Cotton (Gossypium spp) remains a significant source of income in Africa. However, production is limited by high input costs that reduce profit margins. This study aimed to conduct cost analysis on field trials that were conducted to evaluate the effect of chemical insecticides, Chlorpyrifos® 480 EC, Karate® EC, and Bandit® 350 SC compared with biopesticides, Eco-Bb®, Bolldex®, Delfin®, NOMU-PROTEC® and Bb endophyte on the control of cotton insect pests. Delfin® (US$602) was the most expensive pesticide, followed by Bolldex® (US$495.74), while the cheapest pesticide was Chlorpyrifos® (US$28). Other input costs were US$1 396.50 per hectare, with the highest labor cost of US$544. The minimal cost of production from the bollworm trial was recorded from the application of Karate® (US$1 455), while Delfin® (US$1 999) was the highest. Maximum average seed cotton yield was recorded with Bolldex® (6 402 kg ha-1); however, the maximum net profit of up to US$1 445.26 per hectare was registered with Karate® with the highest cost-benefit ratio of 1.8. The average highest seed cotton yield was obtained with Bandit® (6 394 kg ha-1) followed by Bb endophyte (6 297 kg ha-1) in the leafhopper trial. Bandit® and Karate® had the highest net profits of US$ 1,712 and US$ 1,253, respectively. The Bandit® treatment had the highest cost-benefit ratio of 2. Generally, biopesticide application was found to be more expensive than chemical insecticides; however, they were all profitable.
INTRODUCTION
Cotton, Gossypium hirsutum L. (Malvaceae), is an important crop mainly used for fiber [1]. Africa is responsible for about 8% of the world cotton market [2], mainly produced by smallholder farmers [3]. The cotton industry supports over 350 million people, primarily smallholder farmers from developing countries [4]. Smallholder farmers in Africa mostly produce cotton in small fields [5]. Cotton is grown on labor-intensive family farms [6] in over 20 sub-Saharan countries [2]. About 250 commercial and more than 2,000 smallholder farmers in South Africa grow cotton in Mpumalanga, Northern Cape, KwaZulu-Natal, Limpopo, and North West provinces [7]. Production area increased in 2019 compared to the previous season by 42% for dry and 22% for cotton under irrigation [7]. Despite this, various insect pests widely affect cotton yields and fiber quality [8]. Chemical insecticides are often used because they are easily accessible and most effective in controlling pests [9]. However, insecticides affect the quality of the environment [10], water, and humans [11]. Misusing insecticides also leads to resistance in target pests and harmful effects on non-target organisms [12]. By 2019, more than 500 pesticides were registered in South Africa [13].
Biopesticides can potentially reduce the use of chemical insecticides while reducing insect resistance and increasing cotton yields [14]. However, the technology has not been well studied in developing countries, especially for smallholder farmers [15]. In Sub-Saharan Africa, biopesticides are adopted due to the absence of widespread IPM implementation [16], high prices, unpredictable field performance, and government policies [17]. The research to develop and promote biopesticides in Africa dates to the 1960s [18]; however, funding and the impact on agriculture are limited [16]. In South Africa, research and development on biopesticides have increased in recent years, and there are over 30 products registered [13]. Between 2014 and 2019, biopesticides accounted for approximately US$4 billion of the US$61.3 billion global insecticide market [19]. By 2022, Industry Research Biz (2023) predicted that the global market for biopesticides was over US$ 5 643 million and expected to reach US$ 11 378 million by 2028 [20].
Small-scale farmers struggle to obtain better-quality cotton seeds, insecticides, and fertilizers to improve production [21]. The price of these production inputs has increased, leading to increased production costs [2]. The introduction of Bt cotton cost farmers more than non-Bt varieties due to technological costs [22]. The increased cost per hectare of cotton production has steadily reduced the profit margin, while its prices, inputs, and weather significantly impact cotton production [23]. Plant protection is crucial to improve yield and profitability since each production input plays an important role in cotton production. The present study has been undertaken to identify the influence of these inputs.
