Educational level, gender, and age group of the farmers:
Educational level:
Out of 210 farmers surveyed, 26.7% of the farmers were illiterate, 31.9% of the farmers had attained education upto primary school, 17.6% of the farmers completed matriculation, 9.0% of the farmers attained senior secondary education, 11.9% had graduated with degree and 2.9% were mastered (Table 2 and Fig. 2). Importance of agriculture in India is visible as well educated were also involved in farming.
Even though a few farmers had attained formal education, most (58.6%) of the surveyed farmers were illiterate or had an average literacy rate. Due to a low literacy rate, communication is the primary barrier to the farmers, which makes it very difficult to make policies or to conduct training on pest management through integrated practices. Training can be organized in the local language to prevent the communication barrier between the farmer and the resource person. Heong et al., (2008) reported the same trend in terms of education levels of rice farmers. Most of the farmers had elementary education, and the average years spent in school by the farmers was 8 years, an equivalent level of 2nd year high school before quitting (Florencia G. Palis, 2020)
Table 2. Age group, gender, and educational qualification of farmers in surveyed villages
Gender of the farmers
|
Educational levels of the farmers
|
Age groups of the farmers
|
Gender
|
Frequency
|
Percentage
|
Education level
|
Frequency
|
Percentage
|
Age groups
|
Frequency
|
Percentage
|
Female
|
25
|
11.9
|
Illiterate
|
56
|
26.7
|
Young (Up to 30 years)
|
20
|
9.5
|
Male
|
185
|
88.1
|
Primary (Upto6th grade)
|
67
|
31.9
|
Middle-aged (30-45 years)
|
76
|
36.2
|
|
|
|
Matriculation
|
37
|
17.6
|
Old (>45 years)
|
114
|
54.3
|
|
|
|
Senior secondary (Up to 12th)
|
19
|
9.0
|
|
|
|
|
|
|
Bachelors
|
25
|
11.9
|
|
|
|
|
|
|
Masters
|
6
|
2.9
|
|
|
|

Fig. 2 Distribution of farmers based on their education
Age group of the farmers:
Out of 210 farmers surveyed, young farmers (< 30 years) are contributing 9.5%, middle-aged farmers (30-45 years) are contributing up to 36.2%, and old-aged farmers (>45 years) are contributing 54.3% (Table 2). It is visible that most (90.5%) of the farmers were above 30 years, which indicates that young people below 30 years are less engaged in Agriculture and middle-aged and older people are more engaged in Agriculture. Muhammad Asghar et al. (2013) reported that most of the farmers are above the age of 30. The overall percentage of farmers aged 30 years and below was 2.3%: 0.7% in Iloilo, 2.0% in Agusan, and 3.6% in Isabela (Florencia G. Palis, 2020).
Results indicate that the young generation is less involved in agriculture. Older people who are unable to do farming were involved, which shows an increasing trend with age.
Gender of the farmers:
11.9% of the farmers were female, and 88.1% were male out of 210 surveyed farmers (Table 2). It shows women's interest in agriculture. Results indicate that mostly male farmers were actively involved in agriculture, and there is a need to increase the involvement of women also, as labour scarcity is the major problem in farming in India.
Land Holding and Area under Rice:
Most farmers (82.8%) have land holdings of < 2 ha, out of which 35.7% were marginal farmers with a land holding size of < 1 ha, and 47.1% were small farmers with an area of 1-2 ha. 14.8% of the farmers belonged to semi medium category with 2-4 ha of land holding size and 2.4% were medium farmers having land of 4-10 ha (Table 3 and Fig. 3). Out of the total 210 farmers 71.0% of the farmers are growing rice in < 1 ha, 27.1% of the farmers are growing in 1-2 ha ad 1.9% I 2-4 ha. It is evident that semi-medium and medium farmers are diverting lands to other crops, along with rice. These results conform with a statement of Mironga (2005)
Results showed that no large farmers were present in these districts. Small and marginal farmers use more chemicals for pest and disease management than medium and large farmers as they fear losing yields and income due to pest damage. Hence, vigorous use of fertilizers and pesticides can be observed in farmers' fields, which is a significant threat to Biodiversity.
