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Agricultural Technology Potential
and the Role of Irrigation; FTF Zone
          and Bangladesh
  Hua Xie, Andrew Bell, Elizabeth Bryan, Claudia Ringler and Yan Sun
             International Food Policy Research Institute


                             Workshop on
   The Feed the Future Zone in the South and the Rest of Bangladesh:
                A Comparison of Food Security Aspects
                           16 January 2013
                                 Dhaka
Technology Scenarios
     Workshop April/2012
1.    Identify currently used
      technologies by agro-
      ecological zone (AEZ) and by
      crop
2.    Identify the major
      constraints to productivity
      growth for key crops, by AEZ
3.    Identify promising
      productivity-enhancing
      technologies/practices, by
      AEZ and crop
4.    Identify barriers to the
      adoption of promising
      technologies
Technologies by crop
Data Analysis

• Descriptive statistics (FTF and all Bangladesh)
• Production function estimates:
  – For the nationally-representative sample & FtF zone
  – For all crops produced (VoP) and rice (kg/ha)
• Descriptive statistics
• SWAT Modeling to assess potential of identified
  technologies

                                                     4
Average rice yield by division and season
                     7,000

                     6,000
Rice yield (kg/ha)




                     5,000

                     4,000

                     3,000                                                     Boro
                     2,000                                                     Aus
                                                                               Aman
                     1,000

                        0




                                                    Source: BIHS/FTF sample.    5
HYV yields slightly higher in FTF zone and hybrid yields
            slightly higher in non-FTF areas
                     7,000
                             Average rice yield by variety (all seasons)
                     6,000

                     5,000
Rice yield (kg/ha)




                     4,000

                     3,000                                                                            National
                                                                                                      FtF
                     2,000

                     1,000

                        0
                                local               HYV                    Hybrid
                                                   Variety                                                  6
                                                                           Source: BIHS/FTF sample.
Irrigated rice yields are double rainfed yields. Basically no
            difference between FTF and non-FTF
                     5,000
                     4,500
                     4,000
                     3,500
                     3,000
Rice yield (kg/ha)




                     2,500                                             National
                     2,000                                             FtF

                     1,500
                     1,000
                      500
                        0
                                                                              7
                             rainfed   irrigated   Source: BIHS/FTF sample.
GW irrigation is associated with highest yields, canal
                               irrigation with lowest rice yields
                     6,000

                     5,000

                     4,000
Rice yield (kg/ha)




                     3,000
                                                                                                National
                     2,000                                                                      FtF


                     1,000

                        0
                               Canal              GW                Other
                                       Source of irrigation water                                     8
                                                                     Source: BIHS/FTF sample.
Irrigation is crucial—final impact depends on
         source of irrigation water and crops
• Access to GW increases VoP by ~8,000 Taka and rice yields by 229
  kg/ha, benefit higher for the lower expenditure group (BIHS-BAN)
• In the FtF zone, access to GW increases rice yields among the lower
  expenditure group by 562 kg/ha, while access to “other” irrigation
  sources (pond, lake, or river) increases rice yields among the upper
  expenditure group by 1,230 kg/ha
• Canal irrigation has a negative effect on rice yields in the national
  sample, especially among the lower expenditure group, showing it
  is less reliable than rainfed production; canal irrigation is not
  statistically significant for rice yields or value of production in the
  FTF zone
                                                                     9
Intensive cultivation of rice has larger
             payoff in the FTF zone
• FTF Zone: Value of Production maximized
  when 3 seasons of rice are cultivated [but
  aquaculture crop not accounted for!]
• National sample: VoP maximized when 1
  season of rice rotated with 2 seasons of non-
  rice crops
• In both samples, boro rice (HYV/hybrid)
  contributes most to VoP
                                                  10
Short duration varieties

• Cropping intensity-growth duration relationship
 No. of                 Growth duration (days)
 crops
 grown in a      Aus          Aman               Boro
 year
      1          160            116              121