Furthermore, farmers must understand the financial possibility of introducing biopesticides to the market to make lucrative decisions. The economic benefits of genetically modified cotton to small-scale growers in South Africa have been well documented [24]; however, no cost-benefit analyses have been conducted on the biological control of non-genetically modified cotton for small-scale farmers. Therefore, this study attempted to estimate the input costs and the gross profit of cotton production. The study will examine the cost-benefit analysis of biopesticides and chemical insecticides on non-genetically modified cotton.
MATERIALS AND METHODS
Trials site, layout, and planting
Field trials to control bollworms and leafhoppers were conducted at the Agricultural Research Council (25°39.0 S, 27°14.4 E) in Rustenburg, South Africa. The trials were randomized block design, with each treatment repeated four times. Conventional cotton seed DeltaOPAL, a non-GM cultivar from Monsanto, was planted under irrigated conditions.
Insecticides application
In the bollworm experiment, Bb endophyte (University of KwaZulu-Natal: Pietermaritzburg, South Africa), Eco-Bb®, Bolldex®, and Delfin® (Andermatt Madumbi: Hilton, KwaZulu-Natal) were compared with pyrethroid, Karate® (Syngenta: Centurion, South Africa), and untreated control. In the leafhopper experiment, Eco-Bb®, Bb endophyte, and NOMU-PROTEC® (Andermatt PHP: Midlands, South Africa), were evaluated in comparison with the insecticides, Karate® EC, Bandit® 350 SC, and Chlorpyrifos® 480 EC (Arysta LifeScience: Durban, South Africa), and untreated control. Insecticide application commenced 13 weeks after planting, with ten weekly applications conducted. Because of the UV sensitivity of the biopesticides, insecticide applications were done later in the day [25] using knapsack sprayers. Two laborers administered the insecticides and conducted weed hoeing at the wage rate of US$10.87/day for ten applications and at the cost of five laborers per day for ten days.
Cost-benefit analysis
Costs for seed and pesticides, field preparation, and trial maintenance were all in the cost-benefit analysis. The study did not consider externalities related to each treatment, such as possible effects on the environment, natural enemies, and the safety of farmworkers and consumers. The suppliers provided the costs for the treatments and seed, and the ginnery's selling price determined the cost per kilogram of seed cotton.
The net Return was determined using the formula below, adapted from Ali et al. [26]:
Net Return = Total revenue earned – Total cost of production |
(1) |
After input costs are deducted, the net Return is the profit generated after selling seed cotton to a ginnery. At the same time, total revenue refers to the quantity received.
Cost-benefit ratio
Using the cost of each treatment and seed cotton yield, the cost-benefit ratio was computed. The formula below, utilized by Gayi et al. [15], was used to construct the cost-benefit analysis cost ratio of the treatments:
Cost-Benefit Ratio = Total income earned ÷ Total cost of production |
(2) |
The revenue from selling seed cotton is represented by the total income earned. The total cost of production shows the costs incurred to produce the cotton seed yield. The following index was used to determine the benefit-cost ratio: A seed cotton yield was deemed commercially sustainable if the benefit-cost ratio was greater than 1, and less than one suggested that the yield was not. A break-even benefit-cost ratio of 1 was assumed.
RESULTS AND DISCUSSION
Cost of pesticides
Table 1 provides the cost of each treatment per hectare. The highest treatment cost was documented where Delfin® (US$602.32) and Bolldex® (US$495.74) were applied. The lowest price of treatment per hectare was observed with Chlorpyrifos® 480 EC (US$27.93). The lowest cost of the other treatments was US$46.80, while the highest was US$226.44.
Table 1. Application rates and costs of biopesticides and chemical insecticides.
