Farm Income Research Articles

Assessing Ecological Compensation Policy Effectiveness: A Case Study in the Inner Mongolia Autonomous Region, China

As a vital component of the terrestrial ecosystem, grassland accounts for one-third of the global vegetation system. Grassland degradation has been exacerbated due to extreme overgrazing in China’s Inner Mongolia Autonomous Region (IMAR). While conservation was carried out via the Ecological Subsidy and Award Program (ESAP) to mitigate grassland degradation, little is known about its effectiveness in improving the biophysical conditions of grassland. This paper integrates the conceptual frameworks of total socio-environmental systems (TSESs) to assess how ecological systems respond to the ESAP, investigate the spatial heterogeneity of the ESAP, and explore the meddling effects of socio-environmental interactions on the ESAP. We integrated ecological, climate, and socioeconomic data and developed several hierarchical linear mixed models (HLMMs) to investigate how these factors interact with the ESAP in the IMAR. Our findings prove that the above-ground biomass between 2011 and 2015 responds significantly to variations in socioeconomic conditions and ecological communities. Available land resources, hospital and medical facilities, and net farmer and herdsman income are the most critical factors positively related to grassland productivity. Primary industries like mining, total consumer retail value, farming, forestry, animal husbandry, fishery productions, and GDP are the most damaging factors affecting biomass. Our study recommends a regionally or locally tailored ecological recovery policy, instead of a generalized one, in future efforts to conserve grassland.

Impact of Irrigation on Soil Water Balance and Salinity at the Boundaries of Cropland, Wasteland and Fishponds under a Cropland–Wasteland–Fishpond System

In order to explore the effect of fishponds on soil water, salt transport and salinization in cropland wasteland, a study on soil water balance and salt distribution pattern in a cropland–wasteland–fishpond system was carried out in 2022–2023 in a typical study area selected from the Yichang Irrigation Area of the Hetao Irrigation District. A water balance model was established for the cropland–wasteland–fishpond system to analyze the effects of irrigation on soil salinity at the boundaries of the cropland, wasteland, and fishpond. The results showed that the lateral recharge from the cropland to the wasteland during spring irrigation in 2022 was 24 mm, the lateral recharge generated by fishponds to wasteland was 18 mm, and the lateral recharge from fishponds to fishpond boundaries was 34 mm. In the fertility period of 2023, the lateral recharge from cropland to wasteland was 15 mm, the lateral recharge from fishponds to wasteland was 9 mm, and the lateral recharge from fishponds to fishpond boundaries was 21 mm. Due to the low salinity content of fishpond water, it diluted the groundwater of the wasteland, and the soil salinity at the boundary between the wasteland and the fishpond was monitored. The data show that the soil salinity at the boundary of the fishpond was smaller than that of the wasteland, which indicates that the migration of fishpond water to the wasteland will not lead to an increase in the soil salinity of the wasteland, but rather to a decrease in the soil salinity of the wasteland. Fishpond regulation has a significant impact on soil and groundwater, and when the topographic conditions of the Hetao irrigation area allow, the model of cropland–wasteland–fishpond can be appropriately adopted to solve land degradation and increase the economic income of farmers; the results of the study provide a contribution for the improvement of the management of land use and soil salinization in the Hetao irrigation area.

Does the Comprehensive Commercial Logging Ban Policy in All Natural Forests Affect Farmers’ Income?—An Empirical Study Based on County-Level Data in China