      2          139            122              114

     >=3          99            115              104
                                                        11
Impact of Urea Use
• Each taka spent on urea increases VoP by over 2.4
  taka (national) and 2.9 taka (FTF)
• Returns to other fertilizers are less: 1.6 taka (national)
  and 1.5 taka (FTF)
• Urea shows significant returns to rice production
  (kg/ha) in the national sample for both expenditure
  groups but does not explain variance in rice
  production in the FTF zone
• Fertilizer application shows diminishing returns to
  VoP and rice yields
                                                        12
Other inputs have expected signs

• Results show positive (but diminishing) returns
  to labor across all levels of expenditures and
  crops
• Pesticides show positive but diminishing returns,
  especially among the lower expenditure group
• Expenditure on seeds and tools also increases
  VoP and rice yields in most cases
• But extension visits are insignificant for rice
  yields and VoP
                                                13
Results – top ranked technology
           improvements needed by AEZ

Agro-ecological zone        #1 Ranked Technology/practice
Modhupur Tract              Quality Seeds
Barind Tract                Drought tolerance
Beel & Haor Basin           Submergence tolerance
Floodplain                  Quality seeds
Himalayan Piedmont Plain    Cold tolerance
Northern and Eastern Hill   Water and soil conservation practices
Tidal Floodplain            Submergence tolerance
For Quality Seed/HYV only Aus and Aman improvement, as Boro is all
  HYV, including hybrid (suggested for Modhupur Tract/Floodplain)


                                             99.93%
     100%

                             79.3%
      80%

             59.4%
      60%
                                                                         HYV
                     40.6%                                               Local
      40%

                                     20.7%
      20%

                                                      0.07%
      0%
                 Aus            Aman             Boro

                                                        Source: BIHS/FTF sample.   15
Estimated area share (%) of HYV rice cultivation in
           Aus & Aman season [BIHS]
              Aus                            Aman




                                    Source: BIHS/FTF sample.   16
High Yielding Varieties (HYVs) [BIHS]
                                Aus                  Aman                     Boro

                        HYV           Local   HYV           Local        HYV/Hybrid

Yield (ton/ha)           3.0          2.0      3.2          2.2                 5.5

Under irrigation (%)    34%           11%     43%           18%              99.4%
Nitrogen fertilizer     89.7          54.3    89.9          61.7              126.9
(in element N, kg/ha)
Phosphorus fertilizer   33.4          14.1    28.0          17.6               49.9
(in P2O5 , kg/ha)
Potassium fertilizer    22.4          6.6     23.0          11.3               44.2
(in K2O , kg/ha)
Pesticides (Tk)         1,340         410     1,357         864               1,895

                                                             Source: BIHS/FTF sample. 17
Implementation of HYV technology across AUS
                and AMAN
• Extension of current HYV yields in AUS and AMAN in 30
  AEZ based on BIHS to replace currently local varieties
• National averages for AEZ without cultivation of HYV

                        All Bangladesh                Feed the Future (FTF) Zone

                          Increased      Increased                     Increased
              Area                                      Area
                         Production      Production                   production
            (×103 ha)                                 (×103 ha)
                        (×106 ton/yr)    (%)                         (×106 ton/yr)

 HYV         1,245           1.4             2.8%        272              0.4




                                                                                18
Estimated yield benefit due to drought tolerance
 trait for rainfed Aus & Aman rice (Barind Tract)

                  Aus/Aman                           Aus/Aman




                             Future climate (2050)
Current climate




                                                                19
Implementation of drought tolerance
• Assessment focuses on rainfed Aus/Aman rice
• Using SWAT, we reduce the state variable of water stress by 30%
  to represent improved drought tolerance under current and
  2050 climate (CSIRO-Mk3.0 model under A1B scenario)
• 2050 climate change does not change the west-to-east drought
  pattern; but shifts the center of the drought-prone area from
  north-west to south-west
                               All Bangladesh                 Feed the Future (FTF) Zone

                                 Increased      Increased                     In creased
                     Area                                        Area
                                Production      Production                    production
                   (×103 ha)                                   (×103 ha)
                               (×106 ton/yr)    (%)                          (×106 ton/yr)