Trade name |
Active ingredient |
Rate |
Unit cost |
Total* |
Eco-Bb® |
Beauveria bassiana |
300 g/ha |
US$22.64/300 g |
US$226.44 |
Bolldex® |
Nucleopolyhedrovirus |
200 ml/ha |
US$123.94/500 ml |
US$495.74 |
Delfin® |
Bacillus thuringiensis |
1 kg/ha |
US$60.23/kg |
US$602.32 |
Bb endophyte |
Beauveria bassiana |
300 g/ha |
US$22.64/300 g |
US$226.44 |
NOMU-PROTEC® |
Metarhizium rileyi |
300 g/ha |
US$22.64/300 g |
US$226.44 |
Karate® EC |
Lambda-cyhalothrin |
120 ml/ha |
US$49.06/l |
US$58.87 |
Chlorpyrifos® 480 EC |
Chlorpyrifos |
200 ml/ha |
US$13.96/l |
US$27.93 |
Bandit® 350 SC |
Imidacloprid |
200 ml/ha |
US$23.40/l |
US$46.80 |
*The total value is based on ten sprays per hectare at the application rate. The price unit has been converted to the United States dollar based on the average exchange rate in 2018: ZAR 13.2488.
Production costs
The list and costs of inputs needed to grow one hectare of cotton are displayed in Table 2. In addition to the expenses incurred for obtaining the pesticides, the additional costs associated with production amounted to $1 396.50 per hectare. These expenses cover seed, clearing the land, planting, pulling weeds, dousing with pesticides, and harvesting. The manual weed control method incurred the highest cost of $543.45, with harvesting coming in second at $360.79. The total production costs for each treatment are shown in Tables 3-6. In the bollworm experiment, the treatment with Karate® EC (US$1 455.38) showed the lowest production costs per hectare, while the treatment with Delfin® (US$1 998.82) showed the highest production costs. The leafhopper experiment plots treated with chemical insecticides had the lowest production costs. The most affordable options were Chlorpyrifos® 480 EC (US$1 424.43), Bandit® 350 SC (US$1 443.30), and Karate® EC (US$1 455.38). The application of Eco-Bb®, Bb endophyte, and NOMU-PROTEC® resulted in the highest costs, totaling US$1 622.94.
Table 2. Total input costs for the other production activities.
Input |
Quantity |
Cost/ha |
Cottonseed |
8kg/ha |
US$78.12 |
Ripping |
Tractor hire/ha |
US$84.31 |
Discing |
Tractor hire/ha |
US$56.23 |
Planting |
Tractor hire/ha |
US$56.23 |
Hand hoeing |
5 workers/day for 10 days @ US$10.87 |
US$543.45 |
Spraying of pesticides |
2 workers/day for 10 days @ US$10.87 |
US$217.38 |
Harvesting |
Tractor hire/ha |
US$360.79 |
Total |
|
US$1 396.50 |
Table 3. Estimates of cost-benefit analysis of the chemical and biological insecticides in the cotton bollworm experiments in 2017.
Treatments |
Quantity |
Cost/ treatment* |
Other costs |
Total costs |
Cotton yield |
Cost/kg |
Income |
Net Return |
Cost-benefit Ratio |
|
ha-1 |
(US$ ha-1) |
(US$) |
(US$) |
(kg ha-1) |
(US$) |
(US$ ha-1) |
(US$ ha-1) |
|
Control |
0 |
US$0 |
US$1 396.50 |
US$1 396.50 |
4 168 |
US$0.45 |
US$1 887.57 |
US$491.06 |
1.4 |
Eco-Bb® |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
3 055 |
US$0.45 |
US$1 383.52 |
- US$239.42 |
0.9 |
Bolldex® |
200 ml |
US$495.74 |
US$1 396.50 |
US$1 892.25 |
5 987 |
US$0.45 |
US$2 711.34 |
US$819.09 |
1.4 |
Delfin® |
1 kg |
US$602.32 |
US$1 396.50 |
US$1 998.82 |
3 523 |
US$0.45 |
US$1 595.47 |
- US$403.36 |
0.8 |
Bb endophyte |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
3 100 |
US$0.45 |
US$1 403.90 |
-US$2 902 |
0.9 |
Karate® EC |
120 ml |
US$58.87 |
US$1 396.50 |
US$1 455.38 |
5 133 |
US$0.45 |
US$2 324.59 |
US$869.21 |
1.6 |
*The cost per treatment is based on ten applications per season.
Table 4. Estimates of cost-benefit analysis of the chemical and biological insecticides in the cotton bollworm experiment in 2018.
