eChapters

Evaluation Theory vs Practice

Theory based evaluation is an approach to evaluation (i.e., a conceptual analytical model) and not a specific method or technique. It is a way of structuring and undertaking analysis in an evaluation. A theory of change explains how an intervention is expected to produce its results

What are Evaluation Theories?

Requirements: Clipboard, Pencils, Hand lens, Pocket knife, insect catching nets, attractants, spread sheet Collection bags and vials, Camera etc.

Sampling techniques are used to draw valid inferences about the population parameters using the sample statistics

Components of an insect sampling program 

Knowledge of pest and beneficial insects

Identification

 Life cycle and biology

Injury caused

Sample: Sample is a subgroup of the population. It is defined as a collection of individual observations from the population about which inferences are to be made, and is obtained by a specific method.

This chapter describes fundamental terminology and lays the foundational framework for the course. It offers a general understanding of statistics, its purpose, and its role in addressing diverse problems across various fields of study. Additionally, it explains the rationale behind choosing R software as a powerful tool for data analysis.

Basic Concepts and Terminology

Statistics is an essential tool in agriculture, helping researchers to collect, analyze, interpret, and present numerical data related to plant traits, and agricultural practices. The fundamental goal is to make informed decisions and enhance crop yields, quality, and resilience.

To illustrate, researchers choose to work with a sample due to practical considerations, such as time and cost constraints. For instance, in a field with 10,000 crop plants, a researcher aims to determine the average plant height in the field. To conserve time and resources, they randomly select 200 plants from various locations within the field. These 200 plants constitute a sample from the entire population of 10,000 plants. By analyzing the height observed in the sample, the researcher can conclude the average height of the entire crop field.

Macaroni: Pasta made from semolina and shaped in the form of slender tubes (Plate 396).

Macaroni wheat: It is tetraploid wheat and is preferred for making macaroni, vermicelli etc.

Macaroon: A small cookie composed chiefly of egg whites, sugar, and ground almonds or coconut (Plate 397).

Mace: An aromatic spice consisting of the dried external fibrous covering of a nutmeg (Plate 398).

Mach number: It is a number representing the ratio of the speed of a body (flow velocity) to the speed of sound (sonic velocity) in a surrounding medium (as air).

Macroglobulin: A highly polymerized globulin of high molecular weight.

Macronutrient: A chemical element (as nitrogen, phosphorus, or potassium) of which relatively large quantities are essential to the growth and health of a plant or a substance (as protein or carbohydrate) essential in large amounts to the growth and health of an animal.

Multipurpose trees and shrubs are defined as all woody perennials that are purposefully grown to provide more than one significant contribution to the production and/or service functions of a land-use system that they occupy. In agroforestry systems, different species of trees and shrubs can be planted with many types of crops in a variety of patterns. Thus, it is required to know about the methods of propagation and nursery raising, planting and other silvicultural management practices along with the diverse uses of multipurpose trees and shrubs of tropical and subtropical areas before their selection for forestry and agroforestry activities. It is important to select the most suitable tree species since it is not easy to replace them once they have been planted.

MANGIUM (Acacia mangium)

Acacia mangium is a single-stemmed evergreen tree that grows to 25-35 m in height and up to 60 cm in diameter. The bole is usually straight, often fluted near the base, free of branches for up to half its height. Mangium is native to Australia, Indonesia and Papua New Guinea. However, it tolerates varied site conditions and has adaptability to different planting objectives. Mangium shows most vigorous growth on well-drained, fertile soils in high rainfall areas in the humid tropics. It is valued for its rapid growth and has been planted throughout the humid tropics and is a major plantation species in the Asia Pacific. Provenances from Papua New Guinea consistently show better growth in height and diameter.

Livestock farming is a critical component of global agriculture, providing essential resources such as meat, milk, wool, and leather. This article explores the innovations and challenges facing the livestock farming industry. It discusses the latest technological advancements, such as precision livestock farming, genetic improvements, and sustainable practices, that are transforming the sector. Additionally, the article addresses the economic, environmental, and social challenges that farmers encounter, including market fluctuations, climate change, animal welfare, and disease management. By examining both the innovations and the obstacles, this article provides a comprehensive overview of the current state and future prospects of livestock farming, highlighting the need for sustainable and resilient farming practices.

