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Impact of ESG Index on the Stock Return: Empirical Evidence from CRIP Sector
In modern times, investment decisions are significantly influenced by a range of metrics. One widely embraced investment strategy in both developed and developing economies is investment through analysing Environmental, Social Responsibility, and Governance (ESG) factors. Investors rely on ESG scores as a valuable resource to pinpoint companies that are more likely to maintain their growth trajectory while reducing the possibility of encountering negative occurrences such as legal complications, controversies, and unfavourable public attention. This, in turn, facilitates more effective risk management and enhances returns on investment. However, the influence of ESG factors on stock returns within the Construction, Real Estate, Infrastructure, and Project (CRIP) sector is relatively limited. Consequently, the main aim of this study is to assess how ESG aspects influence the returns of stocks in companies operating in the CRIP sector. To conduct this analysis, we employed the Crisil ESG database, which provides comprehensive data on ESG metrics and stock returns. A sample containing 35 companies from the CRIP industry was meticulously chosen for investigation. To quantify the influence of ESG aspects on stock returns within the CRIP sector, a Fixed Effect Panel Regression Model was applied. The study results suggest a favourable and considerable relationship of ESG ratings on the closing stock price. Furthermore, the analysis demonstrates a large and beneficial influence of ESG ratings on stock returns. These results contain substantial implications for investors and stakeholders having a vested interest in making well-informed investment choices within the CRIP industry. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025. -
Impact of ESG Practices on the Firm's Performance: A Longitudinal Study on Emerging Markets
This study investigated the relationship between business performance in emerging markets (BICS countries) and ESG disclosure scores. Overall, it did not find any correlation between different performance indicators and ESG scores. It's interesting to see that higher overall ESG scores were linked to greater share prices and earnings per share (EPS). This implies that businesses with robust ESG policies may ultimately perform better than others. The study emphasises how ESG may help create value and support sustainable corporate success in emerging markets. It highlights how crucial ESG is to investors, companies, and legislators. 2024 IEEE. -
Impact of Expert Academic Teaching Quality and its Performance Based on BiLSTM-Deep CNN Network
Undergraduate and postgraduate students from eight different departments at a UK institution participated in organized conversations about the impact of teachers' research activities on their education. In both samples, positive responses greatly outnumbered negative ones. There was an increase in positive feedback on professors' research when the overall quantity and quality of research in a specific field (as measured by Research Assessment Exercise [RAE] ratings) improved. Undergraduate samples with higher RAE scores were more likely to have negative feedback on research than graduate student samples. Both graduate and undergraduate students agreed that lecturers' research increased the instructor's credibility, relevance, and knowledge, as well as piqued and maintained their own interest, engagement, and drive. Data processing, feature selection, and model training are the first steps in the proposed approach. The data are changed from their raw form into a form suitable for academic use during the data pre-processing phase. They are employing Information Gain and Symmetric Uncertainty for feature selection. Following the feature selection process, the models are trained using BiLSTM-CNN. Both the BiLSTM and the CNN methods are inferior to the proposed method. 2023 IEEE. -
Impact of Financial Literacy and Behavioural Biases on Investment Decision-making
Investors financial literacy entails making sound investment decisions and the behavioural biases or irrational behaviour in decision-making that are collectively formed by heuristic bias, framing effect, cognitive illusions and herd mentality factors. The present study examines the combined impact of financial literacy and behavioural biases on investment decisions. A questionnaire was developed using Likert scaling technique to elicit study variables and collected data was analysed using SEM technique. The results showed that heuristic bias had a significant positive association with the creation of behavioural bias in decision-making. However, the framing effect, cognitive illusions and herd mentality have negative associations in the formation of behavioural biases. Further, investors often practice and follow heuristic biases rather than other irrational techniques for making investment decisions. Therefore, the financial literacy of individual investors has a significant impact on affecting stock market investment decisions. 2021 Fortune Institute of International Business. -
Impact of financial literacy on investment behavior and consumption behaviour of middle-class families in Karnataka, India
Financial Literacy is an inevitable parameter in the current competitive society. The process of financial literacy is to make people aware about safe savings and other investment products available. This improved awareness will lead to better financial behaviour in terms of saving, budgeting and availing the credit wisely at cheaper cost. In tune with that, an attempt has been made in this paper to measure the impact of financial literacy on investment behavior and consumption behavior of middle-class families in Karnataka. Structured questionnaire is used to collect the data from 444 respondents. Stratified random sampling method is adopted.Confirmatory factor analysis is used to verify the model, and hypothesized relation is tested by applying the Structural Equation Model (SEM) to find the goodness of fit. The study resulted in that financial literacy has an impact on investment behavior and consumption behavior of the middle-class families in Karnataka. However, investment behavior is not influencing the consumption behavior of an individual and vice versa. 2019 SERSC. -