Table 3. Land holding and Area cultivated under Rice of the surveyed farmers
Land holding
|
Area cultivated under Rice
|
Farm size
|
Frequency
|
Percentage
|
Area
|
Frequency
|
Percentage
|
Marginal (< 1 ha)
|
75
|
35.7
|
< 1 ha
|
149
|
71.0
|
Small (1-2 ha)
|
99
|
47.1
|
1-2 ha
|
57
|
27.1
|
Semi medium (2-4 ha)
|
31
|
14.8
|
2-4 ha
|
4
|
1.9
|
Medium (4-10 ha)
|
5
|
2.4
|
|
|
|

Fig. 3 Distribution of farmers based on their farm holding size
Area of different varieties and source of seed& fertilizers:
It is shown that farmers are growing a wide range of varieties in their fields (Table 4 and Fig. 4), but 70.0 % of the farmers are purchasing seed from private input dealers (Table 5). As farmers are relying on private dealers, seed admixture is the major problem being faced by farmers, and due to a lack of quality seed, the crop is more prone to pests and diseases, which increases the usage of pesticides and poses a threat to biodiversity.
75.2% of the farmers purchase fertilizers from private input dealers (Table 5). Due to a lack of quality fertilizers, farmers are dumping excess fertilizers into their fields to improve yields, which results in deteriorating plant and soil health due to toxicity, and also, excess nutrients improve succulence of the crop, which makes the crop susceptible to pests and diseases. Due to this, farmers need to use more pesticides to control pests and diseases, which affects biodiversity.

Fig. 4. Distribution of different rice varieties
Table 4. Area sown under different rice varieties
Variety
|
MTU 1010
|
NDLR 8
|
RNR 15048
|
NLR 34449
|
NLR 3041
|
NLR 9674
|
BPT 5204
|
BPT 3291
|
Sreeram gold
|
Others
|
Frequency
|
9
|
8
|
28
|
54
|
36
|
21
|
30
|
9
|
12
|
3
|
Percentage
|
4.3
|
3.8
|
13.4
|
25.7
|
17.1
|
10.0
|
14.3
|
4.3
|
5.7
|
1.4
|
Table 5. Source of seed and fertilizers
Source of seed
|
Source of fertilizers
|
Source
|
Frequency
|
Percentage
|
Source
|
Frequency
|
Percentage
|
Cooperative
|
1
|
0.5
|
Agriculture department
|
52
|
24.8
|
Government institutes
|
28
|
13.3
|
Input dealers
|
158
|
75.2
|
Neighbors/Relatives
|
14
|
6.7
|
|
|
|
Private dealer
|
147
|
70.0
|
|
|
|
Self saved
|
20
|
9.5
|
|
|
|
Crop establishment methods and Ecology of rice:
95% of the farmers established rice through random transplantation in puddle fields manually followed by line transplanting (7%) and direct broadcasting (3%) (Table 6). Farmers in these areas lack mechanization, and crop establishment is labor-consuming. Even though there is scope for the usage of machinery, transplanting and sowing are done manually. In manual transplantation, more seedlings were sown per hill compared to machine transplantation. As the plant population increases, to supply nutrients and manage pests and diseases, excess fertilizers and pesticides are being used. Most of the rice is cultivated in medium lands, accounting for 80% of the total rice cultivated area, followed by low land (17%), and only 3% of the total area is from upland (Table 6). The tractor-operated rice transplanter increases the labor productivity by 32.22 times and saves about 66.69% average transplanting cost compared to manual transplanting (Neeraj Kumar Singh et al., 2023).
Table 6. Crop establishment methods and Ecology
Establishment method
|
Frequency
|
Percentage
|
Ecology
|
Frequency
|
Percentage
|
Direct Broadcasting
|
3
|
2
|
Upland
|
7
|
3
|
Random transplanting in puddle fields manually
|
202
|
95
|
Medium land
|
168
|
80
|
Line transplanting in puddle fields manually
|
7
|
3
|
Low land
|
35
|
17
|
Cropping systems:
Fig 5 shows that 42% of the farmers follow the Rice-Rice-Rice cropping system. 14% of the farmers are following vegetables-rice-vegetables, 12% of the farmers are following pulses-rice-fallow, other 12% of the farmers are following cereals-rice-fallow, 6% groundnut-rice-vegetables, 5% groundnut-rice-groundnut, 5% vegetables-rice-groundnut, 4% vegetables-rice-rice. Growing the same crop without crop rotation adversely affects biodiversity by acting as a host to pests and diseases. Crop rotation with pulses/vegetables should be followed to reduce pest & disease attack and protect soil health. Growing the same crop requires more pesticides compared to crop rotation. Crop rotation is a traditional and practical way for managing agroecosystem biodiversity by enhancing soil health, repressing pests and disease outbreaks (Barbieri et al., 2019)

Fig 5. Cropping systems of surveyed farmers
Indiscriminate use of chemical fertilizers:
51.9% of the farmers use farm yard manure, which is a perfect practice, and only 30.0% of the farmers use green manures (Table 7). FYM and green manures are abundantly available in these areas, but due to some circumstances, farmers are not interested in using organic manures completely, which can replace 25% of the chemical fertilizers.