  Drought             592            0.4            0.8%          144              0.1
  tolerance          (249*)       (0.041*)        (0.08%)        (84*)          (0.014*)
                                                                                      20
 * Without consideration of substitution of local varieties with HYV
Boro rice yield improvement due to cold
  tolerance trait (Himalayan Piedmont)




Average daily minimum        Estimated boro rice yield increase
temperature in Boro season   due to cold tolerance trait      21
Implementation of cold tolerance

• Assessment focuses on Boro rice
• Cold tolerance trait parameterized as rice yield tolerance of
  2 degrees lower base temperature
• Simulation using SWAT

                                All Bangladesh                Feed the Future (FTF) Zone

                                  Increased      Increased                    In creased
                      Area                                      Area
                                 Production      Production                   production
                    (×103 ha)                                 (×103 ha)
                                (×106 ton/yr)    (%)                         (×106 ton/yr)

 Cold tolerance       132          <0.01           <0.02%         0                0



                                                                                       22
Salt tolerance potential (Tidal Floodplain)
                      • High salinity risk area for rice production
                   Agro-ecological Zone         Affected area (103ha)
                   Ganges Tidal Floodplain                            339
                   Young Meghna Estuarine                             103
                   Floodplain
                   Chittagong Coastal Plain                           53

                      • Boro rice cultivation
                    Agro-ecological Zone             Share (%)
                    Ganges Tidal Floodplain                      0.06
                    Young Meghna Est. Floodplain                      20
                    Chittagong Coastal Plain                          26
                    National average                             23   43
Implementation of salt tolerance
• Assessment focuses on Boro rice in coastal area based on
  BARC and FAO data (soil salinity greater 3 dS/m) and IRRI
  consultation
• Salt-tolerance trait assumed to lead to expansion of Boro
  rice over those affected areas
• Calculated using BIHS data on Boro yields in salt-affected
  AEZ [yield high but cultivated area small]
                               All Bangladesh                Feed the Future (FTF) Zone

                                 Increased      Increased                    In creased
                     Area                                      Area
                                Production      Production                   production
                   (×103 ha)                                 (×103 ha)
                               (×106 ton/yr)    (%)                         (×106 ton/yr)

 Salt tolerance      495            2.6             5.2%        159              0.9
                                                                                          24
Implementation of submergence tolerance
• Historical flood duration and extent of affected area data from
  Flood Observation at University of Colorado
• Inundation duration-yield loss relationship for regular and
  submergence-tolerant rice varieties based on literature review and
  expert interview

                Flood Duration-Yield Loss Relationship
  Inundation duration
  (days)                  0-2        3-6        7-9    10-14        15-20    >20
  Regular variety (%)           10         20     40           60       70     100
  Submergence tolerance
  varieties (%)                 0          0      10           20       40         95

                                                                                    25
Aus & Aman rice yield loss reduction due to
submergence tolerance (Bill & Haor/Tidal Floodplain)

            Aus                          Aman




                                                 26
Summary on technology potential
                             All Bangladesh                Feed the Future (FTF) Zone
                                Increased     Increased                    In creased
                   Area                                        Area
                               Production     Production                   production
                 (×103 ha)                                   (×103 ha)
                              (×106 ton/yr)   (%)                         (×106 ton/yr)

HYV                1,245          1.4             2.8%         272            0.4

Drought            592             0.4            0.8%          144            0.1
tolerance         (249*)        (0.041*)        (0.08%)        (84*)        (0.014*)

Cold tolerance     132           <0.01          <0.02%          0              0

Salt tolerance     495            2.6             5.2%         159            0.9

Submergence       1,683           0.8             1.6%         72             0.07
tolerance        (1,446*)        (0.5*)          (1%*)        (50*)         (0.018*)


* Without consideration of substitution of local varieties with HYV
                                                                                    27
Policy Conclusions--Irrigation
• Irrigated varieties show double yields (in large part
  due to boro HYV/hybrid)
• GW irrigation contributes most to total production
  value and particularly important for poorer farmers
• Canal irrigation is insignificant/less reliable than
  rainfall
•  Given growing water scarcity important to focus
  on improving water conservation in irrigation,
  including enhanced GW management and better
  canal irrigation management
                                                     28
Policy Conclusions—Other inputs