The Comprehensive Commercial Logging Ban Policy (CCLBP) in natural forests as the strictest forest conservation measure brings uncertainty to the income of farmers engaged in forest land management. Therefore, clarifying the impact and heterogeneity of the CCLBP on farmers’ income has become a significant issue of current concern. Based on county-level panel data from China covering the period 2000–2020, this study uses Regression Discontinuity Design (RDD) to identify the impact of the CCLBP on farmers’ income. The empirical results show that (1) the CCLBP has a significantly positive effect on farmers’ income, with the policy leading to an increase in farmers’ income of approximately RMB 411–582; (2) the impact of the CCLBP on farmers’ income exhibits regional heterogeneity, with significant positive effects observed in Hebei, Shandong, Hubei, and Shaanxi, significant negative effects observed in Guangxi, and insignificant effects observed in other provinces; and (3) the CCLBP not only promotes the development of non-agricultural industries and labor mobility but also effectively reduces capital outflow, thereby increasing farmers’ income. This study contributes to the understanding of the underlying mechanisms between the CCLBP and farmers’ income, and it has significant practical implications for promoting the increase in farmers’ income, narrowing the income gap among farmers, and achieving common prosperity. It can also provide valuable insights and guidance for global forest protection.

ENTOMOPHAGY AS A POTENTIAL TOURISM PRODUCT: THE CASE OF THE MOPANI DISTRICT, LIMPOPO PROVINCE, SOUTH AFRICA

Entomophagy and entomophagy tourism have been gaining traction as a growing trend in various parts of the world. Although the concept may be relatively new in some regions, entomophagy has existed for many years and offers various benefits for farmers, local communities, and tourists alike. Entomophagy tourism involves a tourist visiting an area to learn about and experience insect-based foods in various forms such as tasting dishes or participating in insect harvesting and preparation. When implemented sustainably, entomophagy tourism can generate additional farmer income, create job opportunities, utilise more farm resources, and preserve natural and cultural heritage. This study aimed to explore and assess the potential of entomophagy tourism in the Mopani District, Limpopo Province, South Africa. This involved investigating the cultural, ecological, and economic dimensions of insect consumption in the region, specifically focusing on how entomophagy can be leveraged to promote tourism. Ultimately, the goal was to provide insights and recommendations that can contribute to the sustainable development of entomophagy tourism in the Mopani District, fostering cultural preservation and economic growth in the region.

PSLBII-12 Cloning and analysis of target-specific CRISPR RNA and screening primers to create β-lactoglobulin knock-out goat fibroblast cell lines for nuclear transfer

Abstract Goat milk and meat are primary or additional source of income for small farmers in large parts of the world. Goat farming is increasing in southeastern United States, due to influx of ethnic populations. Goat milk is rich in health promoting nutrients compared with other livestock milk; however, its consumption results in allergenicity in humans due to presence of β-lactoglobulin protein in milk. Although some efforts have been made to eliminate allergenicity by modifying β-lactoglobulin gene, especially in Chinese goats, more research is needed to make it a reality. The objective of this study was to design, clone and characterize CRISPR RNA (crRNA) in a plasmid vector containing Cas 9 expression cassette as well as design and analyze PCR primers for efficient screening of edited genomes as a prelude to create and analyze β-lactoglobulin knock-out goats. Three crRNAs, two from exon 1 and one from exon 2 of goat β-lactoglobulin gene with 5 base hangovers were designed and cloned individually in GeneArt CRISPR Nuclease plasmid Vector. Sequence analysis of selected plasmid clones using U 6 promoter primer, upstream of the crRNA insert, confirmed that at least 3 clones of each crRNA had the right sequence. Additionally, 4 sets (forward and reverse) of primers to amplify 4 loci in β-lactoglobulin gene flanking the crRNA sequences in goat genome were designed. PCR amplification using genomic DNA isolated from goat blood as well as goat skin fibroblasts (GSF) confirmed expected single bands of 655, 812, 502 and 437 bps with respective primer sets. Transfection of 3 crRNA clones in GSF cells and their analysis for site-specific genome modification is in progress. In conclusion, we have designed, cloned, and tested crRNA in a plasmid vector along with 4 sets of PCR primers to screen for edited genomes which will be useful to create β-lactoglobulin edited goats to eliminate milk allergenicity.