Horticulture crops contribute significantly for the total agricultural production and productivity. World production of fruits accounted for the total volume of 933 million tonnes (FAO, 2023). India being second largest producer for majority of fruit commodities had a production total reaching 108.34 million tonnes in 2022-2023 from an area of 7.15 million hectares. It accounts for 33 per cent to the agriculture GVA (Gross Value Added) and plays an important role in the Indian economy. India is second largest producer of majority of fruits and vegetables. Diverse agro-climatic zones in the country make it possible to grow almost all varieties of fruits in India. Produced fruits are used for domestic consumption, processing and export purposes. During 2022 23, fresh fruits exports was valued at 6219.46 crores (APEDA, 2023). The fruits grown in India includes domestic fruits and nuts along with the exotic fruits contributing for the food and nutritional security. The growth of these economically important fruits provides scope for maintaining rich germplasm, enhance bio-diversity and maintain ecological balance.

1. A measure of the items in a random sample is known as_____________. (Statistics)
2. Most commonly used measure of central tendency is_____________. (Arithmetic Mean)
3. Mean deviation is the_____________, when calculated about median. (Least)
4. Arithmetic mean of central tendency is applied for calculation of_____________ and _____________. (Regression and Correlation coefficient)
5. Arithmetic mean and variance are always equal in_____________ distribution. (Poisson)
6. Geometric mean of central tendency is appropriate for_____________. (Index number)
7. _____________ is the sum of all values/ number of values. (Arithmetic mean)
8. Middle most item of all values is_____________. (Median)
9. _____________ measure of central tendency requires data arrangement in ascending or descending order for its estimation. (Median)

Introduction

Discovery of the antimicrobial agents in the early twentieth century was a breakthrough to safeguard the public health from the microbial infection. Propensity of these compounds to kill pathogens influenced the discovery of novel antimicrobials. However, since the 1970s, soon after the discovery of the fluoroquinolones, no major antibiotics have been introduced. The prevalent issue is largely attributed to the repercussions of antibiotic overuse or irresponsible utilization across diverse contexts, predominantly in clinical treatment, agricultural practices, animal healthcare, war crisis and the food system. Moreover, the accessibility and availability of antibiotics results in antimicrobial resistance (AMR). Nonprudent use of antibiotics accompanied by genetic plasticity allows microorganisms to adapt to the effect of antimicrobials causing a rapid surge of antimicrobial resistance. Extensive use of antimicrobials in animal husbandry is a major driver of AMR selection and the emergence of antimicrobial-resistant bacteria (ARBs) (World Health Organization, 2014).

The process of vaccine development involves numerous stages from research, discovery, innovation, formulation, testing, mass production, logistics, deployment and administering the vaccine to the target population. The COVID-19 pandemic expedited the endeavour to develop vaccine worldwide that is unparalleled in history. In addition to the steps that were similar during the usual vaccine development process, it called for stronger collaborative teamwork with stricter deadlines during the pandemic due to the emergency situation that built up everywhere (in its spread as well as severity). Research was expedited, potential candidate vaccines were discovered and the proofs of concept were designed that paved the way for pre-clinical efficacy testing. Multiple-step clinical trials to ascertain that the vaccines were effective and safe at least for ‘emergency use’ in human subjects were carried out swiftly. The emergency usage regulatory approval and recommending the usage pattern involved accelerated review procedures. It immediately followed rapid scaling-up for increased production in order to meet the need to save as many human lives as possible across the globe. The approved vaccines were simultaneously evaluated for safety through dedicated pharmacovigilance systems. The future of vaccine development shall also focus on improving the worldwide access to vaccines, managing the virus variants and streamlining mass vaccination campaigns. Comprehending the research, development and administration phases to create and implement life saving vaccinations within the regulatory framework amid international health emergencies as encountered during the COVID-19 pandemic and the enormous collective endeavours are highlighted in this chapter.