• Urea fertilizer is key for rice yield and total value of
  production, but declining returns
• Across BAN, poorer farmer apply somewhat more urea
  (252 kg/ha) versus richer farmers (244 kg/ha). In the FTF
  areas, the richer apply slightly more urea (257 kg/ha)
  than poorer farmers (248 kg/ha)
• Each taka spent on urea increases VoP by over 2.4 taka
  (national) and 2.9 taka (FTF)
• Need to assess role and potential of extension
                                                       29
Policy Conclusions—Technologies

• Large potential to enhance agricultural production in
  Bangladesh and in FTF zone through technological
  advancements
• Each technology has its own geographic suitability
  domain. Investment should target these suitability
  domains
• For the FTF zone, largest potential for rice production
  improvement through salt tolerance and HYV
  development, which are followed by drought tolerance
  and submergence tolerance development                   30

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Agricultural technology potential and the role of irrigation

  • 1. Agricultural Technology Potential and the Role of Irrigation; FTF Zone and Bangladesh Hua Xie, Andrew Bell, Elizabeth Bryan, Claudia Ringler and Yan Sun International Food Policy Research Institute Workshop on The Feed the Future Zone in the South and the Rest of Bangladesh: A Comparison of Food Security Aspects 16 January 2013 Dhaka
  • 2. Technology Scenarios Workshop April/2012 1. Identify currently used technologies by agro- ecological zone (AEZ) and by crop 2. Identify the major constraints to productivity growth for key crops, by AEZ 3. Identify promising productivity-enhancing technologies/practices, by AEZ and crop 4. Identify barriers to the adoption of promising technologies
  • 4. Data Analysis • Descriptive statistics (FTF and all Bangladesh) • Production function estimates: – For the nationally-representative sample & FtF zone – For all crops produced (VoP) and rice (kg/ha) • Descriptive statistics • SWAT Modeling to assess potential of identified technologies 4
  • 5. Average rice yield by division and season 7,000 6,000 Rice yield (kg/ha) 5,000 4,000 3,000 Boro 2,000 Aus Aman 1,000 0 Source: BIHS/FTF sample. 5
  • 6. HYV yields slightly higher in FTF zone and hybrid yields slightly higher in non-FTF areas 7,000 Average rice yield by variety (all seasons) 6,000 5,000 Rice yield (kg/ha) 4,000 3,000 National FtF 2,000 1,000 0 local HYV Hybrid Variety 6 Source: BIHS/FTF sample.
  • 7. Irrigated rice yields are double rainfed yields. Basically no difference between FTF and non-FTF 5,000 4,500 4,000 3,500 3,000 Rice yield (kg/ha) 2,500 National 2,000 FtF 1,500 1,000 500 0 7 rainfed irrigated Source: BIHS/FTF sample.
  • 8. GW irrigation is associated with highest yields, canal irrigation with lowest rice yields 6,000 5,000 4,000 Rice yield (kg/ha) 3,000 National 2,000 FtF 1,000 0 Canal GW Other Source of irrigation water 8 Source: BIHS/FTF sample.
  • 9. Irrigation is crucial—final impact depends on source of irrigation water and crops • Access to GW increases VoP by ~8,000 Taka and rice yields by 229 kg/ha, benefit higher for the lower expenditure group (BIHS-BAN) • In the FtF zone, access to GW increases rice yields among the lower expenditure group by 562 kg/ha, while access to “other” irrigation sources (pond, lake, or river) increases rice yields among the upper expenditure group by 1,230 kg/ha • Canal irrigation has a negative effect on rice yields in the national sample, especially among the lower expenditure group, showing it is less reliable than rainfed production; canal irrigation is not statistically significant for rice yields or value of production in the FTF zone 9
  • 10. Intensive cultivation of rice has larger payoff in the FTF zone • FTF Zone: Value of Production maximized when 3 seasons of rice are cultivated [but aquaculture crop not accounted for!] • National sample: VoP maximized when 1 season of rice rotated with 2 seasons of non- rice crops • In both samples, boro rice (HYV/hybrid) contributes most to VoP 10