Effects of Maize–Lablab Intercropping and Lactic Acid Bacteria Additives on Forage Yield, Fermentation Quality and Profitability

Intercropping systems and exogenous microorganism additives are recognized for their potential to influence silage fermentation and quality. This study aims to evaluate the impacts of maize–lablab bean intercropping and lactic acid bacteria (LAB) additives on silage yield, nutritional quality, and economic profitability. A randomized block design was employed with two cropping patterns—maize monocrop (M) and maize–lablab intercrop (ML)—and five additive treatments: No additives (CK), and varying ratios of Lactobacillus Plantarum (LP) and Lactobacillus Buchneri (LB), T1 (100% LP), T2 (9LP:LB), T3 (8LP:2LB), and T4 (100% LB). The silage was analyzed and evaluated for its nutritional quality, fermentation quality, and fermentation effect after 90 days of fermentation. ML intercropping significantly enhanced the fresh matter yields by 8.59% and crude protein content by 8.73% compared to M. From the point of view of inoculation with different lactobacilli, the pH, AA, and NH3-N/TN were lower in the T2 and T3 treatments than in the other treatments, while LA was significantly higher. The V-score, which reflects the overall fermentation quality, was excellent across all treatments, with scores exceeding 80 points; the T2 treatment in ML silage achieved the highest score of 99.58. In addition, intercropping can increase the net income of farmers by 21.67%. In conclusion, maize–lablab intercropping combined with LAB inoculation, particularly with the T2 and T3 treatments, significantly enhances the silage quality and economic returns by reducing pH, increasing the LA content, and improving the CP levels. This study is the first to comprehensively analyze the synergistic effects of altering cropping systems and adding functional microorganisms on forage yield and fermentation quality, offering strategic insights for farms, especially mixed farms, to produce high-quality feed. We recommend adopting these methods to improve feed quality and maximize the profitability of silage production systems.

Influencing factors and countermeasures of training willingness of high-quality farmers in Jiangxi, China

This paper studies the factors influencing the training willingness of high-quality farmers, which is of great significance to improve the training efficiency. Through face-to-face interviews with 18 farmer trainees and online surveys of 514 farmer trainees, It was found that training content, training service and farmers' perception of training policy had significant impact on training willingness. However, demographic factors such as gender, age, education level, Agricultural post and previous farm income had insignificance on training intention. On this basis, countermeasures and suggestions were put forward from three aspects to improve the training willingness of high-quality farmers. Through pre-training demand survey, precise training content was proposed. Optimizing the training service and improving the satisfaction of training service, and improving policies and systems to protect the interests of farmers participating in training can be meaningful to enhance the internal motivation of farmers to actively participate in education and training.

Sustainable Agritourism for Farm Profitability: Comprehensive Evaluation of Visitors’ Intrinsic Motivation, Environmental Behavior, and Satisfaction

Unstable farm income and the desire to diversify revenue sources have increased the significance of agritourism as an alternative economic opportunity for farmers and ranchers. Agritourism integrates the top economic drivers—agriculture and tourism—and has been identified as a highly effective complementary business for farmers to generate additional income and mitigate the financial uncertainties associated with traditional farming enterprises. Visitors’ satisfaction is critical for operating a successful agritourism business, as it influences destination choice, consumption of products and services, and the decision to return. This study examined the relationship between agritourism visitors’ intrinsic motivation, environmental behavior, satisfaction, and intentions to revisit and recommend. With a total of 615 survey responses, the study reveals a significant relationship between agritourism visitors’ intrinsic motivation, environmental behavior, and satisfaction related to destination, risk, and food attributes. Furthermore, visitors’ overall satisfaction with these three attributes significantly influences their intentions to revisit and recommend the destination. The findings of this study will enable agritourism operators and policymakers to formulate appropriate policies for the sustainable development of this sector. Future promotional and educational tools could be developed based on these findings.