Impact of financial literacy on savings behavior: the moderation role of risk aversion and financial confidence
This research examines the impact of financial literacy on the savings behavior of investors residing in the Gulf Cooperation Council (GCC) region. It also investigates the moderating impact of financial confidence and risk aversion in the relationship between financial literacy and savings behavior. The primary data were collected from 357 respondents through a structured questionnaire using the snowball sampling method. The findings of this study suggest that financial literacy has a positive impact on investors' savings behavior. Further, the study also found that risk aversion significantly moderates the relationship between financial literacy and savings behavior. The three-way interaction between financial literacy, risk aversion, and financial confidence significantly affects the investors savings behavior. The study suggests that policymakers should emphasize training programs for investors on financial literacy, financial confidence, and risk aversion. The Author(s), under exclusive licence to Springer Nature Limited 2024. -
Impact of fine-tuning large language model in society: a comprehensive study
The fine-tuned large language models (LLMs) have revolutionized artificial intelligence (AI) and natural language processing (NLP) with key innovations in neural architectures, particularly with the transformer. The recent advancements of LLM have witnessed that models like bidirectional encoder representations from transformer (BERT), generative pretrained transformer (GPT)-2, GPT-3, and text-to-text transfer transformer (T5) show outstanding performance in understanding and generating human-like text at scale. Researchers use fine-tuned models to excel in their responses to specific tasks or domains. The purpose of fine-tuning the LLM models is to improve the performance of LLM in special fields such as education, research, literature summarization, contract analysis, and creative content generation. Fine-tuning LLM models also has issues like amplifying biases, ethical issues, and regulatory implications, remarkably when LLMs are fine-tuned for emerging domains that may hold harmful stereotypes or misinformation. Fine-tuned LLMs also provide substantial societal benefits, including expert-level knowledge to underserved regions and personalizing educational resources for self-directed learning. The study also discusses the technical aspects of fine-tuning LLMs by examining how general-purpose models are transformed into efficient models. The impact on society and the need for a framework that can shape the deployment of models, with ethical guardrails, transparency, and public engagement to ensure responsible development and use of fine-tuned LLMs. The current work explores the various steps that can be taken for bias mitigation and transparent documentation for different stakeholder engagements. The purpose of the chapter is to analyse the perspectives from technical foundations with ethical, cultural, and policy considerations and provides an integral view of the societal impact of fine-tuned LLMs. 2026 Elsevier Inc. All rights reserved. -
Impact of Franciscan philosophy on higher education accomplished by Franciscan Capuchins in India: an empirical research
The purpose of this research was to explore the relationships between the dimensions of Franciscan philosophy of educating society and the outcome achievement in higher education, as perceived by the students under the governance and guidance of the Franciscan Capuchin priests in India. The research paradigm was positivism and accordingly, a quantitative approach to research was undertaken. The survey sampling design was carried out and the data collection was through a questionnaire with 5-point Likert Scale. The questionnaire was based on standard scales measuring individual dimensions of the research. The questionnaire was administered both in hard copy and electronic form. The sample size was 300 based on the simple random sampling technique. The structural equation modelling (SEM) was used to analyse the data. The results revealed that among the 16 hypotheses 12 were supported. Franciscan spirituality had a significant positive relationship with cognitive development, personality development and social and cultural development; community engagement had a significant positive relationship with cognitive development, professional development, and social and cultural development; interfaith and intercultural dialogue had a significant positive relationship with cognitive development, personality development, and social and cultural development; and service mentality had a significant positive relationship with personality development, professional development, and social and cultural development. These revelations have led to the implications in the form of suggestions to the education providers to identify the positive contribution made by the Franciscan philosophy of educating the society, and also, strengthen the system further to provide a holistic development of individuals. 2025 Informa UK Limited, trading as Taylor & Francis Group. -
Impact of functional interdependency on employee satisfaction with performance appraisal in the real estate industry