  • 11. Short duration varieties • Cropping intensity-growth duration relationship No. of Growth duration (days) crops grown in a Aus Aman Boro year 1 160 116 121 2 139 122 114 >=3 99 115 104 11
  • 12. Impact of Urea Use • Each taka spent on urea increases VoP by over 2.4 taka (national) and 2.9 taka (FTF) • Returns to other fertilizers are less: 1.6 taka (national) and 1.5 taka (FTF) • Urea shows significant returns to rice production (kg/ha) in the national sample for both expenditure groups but does not explain variance in rice production in the FTF zone • Fertilizer application shows diminishing returns to VoP and rice yields 12
  • 13. Other inputs have expected signs • Results show positive (but diminishing) returns to labor across all levels of expenditures and crops • Pesticides show positive but diminishing returns, especially among the lower expenditure group • Expenditure on seeds and tools also increases VoP and rice yields in most cases • But extension visits are insignificant for rice yields and VoP 13
  • 14. Results – top ranked technology improvements needed by AEZ Agro-ecological zone #1 Ranked Technology/practice Modhupur Tract Quality Seeds Barind Tract Drought tolerance Beel & Haor Basin Submergence tolerance Floodplain Quality seeds Himalayan Piedmont Plain Cold tolerance Northern and Eastern Hill Water and soil conservation practices Tidal Floodplain Submergence tolerance
  • 15. For Quality Seed/HYV only Aus and Aman improvement, as Boro is all HYV, including hybrid (suggested for Modhupur Tract/Floodplain) 99.93% 100% 79.3% 80% 59.4% 60% HYV 40.6% Local 40% 20.7% 20% 0.07% 0% Aus Aman Boro Source: BIHS/FTF sample. 15
  • 16. Estimated area share (%) of HYV rice cultivation in Aus & Aman season [BIHS] Aus Aman Source: BIHS/FTF sample. 16
  • 17. High Yielding Varieties (HYVs) [BIHS] Aus Aman Boro HYV Local HYV Local HYV/Hybrid Yield (ton/ha) 3.0 2.0 3.2 2.2 5.5 Under irrigation (%) 34% 11% 43% 18% 99.4% Nitrogen fertilizer 89.7 54.3 89.9 61.7 126.9 (in element N, kg/ha) Phosphorus fertilizer 33.4 14.1 28.0 17.6 49.9 (in P2O5 , kg/ha) Potassium fertilizer 22.4 6.6 23.0 11.3 44.2 (in K2O , kg/ha) Pesticides (Tk) 1,340 410 1,357 864 1,895 Source: BIHS/FTF sample. 17
  • 18. Implementation of HYV technology across AUS and AMAN • Extension of current HYV yields in AUS and AMAN in 30 AEZ based on BIHS to replace currently local varieties • National averages for AEZ without cultivation of HYV All Bangladesh Feed the Future (FTF) Zone Increased Increased Increased Area Area Production Production production (×103 ha) (×103 ha) (×106 ton/yr) (%) (×106 ton/yr) HYV 1,245 1.4 2.8% 272 0.4 18
  • 19. Estimated yield benefit due to drought tolerance trait for rainfed Aus & Aman rice (Barind Tract) Aus/Aman Aus/Aman Future climate (2050) Current climate 19
  • 20. Implementation of drought tolerance • Assessment focuses on rainfed Aus/Aman rice • Using SWAT, we reduce the state variable of water stress by 30% to represent improved drought tolerance under current and 2050 climate (CSIRO-Mk3.0 model under A1B scenario) • 2050 climate change does not change the west-to-east drought pattern; but shifts the center of the drought-prone area from north-west to south-west All Bangladesh Feed the Future (FTF) Zone Increased Increased In creased Area Area Production Production production (×103 ha) (×103 ha) (×106 ton/yr) (%) (×106 ton/yr) Drought 592 0.4 0.8% 144 0.1 tolerance (249*) (0.041*) (0.08%) (84*) (0.014*) 20 * Without consideration of substitution of local varieties with HYV
  • 21. Boro rice yield improvement due to cold tolerance trait (Himalayan Piedmont) Average daily minimum Estimated boro rice yield increase temperature in Boro season due to cold tolerance trait 21