Phase Transfer Catalysis: New Technology to Boost Organic Farming

Introduction of Phase Transfer Catalysis (PTC) technology, which was developed in the 1970s has revolutionised the dyes and pharmaceutical industries in many ways. PTC is a process that facilitates the organic compounds to move from one phase to another phase, without any change in the chemical qualities. Application of this technology was explored in the 1980s for agriculture, by using different plant extracts as PT catalysts. The objective was to facilitate increased absorption of nutrients by plants, by stimulating plant growth and easy availability of nutrients in the soil. Introduction of nano-carbon materials with nutrients and herbal growth stimulants could further support the crop growth by facilitating increased uptake of nutrients, apart from enabling the plants to develop resilience to harsh environmental conditions, resulting in higher crop yields. Some organic bio-stimulants developed recently by Snehasrusthi Group in India have been very successful in improving the growth, yield and quality of several seasonal and perennial crops in India. These bio-stimulants have excellent potential to boost organic agricultural production and income of farmers in the future.

Upscaling ecological restoration by integrating with agriculture

Transformative change is needed to align common small‐scale ecological restoration approaches with expectations to restore millions of hectares of degraded lands globally. Currently, most restoration projects target small areas using costly manual methods that cannot be scaled up to meet global commitments. We propose that a judicious integration of agricultural practices into ecological restoration offers an opportunity to address this issue. This transformative process relies on three sequential and interconnected steps: (1) ensure that sufficient land is truly available for restoration; (2) compensate for the loss of agricultural production, income, or land value to encourage landholders to opt for restoration; and (3) develop scalable, affordable, and effective methods for restoring native ecosystems across the pledged hundreds of millions of hectares to deliver benefits to both nature and people. Large‐scale terrestrial restoration will require incorporating agronomic practices into the restoration toolbox to go beyond vague, ambitious promises and wishful thinking.

Factors Influencing Farmers’ Willingness to Pay for NPK Fertilizer in Specialty Coffee: Insights from Pagar Alam, Indonesia

Robusta coffee cultivation in Pagar Alam City has not been carried out optimally because most farmers do not practice precision farming patterns in the use of production inputs to increase coffee plant productivity, including the use of unsubsidised coffee-specific fertilisers. In order to be accepted by farmers, fertiliser companies must pay attention to the willingness to pay of farmers for these fertilisers. For this reason, the study aims to: (1) determine farmer perceptions of nutrient content, ease of use and quality of fertiliser, (2) determine the value of farmers’ willingness to pay for unsubsidised NPK fertiliser for coffee in Pagar Alam City, and (3) determine the effect of nutrient content, ease of use and quality of fertiliser and other factors on farmers' WTP in Pagar Alam City. The research location was determined purposively with the consideration that Pagar Alam City is one of the highest coffee producing areas in Indonesia. A total of 100 coffee farmers were used as samples and interviewed using a prepared questionnaire. Data on farmers' willingness to pay was obtained by using the contingent valuation method (CVM). Descriptive analysis was used to determine the level of farmers' perception of nutrient content, ease of use and quality of fertiliser. Multiple linear regression methods was used to analyze the effect of nutrient content, ease of use and fertiliser quality and other factors on farmers' WTP. The results showed that the average value of farmers' WTP for unsubsidised NPK fertiliser for coffee was IDR 11,160 per kg which is lower than the price of unsubsidised NPK fertiliser commonly paid by coffee farmers. The study found that fertiliser quality, ease of fertiliser uses and fertiliser nutrient content, farm income level, land size, age, farming experience, household size and farmer membership status in farmer groups significantly affect the farmers’ WTP.

