Estimating Supply and Demand of Organic Seeds in Europe Using Survey Data and MI Techniques
Abstract
:1. Introduction
2. Materials and Methods
2.1. Step 1—Estimates of the Potential Organic Seed Demand
2.2. Step 2—Estimates of Seed Supply for Organic Farming
3. Results and Discussion
3.1. Potential Organic Seeds Demand in the EU
3.2. Organic Seed Supply Estimates
3.3. Policy Recommendations
3.4. Limitations of the Study
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Prior Imputation | |||||
Number of obs = | 358 | ||||
F(2, 355) = | 121.49 | ||||
Prob > F = | 0.0000 | ||||
R-squared = | 0.4063 | ||||
Adj R-Squared | 0.4030 | ||||
Root MSE = | 0.01923 | ||||
UAA_ORG_C | Coef. | Std. Err. | P > |t| | 95% Conf. Interval | |
UAA_ORG_P | 0.1950395 | 0.0159052 | 0.000 | 0.1637592 | 0.2263198 |
UAA_TOT_P | 0.0607453 | 0.0081214 | 0.000 | 0.0447732 | 0.0767174 |
_Cons | −0.0116558 | 0.001734 | 0.000 | −0.0150661 | −0.0082456 |
After imputation | |||||
Number of obs = | 509 | ||||
F(2, 355) = | 170.97 | ||||
Prob > F = | 0.0000 | ||||
R-squared = | 0.4033 | ||||
Adj R-Squared | 0.4009 | ||||
Root MSE = | 0.01635 | ||||
UAA_ORG_C | Coef. | Std. Err. | P > |t| | 95% Conf. Interval | |
UAA_ORG_P | 0.1907407 | 0.0127517 | 0.000 | 0.165688 | 0.2157935 |
UAA_TOT_P | 0.496524 | 0.005633 | 0.000 | 0.0385854 | 0.0607193 |
_Cons | −0.0100614 | 0.00126 | 0.000 | −0.0125368 | −0.007586 |
Prior Imputation | |||||
Number of obs = | 883 | ||||
F(2, 355) = | 356.23 | ||||
Prob > F = | 0.0000 | ||||
R-squared = | 0.4474 | ||||
Adj R-Squared | 0.4461 | ||||
Root MSE = | 0.00383 | ||||
UAA_ORG_C | Coef. | Std. Err. | P > |t| | 95% Conf. Interval | |
UAA_ORG_P | 0.0599712 | 0.0029138 | 0.000 | 0.0542523 | 0.0656901 |
UAA_TOT_P | 0.0213542 | 0.0012333 | 0.000 | 0.0189337 | 0.0237747 |
_Cons | −0.0021253 | 0.0002351 | 0.000 | −0.0016638 | −0.0016638 |
After imputation | |||||
Number of obs = | 967 | ||||
F(2, 355) = | 405.24 | ||||
Prob > F = | 0.0000 | ||||
R-squared = | 0.4567 | ||||
Adj R-Squared | 0.4556 | ||||
Root MSE = | 0.00367 | ||||
UAA_ORG_C | Coef. | Std. Err. | P > |t| | 95% Conf. Interval | |
UAA_ORG_P | 0.0589114 | 0.0027234 | 0.000 | 0.0535669 | 0.0642558 |
UAA_TOT_P | 0.0213145 | 0.001156 | 0.000 | 0.0190459 | 0.0235832 |
_Cons | −0.0020385 | 0.0002127 | 0.000 | −0.0024558 | −0.0016211 |
Appendix B
Crop | EU Geographical Area | Crop Seeding Rate (Average) | Crop Seeding Rate (min) | Crop Seeding Rate (max) |
---|---|---|---|---|
Arable crops | ||||
Barley (metric tons) | central | 140.00 | 140.00 | 175.00 |
eastern | 239.00 | 210.00 | 27200 | |
northern | 166.88 | 135.00 | 210.00 | |
southern | 166.88 | 135.00 | 210.00 | |
Grain maize (kg/ha) | central | 25.00 | 14.50 | 35.00 |
eastern | 25.00 | 14.50 | 35.00 | |
northern | 41.25 | 30.00 | 60.00 | |