Treatment |
Quantity |
Cost/ treatment* |
Other costs |
Total cost |
Yield |
Cost/kg |
Income |
Net Return |
Cost-benefit Ratio |
|
ha-1 |
(US$ ha-1) |
(US$) |
(US$) |
(kg ha-1) |
(US$) |
(US$ ha-1) |
(US$ ha-1) |
|
Control |
0 |
US$0 |
US$1 396.50 |
US$1 396.50 |
4 673 |
US$0.45 |
US$2 116.27 |
US$719.76 |
1.5 |
Eco-Bb® |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
5 961 |
US$0.45 |
US$2 699.57 |
US$1 076.63 |
1.7 |
Bolldex® |
200 ml |
US$495.74 |
US$1 396.50 |
US$1 892.25 |
6 818 |
US$0.45 |
US$3 087.68 |
US$1 195.43 |
1.6 |
Delfin® |
1 kg |
US$602.32 |
US$1 396.50 |
US$1 998.82 |
5 755 |
US$0.45 |
US$2 606.27 |
US$607.45 |
1.3 |
Bb endophyte |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
6 409 |
US$0.45 |
US$2 902.45 |
US$1 279.51 |
1.8 |
Karate® EC |
120 ml |
US$58.87 |
US$1 396.50 |
US$1 455.38 |
6 405 |
US$0.45 |
US$2 900.64 |
US$1 445.26 |
2.0 |
*The cost per treatment is based on ten applications per season.
Table 5. Estimates of cost-benefit analysis of the chemical and biological insecticides in the cotton leafhopper experiment in 2017.
Treatment |
Quantity |
Cost/ treatment* |
Other costs |
Total cost |
Yield |
Cost/kg |
Income |
Net Return |
Cost-benefit Ratio |
|
ha-1 |
(US$ ha-1) |
(US$) |
(US$) |
(kg ha-1) |
(US$) |
(US$ ha-1) |
(US$ ha-1) |
|
Control |
0 |
US$0 |
US$1 396.50 |
US$1 396.50 |
4 810 |
US$0.45 |
US$2 178.31 |
US$781.81 |
1.6 |
Eco-Bb® |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
5 960 |
US$0.45 |
US$2 699.11 |
US$1 076.17 |
1.7 |
Bb endophyte |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
5 830 |
US$0.45 |
US$2 640.24 |
US$1 017.30 |
1.6 |
NOMU-PROTEC® |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
5 600 |
US$0.45 |
US$2 536.08 |
US$913.14 |
1.6 |
Karate® EC |
120 ml |
US$58.87 |
US$1 396.50 |
US$1 455.38 |
5 980 |
US$0.45 |
US$2 708.17 |
US$1 252.79 |
1.9 |
Chlorpyrifos® 480 EC |
200 ml |
US$27.93 |
US$1 396.50 |
US$1 424.43 |
5 020 |
US$0.45 |
US$2 273.41 |
US$848.98 |
1.6 |
Bandit® 350 SC |
200 ml |
US$46.80 |
US$1 396.50 |
US$1 443.30 |
5 820 |
US$0.45 |
US$2 635.71 |
US$1 192.41 |
1.8 |
*The cost per treatment is based on ten applications per season.
Table 6. Estimates of cost-benefit analysis of the chemical and biological insecticides in the cotton leafhopper experiment in 2018.