Unbiased performance appraisal tends to bolster the performance of employees. The studies indicate several inadequacies with the current performance appraisal systems. Functional interdependence is one such factor that has been ignored. The study aims to find the factors that can improve the satisfaction with performance appraisal of employees whose deliverables are highly interdependent on other functions. Organizational justice, rater competence, inter-functional conflict, and cohesion are considered the mediating variables. To test the model, the data are collected through a survey using a questionnaire from the executives of Indian real estate companies who have undergone the appraisal process at least once. Firms with more than 500 employees are randomly selected for the list of members of the real estate developers' associations. The results show that functional interdependency has a negative impact on satisfaction with performance appraisal. Although conflict and cohesion are found to influence satisfaction with performance appraisal, they did not mediate the effect of functional interdependency on satisfaction with performance appraisal. However, the study found that rater competence and organizational justice have a mediating effect. The study provides practical implications to HR managers of real estate companies to train the raters and include the complexities of functional interdependencies in the appraisal system. A grievance mechanism should be created to address the employees' concerns, ultimately improving satisfaction with performance appraisal. Elangovan N., Sridhar Rajendran, 2020 -
Impact of Globalization and Multinational Corporations on Farmer Suicides in India: An Overview, Effects, Strategies and Policies
The tragic rise of farmer suicides in India brought to light some of the high social and ecological costs associated with globalization and unsustainable agriculture. The study analyzes the impact of globalization and MNCs on farmer suicides and suggests strategies and policies. The crucial findings show regressive agricultural policies, output declines, insufficient credit support, private parties intervention, land fragmentation, and the high cost of cultivation due to the privatization of the seed sector that led to worst debt traps among other factors as major contributors to this turmoil. This research underlines the ongoing efforts in understanding and tackling these issues. 2023 Taylor & Francis Group, LLC. -
Impact of Goal Divergence, Unbalanced Dependence and Miscommunication on Marketing Channel Satisfaction
Purpose: Marketing channel satisfaction is a critical factor influencing the efficiency and long-term sustainability of distribution networks. However, conflicts arising from goal divergence, unbalanced dependence, and miscommunication often disrupt channel relationships, affecting overall satisfaction levels. This study examines the impact of these three conflict-inducing factors on marketing channel satisfaction, drawing insights from empirical research conducted in the fast-moving consumer goods (FMCG) sector. FMCG sector is considered as the barometer of any economy because of its wide reach to both the urban and rural market. Research design, data and methodology: Using a structured survey and statistical analysis, the study identifies the extent to which goal misalignment, power imbalances, and communication breakdowns contribute to dissatisfaction among channel members. Results: The findings highlight that goal divergence leads to reduced cooperation, unbalanced dependence fosters opportunistic behaviour, and miscommunication exacerbates misunderstandings, collectively diminishing channel satisfaction. The study contributes to the literature on channel conflict management and offers practical implications for businesses seeking to enhance collaboration, trust, and efficiency in their marketing channels. Conclusions: The study explores how the marketing channel members like distributors, wholesalers and retailers can reduce distribution channel conflict and enhance marketing/distribution channel satisfaction. This is still important even though online selling and e-commerce has become the order of the day. This study is very relevant in the field of distribution science. The Author(s) This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://Creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted noncommercial use, distribution, and reproduction in any medium, provided the original work is properly cited. -
IMPACT OF GOVERNMENT ADVERTISEMENTS ABOUT AGRICULTURAL INFORMATION IN SENSITISING RURAL FARMERS: A STUDY OF MARATHWADA REGION IN MAHARASHTRA
To stimulate the agricultural sector, the Ministry of Agriculture, Government of India, has initiated a myriad of welfare initiatives aimed at farmers, entailing a substantial financial commitment. A portion of this financial outlay is also allocated to the dissemination of pertinent information among the farming community. However, a pertinent question arises: does this information reach the rural farmers and do they avail the benefit? The present study attempts to address this issue. Based on a tested questionnaire, a primary survey was conducted in Marathwada region of Maharashtra where the incidence of agrarian crisis is insurmountable. The study found a limited impact of government advertisements regarding agricultural information on farmers in terms of increasing their awareness level. The primary conduit for agricultural information, as ascertained by the study, predominantly stems from informal sources. Among the socio-economic characteristics, only education and land ownership are found to have an impact on the level of awareness and their willingness to acquire information on agriculture. The percentages of farmers, who are aware of the scheme and get its benefits, do not even exceed 30 per cent, irrespective of the scheme under consideration. It was found that only limited farmers are taking benefit of the scheme even after receiving information. A general disinterest was observed among the farmers because of the heavy paperwork of availing those benefits. To engender a constructive transformation in farmers awareness levels regarding agricultural schemes and programmes, a well-thought-out and strategic endeavour becomes indispensable. 2022 National Institute of Rural Development. All rights reserved. -