southern | 41.25 | 30.00 | 60.00 | |
Lucerne (kg/ha) | central | 14.33 | 11.33 | 17.00 |
eastern | 20.00 | 15.00 | 25.00 | |
northern | 28.50 | 20.00 | 40.00 | |
southern | 35.00 | 25.00 | 40.00 | |
Lupine (kg/ha) | central | 150.00 | 95.00 | 210.00 |
eastern | 150.00 | 95.00 | 210.00 | |
northern | 150.00 | 95.00 | 210.00 | |
southern | 150.00 | 95.00 | 210.00 | |
Oats (kg/ha) | central | 143.00 | 110.00 | 174.00 |
eastern | 196.00 | 110.00 | 259.00 | |
northern | 170.00 | 110.00 | 247.00 | |
southern | 170.00 | 110.00 | 247.00 | |
Soybean (kg/ha) | central | 135.00 | 120.00 | 150.00 |
eastern | 135.00 | 120.00 | 150.00 | |
northern | 135.00 | 120.00 | 150.00 | |
southern | 135.00 | 120.00 | 150.00 | |
Wheat (kg/ha) | central | 203.32 | 150.00 | 250.00 |
eastern | 225.00 | 145.00 | 275.00 | |
northern | 203.32 | 173.33 | 238.33 | |
southern | 210.00 | 173.33 | 238.33 | |
Fruits and berries | ||||
Apples (nr. of plants/ha) | central | 1965.00 | 750.00 | 3550.00 |
eastern | 1965.00 | 750.00 | 3550.00 | |
northern | 1965.00 | 750.00 | 3550.00 | |
southern | 1965.00 | 750.00 | 3550.00 | |
Strawberries (nr. of plants/ha) | central | 30,000.00 | 28,000.00 | 40,000.00 |
eastern | 62,500.00 | 50,000.00 | 75,000.00 | |
northern | 62,500.00 | 50,000.00 | 75,000.00 | |
southern | 62,500.00 | 50,000.00 | 75,000.00 | |
Vegetables | ||||
Carrots (kg/ha) | central | 1.60 | 1.20 | 2.00 |
eastern | 1.60 | 1.20 | 2.00 | |
northern | 1.60 | 1.20 | 2.00 | |
southern | 1.60 | 1.20 | 2.00 | |
Onions (nr. of plants/ha) | central | 0.95 | 0.80 | 1.15 |
eastern | 0.95 | 0.80 | 1.15 | |
northern | 0.95 | 0.80 | 1.15 | |
southern | 0.95 | 0.80 | 1.15 | |
Tomatoes (nr. of plants/ha) | central | 26,400.00 | 12,000.00 | 36,250.00 |
eastern | 33,000.00 | 23,000.00 | 43,000.00 | |
northern | 20,000.00 | 12,500.00 | 35,000.00 | |
southern | 33,000.00 | 23,000.00 | 43,000.00 |
Appendix C
Crop | Year | Potential Demand (Average) | Potential Demand (min) | Potential Demand (max) |
---|---|---|---|---|
Arable crops | ||||
Barley (metric tons) | 2014 | 39,887 | 34,178 | 49,408 |
2015 | 43,493 | 37,378 | 54,005 | |
2016 | 45,179 | 38,801 | 56,173 | |
2017 | 47,608 | 40,804 | 59,204 | |
2018 | 55,116 | 47,437 | 68,558 | |
Grain maize (metric tons) | 2014 | 2572 | 1587 | 3637 |
2015 | 2675 | 1652 | 3782 | |
2016 | 2686 | 1682 | 3806 | |
2017 | 3379 | 2122 | 4791 | |
2018 | 4405 | 2741 | 6236 | |
Lucerne (metric tons) | 2014 | 1486 | 1082 | 1738 |
2015 | 1609 | 1173 | 1889 | |
2016 | 1945 | 1421 | 2278 | |
2017 | 2086 | 1522 | 2435 | |
2018 | 2580 | 1881 | 3061 | |
Lupine (metric tons) | 2014 | 3021 | 1913 | 4230 |
2015 | 3757 | 2379 | 5260 | |
2016 | 3101 | 1964 | 4342 | |
2017 | 3960 | 2508 | 5544 | |
2018 | 4263 | 2700 | 5968 | |
Peas (metric tons) | 2014 | 43,647 | 28,644 | 61,562 |