Treatments |
Quantity |
Cost/ treatment* |
Other costs |
Total costs |
Cotton yield |
Cost/kg |
Income |
Net Return |
Cost-benefit Ratio |
|
ha-1 |
(US$ ha-1) |
(US$) |
(US$) |
(kg ha-1) |
(US$) |
(US$ ha-1) |
(US$ ha-1) |
|
Control |
0 |
US$0 |
US$1 396.50 |
US$1 396.50 |
5 090 |
US$0.45 |
US$2 305.11 |
US$908.61 |
1.7 |
Eco-Bb® |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
6 320 |
US$0.45 |
US$2 862.15 |
US$1 239.21 |
1.8 |
Bb endophyte |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
6 763 |
US$0.45 |
US$3 062.77 |
US$1 439.83 |
1.9 |
NOMU-PROTEC® |
300 g |
US$226.44 |
US$1 396.50 |
US$1 622.94 |
6 300 |
US$0.45 |
US$2 853.09 |
US$1 230.15 |
1.8 |
Karate® EC |
120 ml |
US$58.87 |
US$1 396.50 |
US$1 455.38 |
5 340 |
US$0.45 |
US$2 418.33 |
US$962.96 |
1.7 |
Chlorpyrifos® 480 EC |
200 ml |
US$27.93 |
US$1 396.50 |
US$1 424.43 |
6 310 |
US$0.45 |
US$2 857.62 |
US$1 433.19 |
2.0 |
Bandit® 350 SC |
200 ml |
US$46.80 |
US$1 396.50 |
US$1 443.30 |
6 968 |
US$0.45 |
US$3 155.61 |
US$1 712.31 |
2.2 |
*The cost per treatment is based on ten applications per season.
Seed cotton yield
Bollworm experiment
Tables 3 and 4 summarise the cost-benefit analysis of the pesticides applied in the cotton bollworm experiments. Eco-Bb®, Delfin®, and Bb endophyte had lower results than the control during the 2017 season. In plots treated with Bolldex®, the highest yields of 5 987 kg ha-1 (2017) and 6 818 kg ha-1 (2018) were observed. Compared to the control, plots treated with Bolldex® saw a 45% increase in seed cotton yield.
Leafhopper experiment
Compared to the untreated control, all the treatments showed higher seed cotton yields, and the net returns were greater than the production costs (Tables 5 and 6). With a 5 983 kg ha-1 seed cotton yield in 2017, Karate® EC was the most productive, followed by Eco-Bb® with 5 963 kg ha-1. Chlorpyrifos® 480 EC produced the lowest yield of 5 021 kg ha-1. Bandit® 350 SC had the highest seed cotton yield of 6 968 kg ha-1 in 2018, with Bb endophyte coming in second with 6 763 kg ha-1. Karate® EC (5 340 kg ha-1) yielded the least seed cotton.
Gross income
Bollworm experiment
The gross income of each treatment is summarized in Tables 3 and 4. Based on an average rate of US$0.45 kg-1, Bolldex® (US$2 711.34 and US$3 087.68) had the highest gross income in both seasons. Bb endophyte (US$1 403.90) and Eco-Bb® (US$1 383.52) had the lowest gross income in 2017. In 2018, the untreated control (US$2 116.27) had the most insufficient gross income, followed by the treatment of Delfin® (US$2 606.27). The treatments' gross income ranged between US$2 606.27 and US$3 087.68.
Leafhopper experiment
Tables 5 and 6 summarize the gross income in the leafhopper experiment during the 2017 and 2018 seasons. The highest gross income was found in the treatment of Karate® EC (US$2 708.17) and Eco-Bb® (US$2 699.11) in 2017. Chlorpyrifos® 480 EC (US$2 273.41) exhibited the lowest gross income compared to the other treatments. All the treatments ranged between US$2 273.41 and US$2 708.17, except for the control (US$2 178.31). In 2018, Bandit® 350 SC (US$3 155.61) had the highest gross income, while Karate® EC (US$2 418.33) had the lowest. The other treatments had a gross income ranging from US$2 857.62 to US$3 062.77.
Net income
Bollworm experiment
Tables 3 and 4 show the net incomes for each treatment during the 2017 and 2018 seasons. In 2017, Karate® EC (US$869.21) had the highest net income, while Delfin® (-US$403.36) had the lowest. Bb endophyte, Delfin®, and Eco-Bb® had lower net incomes than the control. Other treatments had a net gain from -US$239.42 to US$819.09. In 2018, Karate® EC had the highest net income of US$1 445.26, while the lowest net income was obtained from Delfin® (US$607.45). Other treatments had a net gain between US$1 076.63 and US$1 279.51.