Natural farming in India is deeply rooted in ancient agricultural traditions that prioritized ecological balance and sustainability long before chemical-based farming became widespread. Traditionally, Indian farmers relied on natural cycles, indigenous seeds, animal manure, and mixed cropping to maintain soil fertility, preserve water resources, and enhance biodiversity—principles that form the core of present-day natural farming.
The modern natural farming movement drew global inspiration from Masanobu Fukuoka, a Japanese farmer and philosopher who developed the “do-nothing” method. His philosophy advocated no plowing, no chemical use, and minimal human intervention, which resonated strongly with India’s Vedic agricultural practices. In India, Subhash Palekar further revived and adapted this approach into Zero Budget Natural Farming (ZBNF), a system using local materials such as cow dung, urine, and crop residues. ZBNF emerged as a grassroots response to the ecological damage and financial burdens caused by Green Revolution methods.
Natural farming has since gained international attention. Countries like South Korea, Brazil, and the Philippines have embraced similar ecological practices to address soil degradation and input costs. The FAO and other global bodies also support agroecological methods that mirror natural farming for sustainable food systems.

Distribution: India, China, Bangladesh, Sri Lanka, Taiwan, Thailand
Host: Turmeric, ginger, cardamom, castor, guava, mango, cocoa etc.
Biology: Adult moths are yellowish medium-sized moths. Wings are pale yellowish with black spots on the wings. The female moth lays round yellowish eggs singly or in groups on the tender part of the plant. Larva is long, pale greenish with a pinkish tint dorsally, head and pro-thoracic shield brown in color, body covered with minute hair. Pupation takes place in a loose silken cocoon inside the larval tunnel (Chong et al., 1991)
Nature of damage and symptoms
• Yellowing and drying of leaves of infested pseudostems
• Presence of a bore-hole on the pseudostem through which frass is extruded
• Withering and yellowing finally cause death of the central shoot
(dead heart) (Devasahayam et al., 2010 and Chong et al., 1991)
Management
• Pruning and destruction of infected plant parts
• Application of neem oil 1%

Major poultry products which are traded in world market are live poultry, edible poultry meat, cuts and offals excluding livers, eggs in shells, eggs not in shell, egg yolks, egg powder etc.

Aquaria, commonly known as fish tanks, are mainly categorized by the type of water they use—freshwater, brackish, or marine—and the kind of habitat they aim to recreate. They may also be classified by size, function, or the species they are intended for. Generally, aquaria fall into categories based on water composition, user intent, and maintenance complexity.
Freshwater aquaria are the most widely kept due to their simplicity and suitability for beginners. These tanks typically house species like guppies, mollies, and goldfish. Brackish water aquaria contain water with intermediate salinity, ideal for species such as archerfish and scats, requiring specific care conditions. Marine aquaria, designed for saltwater organisms like clownfish and coral, demand precise salinity levels and advanced filtration systems, making them more challenging to maintain.
By purpose, aquaria include community tanks, which accommodate multiple compatible species, and species-specific tanks, dedicated to observing the behavior and breeding patterns of a single species. Breeding tanks are specialized setups designed for reproduction and fry care, ensuring optimal water quality and feeding conditions. Planted aquaria focus on cultivating live aquatic plants alongside fish, combining aesthetic appeal with ecological stability.
Additionally, commercial aquaria are typically large-scale setups used in public displays, pet trade, or scientific studies. In contrast, domestic aquaria are maintained at home for personal recreation or hobbyist-level breeding activities.

Introduction
Aquaculture has emerged as the fastest-growing sector in global agriculture. The total fish production worldwide includes both wild catches and aquaculture outputs. In recent years, fish production has consistently risen, reaching around 130.9 million tons, which accounts for 52% of the fish available for human consumption (FAO, 2024). Molecular breeding in fisheries and aquaculture utilizes cutting-edge genetic technologies to enhance favourable traits in aquatic species. This approach encompasses the application of molecular markers, genome-wide association studies (GWAS), and gene editing techniques to improve attributes such as growth rates, disease resistance, and resilience to environmental stressors. For example, marker-assisted selection (MAS) facilitates the identification and selection of superior broodstock by leveraging genetic markers associated with advantageous traits.