Impact of green banking 5.0 on financial performance of banks in India: A sustainability perspective
Green banking 5.0, a modern concept in the financial industry, involves integrating environmental and social considerations into traditional banking practices. This chapter explores the structure of green banking and products. A sample of 20 Indian banks, 10 private sector and 10 public sector banks, will be used for analysis. Financial statements, annual reports, and Reserve Bank of India bulletins for the 2022-2024 period will be taken into consideration, assessing the impact of sustainability on profitability by taking key variables such as corporate social responsibility (CSR) funds, non-performing loans (NPLs), ATM installations into account to assess their impact on bank performance, measured by return on assets (ROA). It also examines how the RBI is guiding banks towards this greener path. The findings offer valuable insights for policymakers, investors, and banks seeking to navigate the evolving landscape of sustainable finance. This chapter contributes to a deeper understanding of the role of green banking in shaping the future of banking sector in India. 2025, IGI Global Scientific Publishing. -
Impact of green bonds issuance on stock prices - Evidence from India
Today, with the increasing global warming, many companies are trying to adopt sustainable ways of producing the product and preserve the atmosphere. A green bond is one such financial tool that helps companies to raise the funds for social and eco-friendly projects. Keeping this in view and the Indian market emerging as the second-largest bond market in terms of green bond issuance; this paper aims to identify the impact on stock prices due to the issuance of green bonds by the companies. We conduct an event study to understand how the stock prices are subject to volatility due to green bond issuance during the period 2018-2021. The data is collected from secondary sources like Economic Times, Business Standard, Climate Bond Initiative, and the BSE website. The event window is assumed to be [-30,30], [-15, 15] and [-7, 7] days. Using Cumulative Average Abnormal returns and t-tests we understand the volatility of stock prices due to green bond issuance. The empirical results show that green bonds have a short-term impact on stock prices. Overall, the study can be a great input for the investors to understand the behavior of stocks due to the issuance of green bonds. 2023 Author(s). -
Impact of green management on firm performance in the purview of AI and data analytics: A comprehensive review
Sustainability has evolved from being a goal to a fundamental practice in the business world. Organizational survival depends on its adaptability, and innovative practices are a dire necessity for businesses to stay afloat. From this perspective, data analytics and artificial intelligence highly influence business decisions. They are elemental, have a substantial impact, and hence need to be absorbed into each aspect of organizational management. Over the years, businesses embracing green management principles have witnessed a significant impact on overall organizational performance. This study aims to provide a broad-spectrum analysis of this discipline using bibliometric analysis conducted on publications in the Scopus database over the last three decades using VOSviewer software. Multiple aspects of the discipline are tested to provide comprehensive results. The subject, citations, contributions of authors, countries, and institutions, as well as the active sources of publication, are some of the disclosures in the current study. These aspects collectively reveal the positive relationship between the adaptation of green management and firm performance through the lens of data analytics and AI. It is necessary to understand the depth of previous and ongoing advancements to propose new postulates and ideologies, which is met in this chapter. 2026 Anand Patil, Swathi Shekar. All rights reserved. -
Impact of helpful reviews on customer purchase intention with special reference to mobile phone reviews
Technological advances in the digital space have provided renewed impetus to businesses. Costly, labor-intensive marketing campaigns have been replaced by digital marketing. However, along with benefits, the increasing sophistication and exponential growth of e-commerce businesses have also introduced new challenges. The large number of similar product offerings and the high volume of reviews have created a technology-induced hurdle for consumers that can impair their thought processes. Often, users will only scan the top few reviews to arrive at a decision. In the current setup, older reviews that accumulate votes over time are found at the top of the helpful review list, in contrast to fresh entrants. The current study proposes placing reviews in appropriate positions in the helpful review list using statistical and scientifically derived helpfulness scores. The study utilized a sample of consumer goods (specifically, mobile phones) and re-ranked reviews based on their expected score. Amazon.in provided the initial review dataset. Random Forest and gradient-boosting regression techniques were used to predict review helpfulness. An Elaboration Likelihood Model was used to explore the impact of central and peripheral cues on review helpfulness. The gradient-boosting regression was the best-performing method of predicting review helpfulness, and the reviews were re-ranked. The re-ranked reviews were tested for helpfulness vis-a-vis the initial ranking of reviews using the survey method. The result indicated that the proposed re-ranking of reviews was more helpful to end users and helped mitigate uncertainty in decisions. The study utilized the Information Acceptance Model to assess the influence of electronic word of mouth on purchase intention. 2023 Conscientia Beam. All Rights Reserved. -