Among 210 farmers, 6.2% are not using urea, 52.9% are using 50 kg urea, 31.9% are using 51-100kg urea, and 9.0% are using 101-150 kg urea. 62.4% of the farmers do not use DAP, and 37.6% use 50 kg DAP. 100% of the farmers are using up to 50 kg MOP. DAP and Urea supply nitrogen, but farmers use fertilizers to get higher yields for higher profits. Excess nitrogen is not only toxic to crops but also attracts pests & diseases and severe weed growth, which leads to higher usage of pesticides. The average yield of excessive nitrogen application (345 kg N ha−1) was 2.68–6.31% lower than that of appropriate nitrogen application (270 kg N ha−1) (Can Zhao et al., 2022).
Table 7. Organic manures/Inorganic Fertilizers used by farmers (Basal + Top dressing)
Amount of fertilizers (Kg)
|
FYM
|
Green manure
|
|
Urea
|
DAP
|
MOP
|
Frequency
|
Percentage
|
Frequency
|
Percentage
|
Frequency
|
Percentage
|
Frequency
|
Percentage
|
Frequency
|
Percentage
|
Organic manures
|
Not using
|
101
|
48.1
|
147
|
70.0
|
-
|
-
|
-
|
-
|
-
|
-
|
Using
|
109
|
51.9
|
63
|
30.0
|
-
|
-
|
-
|
-
|
-
|
-
|
In organic fertilizers
|
No use
|
-
|
-
|
-
|
-
|
13
|
6.2
|
131
|
62.4
|
0
|
0.0
|
0-50
|
-
|
-
|
-
|
-
|
111
|
52.9
|
79
|
37.6
|
210
|
100
|
51-100
|
-
|
-
|
-
|
-
|
67
|
31.9
|
0
|
0.0
|
0
|
0.0
|
101-150
|
-
|
-
|
-
|
-
|
19
|
9.0
|
0
|
0.0
|
0
|
0.0
|
|
|
|
|
|
|
|
|
|
|
|
|
Source of irrigation and number of irrigations:
Table 8 shows that 59.0% of the farmers get irrigation water from deep tube wells, followed by canals (13.3%), canals + deep tube wells (12.9%), canals + shallow tube wells (10.5%), and shallow tube wells (4.3%). Most of the farmers (63.8%) irrigate 6-10 times, followed by 11-15 times (35.2%) and 5 times (1.0%).
Results clearly showed that farmers are giving more irrigations than required. However, rice is a water-loving crop, excess water causes root rot, sheath blight, and attracts insects like BPH, which leads to excess usage of pesticides. Haonan Qi et al., 2022 reported that alternate wet and dry irrigation had a significant yield-increasing effect (average 2.57% increase)
Table 8. Irrigation source and no. of irrigations
Source of irrigation
|
No. of irrigations
|
Source
|
Frequency
|
Percentage
|
Number
|
Frequency
|
Percentage
|
Canals
|
28
|
13.3
|
5
|
2
|
1.0
|
Deep tube wells
|
124
|
59.0
|
6-10
|
134
|
63.8
|
Shallow tube wells
|
9
|
4.3
|
11-15
|
74
|
35.2
|
Canals + Deep tube wells
|
27
|
12.9
|
|
|
|
Canals + shallow tube wells
|
22
|
10.5
|
|
|
|
Pesticide application:
Most of the farmers use pesticides once. 69.5% of the farmers use herbicides once, 84.8% use insecticides once, and 82.4% use fungicides once (Table 9). 2.4% of the farmers are using herbicides twice. Only a few farmers, i.e., less than 30% of the farmers, are not using any pesticides. Farmers must spray pesticides to control pests, but proper usage is also essential. Farmers are using wrong pesticides, places, doses, and times as they are unaware of the symptoms of nutrient deficiencies, toxicity, disease damage, pest damage, and the type of weeds. Using the wrong insecticide/fungicide may not control the insect/disease, but using the wrong herbicide at the wrong dose and time is harmful to the crop. The estimated economic loss due to excess use of nitrogenous and plant protection chemicals for the TBP area was Rs. 8618.4 lakhs (Patil et al., 2014).
Table 10 clearly shows that 74.8% of the farmers use pesticides by consulting private dealers. As some of the unauthorized dealers are unaware of the pests’ farmers end up using growth regulators, fungicides and insecticides at once to control only one kind of pest. It not only increases cultivation cost but also causes environmental, soil, and water pollution, and is also hazardous to human health. So farmers should be aware of the ETL levels of pests and the type of weeds before going for chemical sprays, or they need to consult an agriculture specialist. Bandong et al. (2002) reported that most farmers rely on pesticides, leading to overuse.