INTRODUCTION
The fuel system in a tractor engine is essential for providing the engine with the right amount of fuel to enable efficient combustion. Its primary function is to guarantee a steady and reliable flow of clean, properly atomized fuel, which is crucial for achieving optimal performance and fuel efficiency. The system consists of various components that collaborate to manage different processes such as storing, filtering, and delivering the fuel to the combustion chamber.
These processes must work in harmony to ensure the engine operates smoothly, maintaining both power output and efficiency. Proper atomization of the fuel ensures that it mixes well with air, allowing for more complete combustion and minimizing the chances of fuel wastage or emission of harmful substances. From fuel storage tanks to injectors, every part of the fuel system is designed to meet the demands of the engine under various operating conditions.
A well-functioning fuel system helps maintain engine longevity, reduces fuel consumption, and ensures that the engine can perform at its best across different workloads and environments.
Fuel is a substance consumed by the engine to produce power. The common fuel for Internal Combustion engines are
1. Petrol
2. Power kerosene
3. High speed diesel
Calorific value of fuel
The heat liberated by combustion of a fuel is known as calorific value or heat value of the fuel. It is expressed in kcal/kg of the fuel

Introduction 
Biofuels have emerged as a key solution in the energy transition toward sustainable energy, reducing dependence on fossil fuels and cutting greenhouse gas (GHG) emissions. The demand for biofuels has been steadily increasing due to environmental concerns, government promotional policies, and technological advancements. The factors driving biofuel demand, current market trends, and future projections are the global demand for biofuels is experiencing rapid growth due to government policies, energy security concerns, and advancements in sustainable biofuel production. As more countries implement biofuel mandates and invest in next-generation biofuels, demand is expected to rise significantly in the coming years, positioning biofuels as a critical component of the global energy transition. Governments worldwide have implemented various policies to promote biofuel production and consumption. These policies aim to reduce greenhouse gas emissions, enhance energy security, and support rural economies. Ethanol remains the most widely used biofuel, with major producers like the U.S., Brazil, and China increasing production to meet rising demand. The U.S. and Brazil collectively account for over 80% of global ethanol production. Bioethanol production originated in Brazil in the early 20th century, where sugarcane was used to produce ethanol as a fuel additive. However, the United States also played a significant role in the large-scale commercialization of bioethanol, especially from corn, starting in the 1970s during the oil crisis. Brazil remains a global leader in sugarcane-based ethanol, while the U.S. leads in corn-based ethanol production. Biodiesel demand is growing, particularly in the European Union, Indonesia, and Argentina. Indonesia’s B30 program (30% biodiesel blending) has significantly boosted demand. Between 2005 and 2015, the biodiesel production experienced a sevenfold increase and is projected to grow by an additional 35% by 2025 (OECD/ FAO, 2014). Biofuel policies have played a crucial role in shaping the growth of biofuel production worldwide. Since their inception, these policies have provided financial incentives, blending mandates, and research support, which have driven large-scale production. The impact of these policies varies across major biofuelproducing nations, including the United States, Brazil, the European Union, China, and India (Table 1). The U.S. biofuel industry expanded significantly due to the

The intricate relationship between weather, climate, and agriculture dictates food security and the livelihoods of countless communities across the globe. In this context, public awareness of agricultural meteorology – the science of how weather and climate impact agricultural practices and outcomes – is not merely informative; it is transformative. This chapter delves into the critical role of fostering understanding and knowledge of agrometeorological principles among the broader public, with a particular focus on empowering farming communities. By exploring the significance of making weather and climate information accessible, relevant, and actionable, we will examine the strategies, initiatives, and global efforts aimed at building a weather-literate agricultural sector (Fig. 15.1). Ultimately, enhanced public awareness in this domain equips individuals and communities with the tools to make informed decisions, mitigate risks, adapt to changing climatic conditions, and contribute to more resilient and sustainable agricultural systems worldwide.

Quality Control addresses the standards and management practices required to ensure reliable and effective biofertilizer products. It introduces general quality concepts, quality-control parameters, microbial functions, and properties of microbial products. The chapter then explains quality-management procedures for important biofertilizer groups, including Rhizobium, nonsymbiotic nitrogen fixers, arbuscular mycorrhizal fungi, and phosphate-solubilizing bacteria. Quality-control measures are linked to product performance, consistency, storage, and application suitability. By emphasizing systematic assessment and management, the chapter highlights why quality assurance is essential for maintaining viable microbial populations and delivering predictable agricultural benefits from biofertilizers and related biological inputs. across production and distribution systems effectively today.