & opportunities
• Further analysis can reveal most nutrition sensitive elements for replication
• Disease mainly impacts shrimp, fish & prawn more resilient – limited
adoption of measures to improve survival
• Disease contributes to ongoing shift from shrimp to prawn & from
crustaceans to fish. Fish is major crop; intensification with floating feeds
• Shrimp /prawn producers more negatively impacted by COVID-19 than fish
producers
• High incidence of exposure to extreme weather, esp. flooding. Flood events
= 16% loss of total crop yield.
• But systems profitable & resilient despite challenges, in part due to
diversity and adaptability, generating cash + subsistence food
www.feedthefuture.gov

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FIL Outreach workshop presentation 4.FIL Farm survey results

  • 1. Photo Credit Goes Here FARM SURVEY RESULTS Ben Belton (Michigan State University) & Hazrat Ali (Bangladesh Agricultural University) Photo: MM Haque The Harnessing Machine Learning Project Outreach Workshop with Development Partners August 4, 2022
  • 2. MIXTURE OF AQUATIC SYSTEMS 39% 29% 23% 9% N = 721 Only fish Fish, shrimp & prawn Fish & prawn Fish & shrimp Distribution of farms in sample by aquatic foods produced
  • 3. RANGE OF YIELDS, FISH DOMINANT (90%) 4765 2715 3284 1947 2212 0 1000 2000 3000 4000 5000 6000 All Only fish Fish & prawn Fish & shrimp Fish, shrimp & prawn Yield (kg/ha) Carp Tilapia Other fish Prawn Shrimp Average yields, by farm type and species group
  • 4. VERY HIGH DIVERSITY OF AQUATIC FOODS PRODUCED PER FARM (MEDIAN 9) 0 5 10 15 20 25 0 5 10 15 20 % of farms harvesting Number of species harvested Only fish Fish & prawn Fish & shrimp Fish, shrimp & prawn Number of species harvested, by type of farm
  • 5. PRODUCTION HIGHLY COMMERCIAL BUT ALSO MEETS SUBSISTENCE NEEDS 0 10 20 30 40 50 60 70 80 90 100 All Only fish Fish & prawn Fish & shrimp Fish, shrimp & prawn % of HH... Selling Consuming Gifting 71 71 55 54 91 92 24 24 39 37 8 7 5 5 6 9 Total Carp Tilapia Other fish Prawn Shrimp % of product… Sold Consumed Gifted % farms selling, consuming, gifting, by type of farm % of crop sold, consumed, gifted, by species group
  • 6. HIGH LEVEL & DIVERSITY OF INTEGRATION WITH CROP FARMING Distribution of farms by aquatic foods produced and type of crop integration 26 4 7 19 2 5 1 4 10 4 2 2 10 5 0% 10% 20% 30% 40% Only fish Fish and prawn Fish and shrimp Fish, prawn, shrimp % of farms Non-integrated Integrated rice Integrated fruit and veg Integrated rice, fruit, and veg
  • 7. MIX OF CROPS FOR SALE AND CONSUMPTION 0% 10% 20% 30% 40% 50% 60% 70% 80% 90% 0 2,000 4,000 6,000 8,000 10,000 12,000 Non-Integrated Rice FV Rice and FV Non-Integrated Rice FV Rice and FV Non-Integrated Non-integrated Rice Rice and FV All farms Fish Fish/prawn Fish/shrimpFish/prawn/shrimp % sold Production (Kg/ha) Total kg fish per Ha Total kg fruit and veg per Ha Total kg rice per Ha Share (%) kg fish sold Share (%) kg fruit and veg sold Share (%) kg rice sold
  • 8. VARIABLE MICRO-NUTRIENT YIELDS ACROSS SYSTEMS 0 5 10 15 20 25 30 35 Non-Integrated Rice FV Rice and FV Non-Integrated Rice FV Rice and FV Non-Integrated Non-integrated Rice Rice and FV All farms Fish Fish/prawn Fish/shrimp Fish/prawn/shrimp Calcium AEs/ha Annual AE consumed Annual AE sold Calcium production/ha, expressed as # adults able to meet annual requirements
  • 9. INTENSIFICATION, MULTIPLE FEEDS, WIDESPREAD USE OF PELLETS, ESP. FLOATING 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 Only fish Fish & prawn Fish & shrimp Fish, shrimp & prawn Feed use (t/ha) Floating pellet Broken rice Sinking pellet Wheat bran Rice bran Mustard oilcake 91 62 59 33 3.9 5 % farms using pelleted & non-pelleted feeds Feed use (t/ha) by feed & farm type (unconditional average)
  • 10. DISEASE DISPROPORTIONATELY IMPACTS SHRIMP 0 10 20 30 40 All Only fish Fish & prawn Fish & shrimp Fish, shrimp & prawn % of farms affected White spot disease EUS Broken antenna Argulosis Greenish scum Red spot Soft shell Others % farms experiencing diseases in last cycle, by type of farm
  • 11. DISEASE DISPROPORTIONATELY IMPACTS SHRIMP 50 29 19 17 15 14 14 13 12 12 11 5 Mortality (%) Mean mortality rate from diseases in last cycle, by type of farm
  • 12. LIMITED USE OF BEST PRACTICES TO IMPROVE SURVIVAL DESPITE DISEASE • Only 14% of prawn/shrimp farms nurse PLs before stocking • 16% of farms stock PCR tested PL. Among farms stocking, only 55% of PL are PCR tested • Most farms say don’t know about PRC tested PL, not available, or too expensive (around 1/3 each) • <2% farms stock PL originating from SPF brood
  • 13. BIG DROP IN PRODUCTION DUE TO COVID-19; FISH FARMS LESS IMPACTED 1,384 965 - 200 400 600 800 1,000 1,200 1,400 1,600 2019 2020 Quantity sold per farm (kg) (-30%) Average production per farm (kg) in 2019 and 2020 68 54 76 77 86 All Only fish Fish & prawn Fish & shrimp Fish, shrimp & prawn % of farms impacted % Farms impacted by COVID during current cycle (2020)
  • 14. HIGH EXPOSURE TO EXTREME WEATHER: MAINLY FLOODING 0 5 10 15 20 25 30 35 40 45 % of farms experiencing % farms experiencing negative impacts of extreme weather in past 10 years 62 52 68 62 70 2 0 3 0 2 15 13 26 3 13 20 13 18 30 29 All Only Fish Fish and Prawn Fish and Shrimp Fish, Shrimp, and Prawn Flooding Drought Intense rainfall Others % farms experiencing extreme weather in past 10 years, by type of event
  • 15. WIDESPREAD & SEVERE IMPACTS OF FLOODING 36 97 -44 -60 -40 -20 0 20 40 60 80 100 Ponds & ghers flooded in past 12 months (%) Flooded plots with lower than usual yield (%) Change in yield compared to expectation (%) % farms experiencing flooding & lower yields in last cycle, and estimated size of loss
  • 16. CONCLUSIONS • Production systems highly diverse – reflects variance environmental conditions, disease, market orientation & opportunities • Further analysis can reveal most nutrition sensitive elements for replication • Disease mainly impacts shrimp, fish & prawn more resilient – limited adoption of measures to improve survival • Disease contributes to ongoing shift from shrimp to prawn & from crustaceans to fish. Fish is major crop; intensification with floating feeds • Shrimp /prawn producers more negatively impacted by COVID-19 than fish producers • High incidence of exposure to extreme weather, esp. flooding. Flood events = 16% loss of total crop yield. • But systems profitable & resilient despite challenges, in part due to diversity and adaptability, generating cash + subsistence food