2015 | 47,075 | 30,948 | 66,430 | |
2016 | 55,950 | 36,562 | 79,115 | |
2017 | 61,936 | 40,585 | 87,383 | |
2018 | 65,989 | 43,194 | 93,148 | |
Soybean (metric tons) | 2014 | 6247 | 5553 | 6941 |
2015 | 9097 | 8086 | 10,107 | |
2016 | 9867 | 8770 | 10,963 | |
2017 | 10,716 | 9525 | 11,907 | |
2018 | 12,761 | 11,343 | 14,179 | |
Wheat (metric tons) | 2014 | 111,025 | 85,187 | 131,952 |
2015 | 128,907 | 99,224 | 153,155 | |
2016 | 153,511 | 118,584 | 181,947 | |
2017 | 148,737 | 115,042 | 176,212 | |
2018 | 167,270 | 128,197 | 198,776 | |
Fruits and berries | ||||
Apples (nr. of transplants) | 2014 | 5,962,793 | 2,275,875 | 10,772,475 |
2015 | 5,276,811 | 2,014,050 | 9,533,170 | |
2016 | 4,494,643 | 1,715,513 | 8,120,093 | |
2017 | 4.363.577 | 1.665.488 | 7.883.308 | |
2018 | 5,067,833 | 1,934,288 | 9,155,628 | |
Strawberries (nr. of transplants) | 2014 | 158,790,000 | 130,204,000 | 193,720,000 |
2015 | 161,850,004 | 132,360,000 | 197,100,000 | |
2016 | 178,552,500 | 146,774,000 | 218,195,000 | |
2017 | 182,947,500 | 149,526,000 | 222,705,001 | |
2018 | 190,237,504 | 155,930,000 | 232,025,000 | |
Vegetables | ||||
Carrots (metric tons) | 2014 | 10,284 | 7713 | 12,855 |
2015 | 9929 | 7446 | 12,411 | |
2016 | 11,321 | 8491 | 14,152 | |
2017 | 13,688 | 10,266 | 17,110 | |
2018 | 14,943 | 11,207 | 18,679 | |
Onions (mio of seeds) | 2014 | 3245 | 2733 | 3929 |
2015 | 3612 | 3041 | 4372 | |
2016 | 4272 | 3598 | 5172 | |
2017 | 5010 | 4219 | 6065 | |
2018 | 5497 | 4629 | 6654 | |
Tomatoes (nr. of transplants) | 2014 | 153,519,902 | 105,391,314 | 200,932,014 |
2015 | 167,705,870 | 115,091,796 | 219,452,993 | |
2016 | 226,028,070 | 155,053,590 | 295,806,588 | |
2017 | 370,763,919 | 255,608,035 | 484,485,994 | |
2018 | 410,774,645 | 283,025,243 | 536,735,700 |
Appendix D
Crop | EU Geographical Area | Organic Seed (%) | Organic Farm Saved Seed (%) | Untreated Conv. Seed (%) |
---|---|---|---|---|
Arable crops | ||||
Barley | central | 67 | 19 | 14 |
eastern | 12 | 69 | 19 | |
northern | 62 | 20 | 18 | |
southern | 37 | 26 | 37 | |
Grain maize | central | 71 | 10 | 19 |
eastern | 45 | 0 | 55 | |
northern | 33 | 0 | 67 | |
southern | 30 | 5 | 65 | |
Lucerne | central | 74 | 9 | 17 |
eastern | 5 | 2 | 93 | |
northern | 9 | 0 | 91 | |
southern | 55 | 15 | 30 | |
Lupine | central | 39 | 38 | 23 |
eastern | 5 | 40 | 55 | |
northern | 100 | 0 | 0 | |
southern | 5 | 5 | 90 | |
Oats | central | 65 | 23 | 12 |
eastern | 14 | 38 | 48 | |
northern | 46 | 38 | 16 | |
southern | 41 | 32 | 27 | |
Soybean | central | 64 | 24 | 12 |
eastern | 19 | 12 | 69 | |
northern | 19 | 12 | 69 | |
southern | 21 | 21 | 58 | |
Wheat | central | 67 | 23 | 10 |
eastern | 13 | 39 | 48 | |
northern | 55 | 23 | 22 | |
southern | 31 | 23 | 46 | |
Fruits and berries | ||||
Apples | central | 59 | 8 | 33 |