Table 9. Average number of pesticide applications
Particulars
|
Once
|
Two times
|
Not used
|
Frequency
|
Percentage
|
Frequency
|
Percentage
|
Frequency
|
Percentage
|
Herbicides
|
146
|
69.5
|
5
|
2.4
|
59
|
28.1
|
Insecticides
|
178
|
84.8
|
0
|
0.0
|
32
|
15.2
|
Fungicides
|
173
|
82.4
|
0
|
0.0
|
37
|
17.6
|
Table 10. Practices of pesticide application
Particulars
|
Frequency
|
Percentage
|
Not using
|
2
|
1.0
|
After observing pests/diseases without consulting anyone
|
23
|
11.0
|
After observing the damage without consulting anyone
|
15
|
7.1
|
After observing by consulting the agriculture department or university scientists
|
2
|
1.0
|
After observing by consulting private dealers
|
157
|
74.8
|
Following neighbor
|
11
|
5.2
|
Yield:

Fig 6. Histogram of rice yield
The average grain yield was 6.7 t/ha, ranging from 3.5-10.0 t/ha in surveyed farmers' fields (Fig. 6). 7.1% farmers got yields ranging from 3.5-4.5 t/ha, 22.9% farmers recorded yield ranging from 4.5-5.5 t/ha, 19.0% of farmers got yields between 5.5-6.5 t/ha, 22.9% farmers recorded yield ranging from 6.5-7.5 t/ha, 5.3% got yields ranging between 7.5-8.5, 13.8% farmers recorded yield range of 8.5-9.5 t/ha and 9.0% farmers recorded yield range between 9.5-10.5 t/ha. Variation in yield was due to different crop establishment methods, time of sowings/plantings, varieties, and other management practices.
Variety-wise average grain yield of rice is depicted in Fig.7. NLR 34449 recorded higher yields (8.1 t/ha), followed by NLR 9674 (7.0 t), NLR 3041 (6.7 t). NDLR 8 recorded the lowest yield of 5.6 t/ha. The survey was conducted in the southern zone, and varieties released from the southern zone are performing well in these areas compared to other varieties.
Among crop establishment methods, manual transplanting methods recorded higher yields compared to direct seeding. Yield of 7.0 t/ha was obtained manually in the Random transplanting method in puddle fields, followed by 6.6 t in the line transplanting method. Direct seeding recorded a yield of 4.0 t/ha. Among different planting times, June transplanted Paddy recorded the highest yield of 8 t/ha, and yield reduction was observed with a delay in transplanting rice from July to August. Among different weed control methods, one-time herbicide usage and one-time hand weeding got a higher yield of 8.2 t/ha, followed by 2 hand weedings (6.3 t/ha). The lowest yield of 5.8 t/ha was obtained in 1 hand-weeded fields (Table 11).
Results indicate that proper time of plating and management practices give higher yields. Sowing in May or early June to transplant in correct time, transplanting the crop instead of direct sowing and appropriate pesticide usage will reduce cost and give higher yields. Improper management practices not only increase cost but also pose a threat to biodiversity. The maximum yield potential of a rice crop is usually achieved when the crop is exposed to the most appropriate temperature range, which can be controlled by sowing at the proper time (A R Patel, 2019).

Fig 7. Average yield of different varieties
Table 11. Yield of rice as influenced by different management practices
|
Grain yield (t/ha)
|
Crop establishment methods
|
Direct Broadcasting
|
4.0
|
Random transplanting in puddle fields manually
|
7.0
|
Line transplanting in puddle fields manually
|
6.6
|
Time of transplanting
|
June
|
8.0
|
July
|
6.1
|
August
|
5.9
|
Weed control methods
|
1 hand weeding
|
5.8
|
2 hands weddings
|
6.3
|
1 hand weeding + one time herbicide application
|
8.2
|
Burning of rice straw:
Many farmers (68.6%) are using rice straw to feed cattle. 24.3% are ploughing in the field, 4.8% are selling rice straw, and only 2.4% are burning (Table 12). Even though straw is being collected and used for different purposes, stubble in the rice field is sometimes burned, which causes pollution. The farmers were feeding rice straw to their cattle either after collecting from fields or by grazing animals in harvested fields (Praweenwong et al., 2010)
Table 12. Residue burning in the field
Particulars
|
Frequency
|
Percentage
|
Residue burning
|
5
|
2.4
|
Ploughing in the field
|
51
|
24.3
|
Sale
|
10
|
4.8
|
Feed for cattle
|
144
|
68.6
|