Leafhopper experiment
In both seasons, all treatments had higher net income than the control (Tables 5 and 6). Treatment of Karate® EC had the highest net income of US$1 252.79 during the 2017 season, while Chlorpyrifos® 480 EC had the lowest net income of US$848.98. A net income of between US$913.14 and US$ 1,192.41 was recorded from the other treatments. The highest net income of US$1 712.31 was recorded from the treatment of Bandit® 350 SC during the 2018 season, followed by Bb endophyte at US$1 439.83. Karate® EC had the lowest net income of US$962.96. Other treatments ranged from US$1 230.15 to US$1 433.19.
Cost-benefit ratio
Bollworm experiment
In 2017, the cost-benefit ratio indicated ratios of 1.6 for Karate® EC, 1.4 for Bolldex® and the control, compared to 0.9 ratios for Eco-Bb® and Bb endophyte, and 0.8 for Delfin® (Tables 3 and 4). During the 2018 season, Karate® EC had the highest cost-benefit ratio of 2, followed by Bb endophyte (1.8) and Eco-Bb® (1.7). In both seasons, the maximum cost-benefit Ratio was recorded from Karate® EC.
Leafhopper experiment
The results in Tables 5 and 6 include the cost-benefit ratio for the leafhopper experiment during the 2017 and 2018 seasons. In 2017, Karate® (1.9) had the highest cost-benefit ratio, while the lowest ratio of 1.6 was found with Bb endophyte, NOMU-PROTEC®, Chlorpyrifos® 480 EC, and the control. In 2018, the cost-benefit ratio was 1.7 for the management and Karate® EC, 1.8 for Eco-Bb® and NOMU-PROTEC®, and 1.9 for Bb endophyte. Chlorpyrifos® 480 EC and Bandit® 350 SC had the highest cost-benefit ratios of 2 and 2.2, respectively.
Cotton production in Sub-Saharan Africa faces competition from other crops [27]. This is because productivity has declined over time, linked to unfavorable external factors like shifting market prices and the cost of production inputs. Reducing input costs is as important as high productivity because cotton markets are competitive [23]. The climate, the accessibility of inexpensive inputs, and the cotton industry's success all play major roles in cotton production. Changes in supply and demand, as well as the state of the global cotton market, are the causes of price swings. The net income obtained in this study varied depending on the treatment based on input costs and yield obtained.
Cost of treatments
The results show that biopesticides have been much more costly than conventional pesticides. The cost of Delfin® per hectare was the most expensive at US$602.32 per 10 sprays. Each chemical insecticide costs less than US$100 per hectare. Chemical insecticides probably cost less because of fixed costs associated with using a large portion of the farming community [28]. Ali et al. [26] state Pakistan's seed costs have not changed over time despite increased pesticide inputs. Bolldex® (HaNPV) has also been found to be an expensive treatment at US$495.74. In a study conducted by Ojha et al. [29], HaNPV was also found to be the most costly treatment, followed by B. bassiana against H. armigera. They also concluded that treating B. thuringiensis would be a cheaper alternative to HaNPV or B. Bassiana, contrary to what had been found in these cotton trials. In Kenya, Constantine et al. [28] indicated that the highest average amount spent by farmers on B. bassiana was US$131 ha−1 and US$95 ha−1 for B. thuringiiensis. Olson [30] reported that, compared to the development of biopesticides, which requires up to $10 million and four years, it is only worth $250 million or nine years for chemical pesticide development and regulation. According to Constantine et al. [28], farmers must be satisfied with the effectiveness of a new product, including the purchase cost and risk that the product will be ineffective against a pest for which it is intended. Farmers must be more aware of biopesticide use as they may not immediately work. Constantine et al. [28] reported that the availability and affordability of biopesticides were among the factors contributing to small-scale farmers' low use of them.
Costs of other inputs
High yields and minimum production costs represent the essential factors to compete in cotton markets, as Amrouk et al. [31] noted. There are additional costs associated with managing pests on cotton, such as those related to seed, cultivation, labor, weed control, and harvesting. Input costs, such as land preparation and irrigation costs, positively affect revenue in Pakistan, whereas pesticides and fertilizers negatively affect revenues [32]. The advantage of growing more areas is that the cost of production can be spread over an increased amount of cotton acres, which enables farmers to share some costs among different crops and increase crop profitability [33].