eastern | 23 | 14 | 63 | |
northern | 46 | 14 | 40 | |
southern | 19 | 21 | 60 | |
Strawberries | central | 83 | 7 | 10 |
eastern | 5 | 1 | 94 | |
northern | 14 | 0 | 86 | |
southern | 32 | 13 | 55 | |
Vegetables | ||||
Carrots | central | 25 | 1 | 74 |
eastern | 9 | 0 | 91 | |
northern | 32 | 0 | 68 | |
southern | 10 | 2 | 88 | |
Onions | central | 76 | 5 | 19 |
eastern | 15 | 9 | 76 | |
northern | 52 | 4 | 44 | |
southern | 23 | 7 | 70 | |
Tomatoes | central | 49 | 2 | 49 |
eastern | 26 | 9 | 65 | |
northern | 59 | 12 | 29 | |
southern | 20 | 10 | 70 |
Appendix E
Crop | EU Geographical Area | Organic Seed Supply | Organic Farm Saved Seed | Untreated Conventional Seed Supply |
---|---|---|---|---|
Arable crops | ||||
Barley (metric tons) | central | 8,586,264.43 | 2,434,910.85 | 1,794,144.84 |
eastern | 691,044.59 | 3,973,506.38 | 1,094,153.92 | |
northern | 10,066,381.86 | 3,247,219.84 | 2,922,497.90 | |
southern | 7,513,164.63 | 5,279,521.24 | 7,513,164.63 | |
Grain maize (metric tons) | central | 1,526,517.69 | 215,002.48 | 408,504.72 |
eastern | 443,925.00 | - | 542,575.00 | |
northern | 4192.65 | - | 8512.35 | |
southern | 376,608.37 | 62,768.06 | 815,984.80 | |
Lucerne (metric tons) | central | 282,733.73 | 34,386.54 | 64,952.34 |
eastern | 16,462.53 | 6585.01 | 306,203.01 | |
northern | 20,560.08 | - | 207,885.22 | |
southern | 902,389.94 | 246,106.34 | 492,212.69 | |
Lupine (metric tons) | central | 621,954.45 | 606,006.90 | 366,793.65 |
eastern | 82,635.83 | 661,086.61 | 908,994.12 | |
northern | 277,080.36 | - | - | |
southern | 36,897.89 | 36,897.89 | 664,162.00 | |
Oats (metric tons) | central | 5,765,223.73 | 2,040,002.29 | 1,064,348.97 |
eastern | 1,241,385.58 | 3,369,475.01 | 4,256,179.10 | |
northern | 15,283,526.10 | 12,625,521.70 | 5,316,009.07 | |
southern | 6,161,050.19 | 4,808,624.53 | 4,057,277.03 | |
Soybean (metric tons) | central | 5,042,736.03 | 1,891,026.08 | 945,513.04 |
eastern | 521,849.25 | 329,589.00 | 1,895,136.75 | |
northern | 49,248.00 | 31,104.00 | 178,847.98 | |
southern | 394,036.64 | 394,036.64 | 1,088,291.72 | |
Wheat (metric tons) | central | 38,340,967.56 | 13,161,824.92 | 5,722,532.46 |
eastern | 3,941,876.28 | 11,825,628.88 | 14,554,620.13 | |
northern | 12,877,311.84 | 5,385,057.58 | 5,150,924.55 | |
southern | 17,455,718.43 | 12,951,016.37 | 25,902,032.74 | |
Fruits and berries | ||||
Apples (nr. of transplants) | central | 1,286,704.58 | 174,468.42 | 719,682.24 |
eastern | 348,453.46 | 212,102.11 | 954,459.45 | |
northern | 169,074.49 | 51,457.46 | 147,021.30 | |
southern | 190,837.85 | 210,926.05 | 602,645.85 | |
Strawberries (nr. of transplants) | central | 23,281,500.00 | 1,963,500.00 | 2,805,000.00 |
eastern | 4,853,125.25 | 970,625.06 | 91,238,756.03 | |
northern | 4,068,749.97 | - | 24,993,749.75 | |