  • 22. Implementation of cold tolerance • Assessment focuses on Boro rice • Cold tolerance trait parameterized as rice yield tolerance of 2 degrees lower base temperature • Simulation using SWAT All Bangladesh Feed the Future (FTF) Zone Increased Increased In creased Area Area Production Production production (×103 ha) (×103 ha) (×106 ton/yr) (%) (×106 ton/yr) Cold tolerance 132 <0.01 <0.02% 0 0 22
  • 23. Salt tolerance potential (Tidal Floodplain) • High salinity risk area for rice production Agro-ecological Zone Affected area (103ha) Ganges Tidal Floodplain 339 Young Meghna Estuarine 103 Floodplain Chittagong Coastal Plain 53 • Boro rice cultivation Agro-ecological Zone Share (%) Ganges Tidal Floodplain 0.06 Young Meghna Est. Floodplain 20 Chittagong Coastal Plain 26 National average 23 43
  • 24. Implementation of salt tolerance • Assessment focuses on Boro rice in coastal area based on BARC and FAO data (soil salinity greater 3 dS/m) and IRRI consultation • Salt-tolerance trait assumed to lead to expansion of Boro rice over those affected areas • Calculated using BIHS data on Boro yields in salt-affected AEZ [yield high but cultivated area small] All Bangladesh Feed the Future (FTF) Zone Increased Increased In creased Area Area Production Production production (×103 ha) (×103 ha) (×106 ton/yr) (%) (×106 ton/yr) Salt tolerance 495 2.6 5.2% 159 0.9 24
  • 25. Implementation of submergence tolerance • Historical flood duration and extent of affected area data from Flood Observation at University of Colorado • Inundation duration-yield loss relationship for regular and submergence-tolerant rice varieties based on literature review and expert interview Flood Duration-Yield Loss Relationship Inundation duration (days) 0-2 3-6 7-9 10-14 15-20 >20 Regular variety (%) 10 20 40 60 70 100 Submergence tolerance varieties (%) 0 0 10 20 40 95 25
  • 26. Aus & Aman rice yield loss reduction due to submergence tolerance (Bill & Haor/Tidal Floodplain) Aus Aman 26
  • 27. Summary on technology potential All Bangladesh Feed the Future (FTF) Zone Increased Increased In creased Area Area Production Production production (×103 ha) (×103 ha) (×106 ton/yr) (%) (×106 ton/yr) HYV 1,245 1.4 2.8% 272 0.4 Drought 592 0.4 0.8% 144 0.1 tolerance (249*) (0.041*) (0.08%) (84*) (0.014*) Cold tolerance 132 <0.01 <0.02% 0 0 Salt tolerance 495 2.6 5.2% 159 0.9 Submergence 1,683 0.8 1.6% 72 0.07 tolerance (1,446*) (0.5*) (1%*) (50*) (0.018*) * Without consideration of substitution of local varieties with HYV 27
  • 28. Policy Conclusions--Irrigation • Irrigated varieties show double yields (in large part due to boro HYV/hybrid) • GW irrigation contributes most to total production value and particularly important for poorer farmers • Canal irrigation is insignificant/less reliable than rainfall •  Given growing water scarcity important to focus on improving water conservation in irrigation, including enhanced GW management and better canal irrigation management 28
  • 29. Policy Conclusions—Other inputs • Urea fertilizer is key for rice yield and total value of production, but declining returns • Across BAN, poorer farmer apply somewhat more urea (252 kg/ha) versus richer farmers (244 kg/ha). In the FTF areas, the richer apply slightly more urea (257 kg/ha) than poorer farmers (248 kg/ha) • Each taka spent on urea increases VoP by over 2.4 taka (national) and 2.9 taka (FTF) • Need to assess role and potential of extension 29
  • 30. Policy Conclusions—Technologies • Large potential to enhance agricultural production in Bangladesh and in FTF zone through technological advancements • Each technology has its own geographic suitability domain. Investment should target these suitability domains • For the FTF zone, largest potential for rice production improvement through salt tolerance and HYV development, which are followed by drought tolerance and submergence tolerance development 30