Impact of homogeneous-heterogeneous reactions in a hybrid nanoliquid flow due to porous medium
Chemical responses are investigated as a piece of the modern applications like hydrometallurgical industry, food processing, and polymer production. Numerous chemical responding structures consolidate homogeneous and heterogeneous response and it is especially eccentric. Hence, this paper explains how the hybrid nanoliquid flow is handy in accelerate the thermochemical possessions of the base fluid in existence of homogeneous-heterogeneous reactions. Here, three different types of hybrid nanoliquid used are copper-Al2O 3/water, silver-Al 2O 3/water, and gold-Al 2O 3/water. Outcoming differential systems are resolved numerically by adopting fourth-order and fifth-order Runge-Kutta-Fehlberg method. To get better view of the topic, the flow field, temperature behavior, and concentration curves are investigated for particular estimations of critical elements. The results predict that gold-Al 2O 3/water nanoliquid has good impact of heat rate coefficient and further porosity parameter decelerates the velocity and accelerates the temperature of the hybrid nanofluid. 2019 Wiley Periodicals, Inc. -
Impact of Homophily on Patient Empowerment: A Study of Online Patient Support Groups
Internet facility has led to emergence of patient support groups. These have gained prominence as these fulfils important benefits to patients. One such benefit is patient empowerment. These online groups provide opportunity to patients to interact with similar ailments and predicaments and who can understand the pain and discomfort felt by the patient. This provides validation for the patient and patients experiences. How does this homophily impacts patient empowerment? This question has been explored in this study. The methodology is based on an online survey of patients visiting such online platforms. In all 701 patients provided the data. Independent variable (homophily) and dependent variable (patient empowerment) have been measured using a 7-point Likert scale. Findings provide that both are weakly correlated, but this correlation is significant. Regression analysis led to a regression model that is fit statistically. This provides basis to encourage patients to visit online support groups. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025. -
Impact of Homophily on Patient Empowerment: A Study of Online Patient Support Groups
Internet facility has led to emergence of patient support groups. These have gained prominence as these fulfils important benefits to patients. One such benefit is patient empowerment. These online groups provide opportunity to patients to interact with similar ailments and predicaments and who can understand the pain and discomfort felt by the patient. This provides validation for the patient and patients experiences. How does this homophily impacts patient empowerment? This question has been explored in this study. The methodology is based on an online survey of patients visiting such online platforms. In all 701 patients provided the data. Independent variable (homophily) and dependent variable (patient empowerment) have been measured using a 7-point Likert scale. Findings provide that both are weakly correlated, but this correlation is significant. Regression analysis led to a regression model that is fit statistically. This provides basis to encourage patients to visit online support groups. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025. -
Impact of hot rolling on the mechanical characteristics and microstructure of copper-based metal matrix composites reinforced with titanium carbide
Copper-based metal matrix composites reinforced with varying weight percentages (0, 2, 5, 7, and 10 wt%) of powdered titanium carbide (TiC) particles were successfully fabricated using stir casting, followed by hot rolling as a secondary processing route to enhance their mechanical performance. The microstructural evolution, phase characteristics, and mechanical behaviour of both as-cast and hot-rolled composites were systematically studied. Microstructural examination revealed a dendritic grain structure with non-uniform grain size distribution in as-cast composites, whereas hot-rolled composites exhibited a refined lath-shaped grain structure with uniform TiC particle distribution, attributed to the plastic deformation induced during rolling. XRD analysis confirmed the presence of high-intensity copper matrix peaks in hot-rolled composites and relatively stronger TiC peaks in as-cast composites due to the fragmentation of coarse reinforcement particles during rolling. Mechanical testing demonstrated that hot rolling significantly enhanced both hardness and tensile strength compared to the as-cast condition. The Brinell hardness of the hot-rolled Cu-10 wt% TiC composite reached 59.54 BHN, representing a 42.1% improvement over as-cast pure copper (41.9 BHN). Similarly, the ultimate tensile strength (UTS) of the hot-rolled Cu-10 wt% TiC composite achieved 182.5 MPa, corresponding to a 50.3% improvement over as-cast pure copper (121.4 MPa). However, ductility decreased progressively with increasing TiC content and hot rolling, from 71.56% in as-cast pure copper to 48.69% in hot-rolled Cu-10 wt% TiC, owing to strain hardening effects and grain boundary restriction by TiC particles. The optimal combined strength-ductility balance, assessed through the strain hardening parameter (UTS % elongation), was achieved at 5 wt% TiC reinforcement in both as-cast and hot-rolled conditions. Fractographic analysis revealed a progressive transition from ductile dimple fracture to mixed-mode and predominantly brittle fracture with increasing TiC content, consistent with the observed mechanical trends. 2026 The Authors.