southern | 11,540,000.02 | 4,688,125.01 | 19,834,375.03 | |
Vegetables | ||||
Carrots (mio of seeds) | central | 1843.13 | 73.73 | 5455.65 |
eastern | 94.30 | - | 953.46 | |
northern | 1242.39 | - | 2640.08 | |
southern | 264.02 | 52.80 | 2323.34 | |
Onions (mio of seeds) | central | 2113.67 | 139.06 | 528.42 |
eastern | 104.28 | 62.57 | 528.33 | |
northern | 381.19 | 29.32 | 322.55 | |
southern | 296.08 | 90.11 | 901.12 | |
Tomatoes (nr. of transplants) | central | 6,430,350.63 | 262,463.29 | 6,430,350.63 |
eastern | 18,451,070.68 | 6,386,909.05 | 46,127,675.74 | |
northern | 744,868.39 | 151,498.65 | 366,121.75 | |
southern | 65,084,666.83 | 32,542,333.42 | 227,796,326.66 |
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Variables | Eastern EU * | Central EU | Northern EU | Southern EU | ||
---|---|---|---|---|---|---|
Farm size | Ha | Mean | 121 | 66 | 185 | 166 |
Production orientation | Arable | % | 45 | 39 | 54 | 27 |
Vegetables | 20 | 43 | 20 | 31 | ||
Fruit | 21 | 13 | 7 | 35 | ||
Forage/livestock | 14 | 5 | 19 | 7 | ||
Main seed source | Seed company | % | 58 | 78 | 72 | 52 |
Farm-saved seed | 37 | 15 | 21 | 37 | ||
Public seed agency | 1 | 0 | 4 | 3 | ||
Other | 4 | 7 | 3 | 8 | ||
Marketing channel | Long-SC (Supermarket/processors/traders) | % | 40 | 29 | 48 | 33 |
Short-SC (organic shop/consumers) | 35 | 27 | 14 | 34 | ||
Long and short-SC | 25 | 44 | 38 | 33 | ||
Total completed survey | 134 | 305 | 126 | 191 |
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Solfanelli, F.; Ozturk, E.; Dudinskaya, E.C.; Mandolesi, S.; Orsini, S.; Messmer, M.; Naspetti, S.; Schaefer, F.; Winter, E.; Zanoli, R. Estimating Supply and Demand of Organic Seeds in Europe Using Survey Data and MI Techniques. Sustainability 2022, 14, 10761. https://doi.org/10.3390/su141710761
Solfanelli F, Ozturk E, Dudinskaya EC, Mandolesi S, Orsini S, Messmer M, Naspetti S, Schaefer F, Winter E, Zanoli R. Estimating Supply and Demand of Organic Seeds in Europe Using Survey Data and MI Techniques. Sustainability. 2022; 14(17):10761. https://doi.org/10.3390/su141710761
Chicago/Turabian StyleSolfanelli, Francesco, Emel Ozturk, Emilia Cubero Dudinskaya, Serena Mandolesi, Stefano Orsini, Monika Messmer, Simona Naspetti, Freya Schaefer, Eva Winter, and Raffaele Zanoli. 2022. "Estimating Supply and Demand of Organic Seeds in Europe Using Survey Data and MI Techniques" Sustainability 14, no. 17: 10761. https://doi.org/10.3390/su141710761
APA StyleSolfanelli, F., Ozturk, E., Dudinskaya, E. C., Mandolesi, S., Orsini, S., Messmer, M., Naspetti, S., Schaefer, F., Winter, E., & Zanoli, R. (2022). Estimating Supply and Demand of Organic Seeds in Europe Using Survey Data and MI Techniques. Sustainability, 14(17), 10761. https://doi.org/10.3390/su141710761