Perennial species diversity, ecosystem carbon stocks and carbon income in coffee-based agroforestry systems along an elevation gradient in South-eastern Ethiopia

In the current context of deforestation, coffee-based agroforestry system (CAFS) is credited for climate change (CC) mitigation and biodiversity conservation while supporting local livelihoods. Despite integrating shade tree species in CAFS, empirical studies to support this assertion are inadequate in Eastern Africa, and hence, its ecosystem services provisions are less understood. We evaluated perennial species diversity, carbon (C) stocks in the biomass and soil organic C (SOC) along an elevation gradient of 72 plots of shade coffee, while 36 plots were selected for without-shade coffee systems within three elevations, namely, low (1600–1750 masl), mid (1750–1850 masl) and high (1850–2000 masl) elevations in Southeastern Ethiopia. The perennial species diversity and biomass, SOC, fine root and litter C stocks were evaluated. Perennial species Shannon diversity significantly differed among the studied elevations (p < 0.001). Shaded coffee had significantly higher ecosystem C stocks than without shaded coffee systems (p < 0.05). The highest C stocks were found in the soil in both coffee systems. However, we found a weak relationship between the Shannon diversity and biomass C. The C income in shaded coffee was 70 % higher than without shaded coffee systems. The present study showed that shaded coffee accumulates more C and provides additional benefits from C credits. Hence, CAFS deliver ecosystem services that enhance biodiversity conservation and CC mitigation while generating an additional C income for farmers. However, we learned that the impact of perennial plant diversity on C stock and C income is context and site-specific.

Effect of Non-Farm Income on Income Inequality in Pakistan

The portion of farm households' income outside the farm, such as non-farm salaries and wages, pensions, and interest income, is referred to as non-farm income. In Pakistan, non-farm profit is an essential source of income. "income inequality" describes the inequitable income distribution between people or families in a community or economy. Income inequality is a significant issue worldwide, including in Pakistan. This research estimated the effect of non-farm income on rural and urban areas and analyzed the relationship between non-farm income and income inequality within households. Secondary data from the Pakistan Social and Living Standard Measurement Survey Household data (2019-20) was used. Multinomial Logistic Regression was applied to the data, and income inequality was calculated using the Gini coefficient. The population was divided into quartiles to measure income distribution. The research found that non-farm income raises income inequality, while farm income is an income equalizer among the population. The reason behind this is that a major portion of income or wealth is accessed by the upper society, with only a minor portion reaching the lower levels of the population. Specifically, the Gini coefficient for non-farm income was 0.65, indicating higher inequality, compared to 0.45 for farm income. In urban areas, non-farm income provides large opportunities, while rural areas predominantly depend on the farm sector. There is a need to raise awareness about the non-farm sector in rural sector. The study's policy implications include the following: In order to improve agricultural households' income and low-income disparity, non-farm income activities have to be promoted. The study also suggests that Inequalities within rural communities should be addressed as part of an equal development strategy, in addition to the rural-urban gap.

Pengembangan Strategi Pemasaran Hasil Pertanian Jagung

Developing a marketing strategy for corn agricultural products is an important step to increase the competitiveness and income of corn farmers in Indonesia. Corn as one of the main agricultural commodities has great potential to meet food and industrial needs. This discussion aims to analyze the current conditions of the corn market, identify the challenges faced by farmers, and formulate effective marketing strategies. The results of the discussion show that factors such as product quality, price and market accessibility greatly influence the success of corn marketing. Apart from that, the use of information technology and digital marketing has also been proven to increase market reach and distribution efficiency. Based on these findings, recommended marketing strategies include strengthening distribution networks, improving product quality through training for farmers, and using digital platforms for marketing. By implementing this strategy, it is hoped that corn farmers can increase their income and contribute to national food security

Resources Availability And Income Achievement: A Driving Force For Competitiveness Of Rice Farming Products In Tidal Land, South Sumatera, Indonesia