Labor costs
One of the most expensive inputs in cotton production is labor [34]. However, for cotton farmers with little financial support and small land sizes, labor wages are the household's main source of cash income [35]. Smallholder farmers frequently use family labor and base their output levels on how much cotton each family can manage [36]. According to Blaise and Kranthi [37], the cost of labor accounts for the largest portion of production costs, while Belay et al. [35] noted that a sizable portion of Ethiopia's input costs are attributable to labor and equipment costs. According to Sarker and Alam [38], labor costs for cotton production in Bangladesh account for 28.60% of total production costs. In contrast, in India, labor costs can account for as much as 50% of total operating costs [39]. Labor and pesticide costs were listed as two of the major cost items in Turkey; larger farms have higher costs, though [40]. Despite the government's robust cotton support program, China has also reported rising production costs due to increased labor costs [41].
Weed control and harvesting costs
Hand hoeing had the highest cost of $543.45 for controlling weeds. Creating a single effective technique in larger cotton fields is more challenging due to variations in weed species, and soil properties [42]. Farmers are encouraged to successfully combine crop rotation, soil cultivation, hand harvesting, and herbicide application to combat weeds in cotton production [43]. One method for lowering labor expenses associated with weed control in cotton production is the implementation of strip-tillage systems [44]. Mishra et al. [45], reported that manual harvesting is one of the most costly agricultural operations in cotton production. This is mainly due to labor-intensive activities carried out by hand over a harvest period. They suggested that mechanical harvesting could be important in reducing cotton production costs. In addition, to minimize crop labor costs, Bai et al. [46] pointed out that mechanization and precision sowing were essential for cotton farming.
Yield
The gross margin and net profit of cotton production are largely influenced by yield. Every year, the climate and various maintenance problems like weeds, pests, and diseases affect cotton yields [47]. For the bollworm experiment, a range of 4 500 to 6 400 kg ha-1 seed cotton yield per treatment was obtained; for the leafhopper experiment, a minimum of 5 600 kg ha-1 and a maximum of 6 900 kg ha-1 were obtained. With seed cotton yields of less than 3,600 kg ha-1 in 2017, plots treated with Bb endophyte, Delfin®, and Eco-Bb® had the lowest yields. During the same period, South Africa's average yield of irrigated cotton was 4 411 kg ha-1 [48]. FAO [49] states that with 35% lint, irrigated cotton can yield seed cotton yields of 4 000–5 000 kg ha-1 [49].
Income
The bollworm and leafhopper experiments yielded the highest gross income of US$3 087.68 and US$3 155.61, respectively, at an average rate of US$0.45 per kilogram supplied by the ginner. The bollworm experiment yielded the lowest gross income of US$1 383.52, while the leafhopper experiment yielded the most insufficient gross revenue of US$2 273.41. The low yields recorded for the 2017 season were the cause of the bollworm experiment's meager income. When harvested mechanically, irrigated cotton in South Africa has an estimated 5,000 kg ha-1 yield and can bring in over US$3,000 per hectare at US$0.57/kg [50]. For mechanical harvesting, the estimated break-even point is US$285.31 kg ha-1. Reddy [51] reported that between 2010 and 2015, the average gross income in India was $1 091.42 per hectare, while the average net income was US$138.05 per hectare. According to DAFF [52], the average gross value of agricultural production in South Africa was estimated to be US$20,67 million in 2017, and the gross income increased by 29.3% to US$22.49 million. According to DAFF, seed cotton was US$0.60 kg-1 in 2017 and US$0.56 kg-1 in 2018. The international price estimates for cotton align with the seasonal price; however, the grading of the cotton lint determines the pricing of various ginners.
After subtracting the entire cost of production from the total revenue, the net income from the plots treated with Karate® EC was higher than the net income from the other treatments. When Cole et al. [53] assessed the effect of Karate® EC against cotton pests, they observed a 12% increase without any appreciable changes to the season's predator-to-pest ratios. According to Mink [54], timely application of Karate® resulted in higher yields than untreated Bt cotton. Similarly, Javaid et al. [55] discovered that Karate® provided a degree of pest control and substantially increased cotton yields in Mozambique.