The land conversion of rice farming could only be prevented by increasing farming competitiveness. The first step is to map the resource availability supporting paddy farming and income achievement. Therefore, this study aimed to analyze resource availability and income achievement to increase paddy business competitiveness. It used a survey method and observed two populations of farmers producing paddy seed and rice in Tanjung Lago and Rambutan Districts, Banyuasin Regency. Simple random sampling was adopted to determine 130 respondents from two populations, each with 65 rice and paddy seed farmers. The findings showed that resource availability supports farming in tidal land, though it is significantly higher for paddy seed than rice farmers. Regarding income achievements, paddy seed farmers also have higher R/C and B/C values than rice farmers. Income for rice farmers mainly comes from corn, rubber, and oil palm, while paddy seed farmers earn from their farming. This implies that the chance of land conversion into plantations and corn farming is greater for rice than for paddy seed farmers. When this happens on a large scale and in the long term, it impacts national rice production. Therefore, improved resource availability and better integration in production could sustainably increase paddy farming production in tidal land.

Assessment of Urban Farming Production, and Contribution to the Households’ Livelihood: A Case of Kigali City and Musanze District

Agriculture plays an important role in the economic growth and food security control in developing countries including Rwanda. This research study was carried out in Kigali and Musanze. Urban farming is one way to best use useless places closed inside household fences, resulting in high yields. Due to their short production cycle, Horticultural crops provide a quick response to emergency food needs, particularly in cities. These species have considerable yields that generate more income for farmers when used appropriately. The main objective of this study was to analyze the factors influencing urban farming production, profitability, and contribution to the households’ livelihoods in Rwanda. The population of interest for this research study constituted smallholder farmers of vegetables and fruits in Kigali and Musanze cities. The sampling unit was the garden household. A multistage sampling technique was employed involving purposive sampling of four districts Gasabo, Kicukiro, Nyarugenge, and Musanze. The study used a sample frame of 1085 population and a sample size of 112 respondents. The results from the study indicated that ten factors over fourteen have a positive influence on urban farming production while four have a negative influence in the study area. The results also showed that the productive fruits grown are classified into five classes indicated in Figure 1. The results of the study revealed different places/methods used to grow vegetables/species and fruits such as bags, baskets and basins, hanging baskets, old wheels, pallet gardens, open ground, trellises, arches, shelves, fences window box walls. The results displayed that the crops do well in small areas/places closed inside the household’s fences. The results proved that urban farming contributed to the social economy through different parts example malnutrition control, money saving, and food security. The results pointed out that urban farming production is constrained by some challenges such as small owned parcels, lack of urban farming knowledge, lack of technologies, period of crop maturity, lack of capital, lack of awareness, habitation system, and infrastructures. However, urban farming development should be enhanced to maintain national food security and improve income for farmers.

ESTIMATING THE POVERTY STATUS AMONG GINGER WOMEN FARMERS IN KADUNA STATE, NIGERIA

This research estimated the poverty status among ginger women farmers in Kaduna State, Nigeria. Primary data were used based on a well-designed questionnaire. Data were analyzed using descriptive statistics, Foster, Greer and Thorbecke (FGT) poverty index, Tobit regression model, and principal component model. The outcome shows that the average age, years of farming experience, and educational level approximate 48 years, 9 years, and 11 years respectively. The poverty line approximate 4, 172.06 Naira (1 USD = 1 104 Naira). The poverty incidence 〖(P〗_0) is approximated at 0.5298, this correspond to 52.98% of ginger women farmers are poor, this add up to the fact that 63 ginger women farmers are poor, while 57 ginger women farmers were non-poor. The poverty depth 〖(P〗_1) which express the depth of an average poor ginger women farmers from poverty line is calculated as 0.2876 this interpret that 28.76% of ginger women farmers are poor. The severity of poverty 〖(P〗_2) which express the distance of each poor ginger women farmers to one another was calculated at 0.1967, this stand for that 19.67% of the ginger women farmers were severely poor. The educational level, years of ginger farming, income from ginger farming, off- farm income and membership of cooperative were different significantly from zero in influencing poverty status among ginger women producers. The major limitations were lack of credit facilities, lack of access to land, and lack of farm inputs. Credit (finance) at single digit interest rate should be made available to ginger women producers.