Cost-benefit ratio
Producers must carefully select the inputs used in their production to maximize profit and increase the cost-benefit ratio [56]. The goal of the cost-benefit ratio is to provide farmers with an estimate of the relative economic performance of the selected inputs [57]. This ratio, according to Wei et al. [32], also demonstrates the amount of money generated by economic activity. The farmers' Return on investment increases with the cost-benefit ratio. The aforementioned cost-benefit ratios for this study demonstrated that the treatments were profitable and had a positive return on investment. The financial viability cost-benefit ratios of Bandit® 350 SC, Chlorpyrifos® 480 EC, and Karate® EC were significantly higher than those of the biopesticides. The high cost of biopesticides significantly impacted the cost-benefit ratio of those treatments. Due to the low seed cotton yields in the bollworm experiment during the 2017 season—which indicated a net loss of up to US$403.36 per hectare—the cost-benefit ratios of Eco-Bb®, Delfin®, and Bb endophyte were less than one. While the Delfin® treatments showed the lowest cost-benefit ratio, Karate® EC consistently outperformed the other therapies in this regard. Patel and Das found that cotton fields treated with lambda-cyhalothrin had the highest cost-benefit ratio, which is consistent with this study. Based on what is financially feasible, Ugandan cotton farmers have started using lambda-cyhalothrin treatments [15]. In crops like chickpeas [58], pigeon peas [59], and mung beans [60], lambda-cyhalothrin has also been found to have high cost-benefit ratios.
Rudramuni et al. [61] found that lambda-cyhalothrin was one of the treatments with the lowest cost-benefit ratio against sucking pests and cotton bollworms, which is in contrast to the findings of the current studies. In their 2009 evaluation of the effectiveness of biopesticides against bollworms on cotton, Gadage et al. [62] found that Beauveria bassiana had the highest cost-benefit ratio (1:9.46), followed by Nomuraea rileyi (1:7.66), and HaNPV (1:3.97). However, this study's best cost-benefit ratios were not obtained from the Beauveria bassiana treatments (Eco-Bb® and Bb endophyte). In the leafhopper experiment, Bandit® 350 SC and Chlorpyrifos® 480 EC had the highest average cost-benefit ratios, at 2 and 1.8, respectively. This is mostly explained by how inexpensive the treatments are. Balakrishnan et al. [63] investigated the effectiveness of biopesticides against H. armigera on cotton and found that chlorpyrifos 20 EC had a good cost-benefit ratio of 1:3.66, followed by HaNPV (1:3.50). Bolldex® was the second-best pesticide with a cost-benefit ratio of 1.5, despite its high price. Similarly, Jeyarani et al. [64] found that a cost-benefit ratio of 1:2.48 was the highest after evaluating the effectiveness of several HaNPV isolates.
CONCLUSION
Each treatment's income, cost-benefit ratio, and benefit were mostly determined by the treatment's cost, input costs, and yield. Cotton growers must, therefore, increase productivity at the lowest feasible cost by using suitable agricultural inputs and good agricultural practices. Although some of the treatments in this study had higher yields, the high costs of the products resulted in lower net income and cost-benefit ratios, according to the cost-benefit analysis. Biopesticides are more expensive than chemical insecticides, but how often these products are applied will mostly depend on the level of pest infestation. Cotton growers can choose any evaluated treatments to include in a pest management program because all the biopesticides had overall cost-benefit ratios greater than 1. This study indicated factors to consider when a more comprehensive analysis is required.
ACKNOWLEDGMENTS: The authors acknowledge the Agricultural Research Council –Industrial Crops for providing the support to conduct the study. This study was part of a PhD thesis submitted to the University of KwaZulu-Natal.
CONFLICT OF INTEREST: None
FINANCIAL SUPPORT: The Agricultural Research Council –Industrial Crops funded the project as part of the employment of the author, L N Malinga. The funder was not part of the manuscript writing, editing approval, or publication decision.
ETHICS STATEMENT: None