Factors Affecting Farmers’ Attitude towards Climate Resilient Agricultural Technologies in Telangana, India

Agriculture and climate change are interdependent processes on a global scale. To address the climatic risks in agriculture, adopting climate-resilient practices from the National Innovations on Climate Resilient Agriculture (NICRA) Project instead of traditional cropping methods is a strategy that not only enhances agricultural sustainability but also boosts farmers' income. Farmers' attitude is vital in the adoption of new technology. This paper examines the factors influencing farmers' attitude towards climate-resilient technologies under the NICRA project in the Suryapet and Khammam districts of Telangana, India. An ex-post facto research design was employed, with a sample of 200 respondents selected through a multistage simple random sampling technique. The profile characteristics viz., education, annual income, landholding, economic motivation, and innovative proneness, demonstrated a positive and significant correlation with farmers' attitude, as indicated by the correlation coefficient. Additionally, occupation and the farming system showed a significant positive association with attitude through the chi-square test. Stepwise multiple regression analysis identified factors such as water resource availability, economic motivation, risk-taking ability, education, individual and mass media exposure, and landholding as having a significant effect on farmers' attitude. To enhance the adoption of climate-resilient technologies under the NICRA project, efforts should focus on improving farmers' education, economic motivation, and access to water resources. Additionally, leveraging individual and mass media exposure can further strengthen positive attitude towards these technologies, ultimately leading to greater agricultural sustainability and increased income for farmers.

Are farmers willing to pay for low-carbon agriculture? Evidence from China

PurposeReducing carbon emissions in agriculture is vital for fostering sustainable agricultural growth and promoting ecological well-being in rural areas. The adoption of Low-Carbon Agriculture (LCA) by farmers holds great potential to accomplish substantial reductions in carbon emissions. The purpose of this study is to explore the farmers' preference and willingness to engage in LCA.Design/methodology/approachThis study employs the Choice Experiment (CE) method to examine farmers' preferences and willingness to adopt LCA, using field survey data of 544 rural farmers in the Weihe River Basin between June and July 2023. We further investigate differences in willingness to pay (WTP) and personal characteristics among different farmer categories.FindingsThe empirical results reveal that farmers prioritize government-led initiatives providing pertinent technical training as a key aspect of the LCA program. Farmers' decisions to participate in LCA are influenced by factors including age, gender, education and the proportion of farm income in household income, with their evaluations further shaped by subjective attitudes and habits. Notably, we discovered that nearly half of the farmers exhibit indifference towards LCA attributes.Originality/valueTo the best of the authors' knowledge, this study is the first to investigate farmers' attitudes toward LCA from their own perspectives and to analyze the factors influencing them from both subjective and objective standpoints. This study presents a fresh perspective for advocating LCA, bolstering rural ecology and nurturing sustainable development in developing nations.

An analysis of the impact of digital technology adoption on the income of high quality farmers in production and operating.

Digital technology is shaping our traditional agriculture in unprecedented ways. As a new engine to empower farmers and promote common prosperity in rural areas, the development of the digital economy can help revitalize rural industries, providing strong support for increasing industrial value-added income and farmers' income levels. Based on 676 pooled cross-section data of high-quality farmers in China Guangdong Province from 2020-2021, the article empirically examines the impact of digital technology adoption on the production and business income of high-quality farmers and explores its mechanism of action, based on theoretical analysis and using the ERM model. It is found that the use of digital technology helps to increase the income of high quality farmers in production and business, but effects vary for different income levels and different types of high quality farmers. In addition, tests of the mechanism of action suggest that the introduction of digital technologies can mitigate the negative impact of market distance on the income of high quality farmers in production and business. After applying variable substitution, model replacement, and propensity score matching (PSM) for robustness checks, the research findings still hold true. Therefore, efforts should be made to speed up the upgrading of rural digital technology and other infrastructure, increase training for high quality farmers to improve their digital literacy through multiple channels, for the better marketing of agricultural products.