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This paper has proposed a Fog architecture-based framework, which classifies dengue patients into uninfected, infected and severely infected using a data set built in 2010. The aim of this proposed framework is to developed a latency-aware system for classifying users into different categories based on their respective symptoms using Internet of Things (IoT) sensors and audio and video files.

To achieve the aforesaid aim, a smart framework is proposed, which consist of three components, namely, IoT layer, Fog infrastructure and cloud computing. The latency of the system is reduced by using network devices located in the Fog infrastructure. Data generated by IoT layer will first be processed by Fog layer devices which are in closer proximity of the user. Raw data and data generated will later be stored on cloud infrastructure, from where it will be sent to different entities such as user, hospital, doctor and government healthcare agencies.

Experimental evaluation proved the hypothesis that using the Fog infrastructure can achieve better response time for latency sensitive applications with the least effect on accuracy of the system.

The proposed Fog-based architecture can be used with IoT to directly link it with the Fog layer.

Sustainable development comprises three bottom line concepts, i.e. protect environment, improve economic performance, and social performance. Business organization with only profitability as the primary objective may lead to a highly competitive market which mainly focuses on financial performance and pay less attention to environmental and social performance. Companies that adopt the product recovery activities also select economic performance as the prime priority of their business objectives. The purpose of this paper is to give a brief idea about a different kind of business model other than conventional business models. Here, the authors aim to represent collaboration among firms, companies, and players within a closed-loop supply chain (CLSC) to build a leading business model that establishes three basic concepts of sustainability.

From literature the authors identified that the primary objective of establishing a sustainable business model is environmental issues but achieving economic performance and gaining market share increase competition among companies. The authors also identified that increasing financial performance results in the development of a competitive business model. This literature review helps to represent the concept of collaborative business model, its benefit, and its mechanism and also helps to compare it with competitive business model in terms of sustainability.

In case of the collaborative business model, the authors found that collaboration is better than competition to sustain in the market. The authors described the collaborative business model and mechanism of both competitive and collaborative business strategies in a CLSC. The authors gave an idea to adopt some well-known business model and pricing policies for the collaborating firms. The authors presented a comparison between the collaborative and competitive business model and also identified different types of collaborative and completive relationship among the players within a CLSC.

Government legislations, e-waste rules, and environmental rules involve original equipment manufacturer (OEM) for taking back its end-of-life (EOL)/end-of-use products. A collaborative business model helps OEM to manage those huge amounts of used products by involving third parties within the supply chain. Here, in this paper the authors represent different collaborative parties and their purpose for collaboration, and also represent a strong belief that collaborative business model is the recent trend for establishing sustainability than competitive business model.

The case concerns strategy.

This study is applicable to information system, development sector and application of technology in development sector.

Krutika Terracotta Unit is a small unit located in Bhubaneswar, Odisha (India), owned by Mr Tarun Tapan Sahoo. The organization product portfolio varies from decorative statues, pots and vessel to customized products demanded by customers. Organization is also involved in training and renting the products for traditional fairs, marriages and religious ceremony in Bhubaneswar along with order sales. The case attempts to get a close picture of the industry. The exercise of developing the vision, mission, and goals for the organization was carried out and an attempt was made to align the information system with the business objectives even though the organization does not have a very structured organogram. Using BIS will surely reduce manual work and will give qualitative output. There will be lesser hassles in management. The defined and integrated approach will also help in taking strategic decisions well. The objective is to develop and apply well-structured BIS which can be integrated with the existing system so as to develop the terracotta organization in terms of reachability and profit-making with better decision-making capacity.

To learn about the business model of a handicraft marketing organization; to learn about the processes involved in traditional art form of Terracotta; to go through the exercise of creating vision, mission, goals of the organization through mutual discussion and expectation of owner; to determine how BIS helps in achieving higher productivity in Krutika Terracotta Unit; and to get an idea about how NPV calculation and social ROI should be measured for finding feasibility of technology investment.

Teaching Notes are available for educators only. Please contact your library to gain login details or email support@emeraldinsight.com to request teaching notes. Defence statement has been uploaded. Consent form to publish has been uploaded.

Market-driven skill development initiatives are essential in India as a large segment of its educated workforce is unemployed or unemployable, with little or no job skills. The “Skill India Mission” aims at endowing the youth with skills that can increase their employability and productivity in jobs. The success of the Mission depends on State-level initiatives in tandem with the Mission. This paper analyzes the impact of job offers extended to the youth of Jharkhand State as an outcome of State-level skill development initiatives. Its broad objective is to assist the Government in the delivery of skill-based training programs.

Data were collected through a structured questionnaire administered across various districts of Jharkhand to capture the perceptions of trainees and training centers. The final sample of 498 had attended training in apparel, retail, security, automotive, food and beverage service, IT/ITES, electronics and construction.

Statistical analysis reveals a significant increase in the economic status of trainees after joining jobs. Other findings include apathy toward migration, a mismatch between skills gained and jobs, and a dearth of qualified trainers.

The authors recommend counseling and attitudinal restructuring of the youth, designing multi-skill training programs and promoting entrepreneurial spirit. The authors also propose a stakeholder-based approach for curriculum development to fill the demand–supply gap of training and ensure better trainee retention. The Government could benefit by focusing the skilling programs on the career adaptability of trainees. Skill development and vocational education and training may not operate in silos. Training programs could be planned to be conducted jointly through ITIs and State-level training institutions under the Skill India Mission.

This research could increase the effectiveness of skill development initiatives across India, thereby improving the socioeconomic status of the youth thus trained. The authors emphasize developing a people-centric perspective in skilling, shifting attention from the existing industry-driven approach, to strike a balance between the demand and supply sides. This perspective can optimize skill development initiatives by reducing the gap between employment demand and skill development.

The case study is designed to help students understand how the “growth at all costs” attitude can lead to compromised corporate governance in a start-up leading to disastrous implications for all the stakeholders. This case study aims to make students understand the components of the fraud triangle, the impact of financial fraud on various stakeholders, the role of venture capitalist (VC) investors and the importance of good corporate governance in start-ups. The case study presents an excellent opportunity for students to discuss the consequences of ignoring good governance in the pursuit of growth in a start-up. After analyzing the case study, the students shall be able to explain the concept of the fraud triangle and to be able to identify the motivation, opportunity and rationalization of financial irregularities in a start-up; analyze the impact of financial irregularities on various stakeholders; comprehend the business model of VCs and evaluate its influence on VC-funded start-ups; and appraise the importance of good corporate governance in start-ups.

The case study revolves around the confession of financial irregularities made by one of the cofounders of GoMechanic, a start-up headquartered in Gurugram, India. On January 18, 2023, Amit Bhasin confessed to financial irregularities in the company’s financial statements, leading to laying off 70% of the workforce of the company. GoMechanic had earlier raised close to US$62m [1] from maverick global investors including Sequoia Capital, Tiger Global, Orios Venture Partners and Chiratae Ventures, and was negotiating to raise Series D financing from the Japanese multinational SoftBank with aspirations to be a unicorn (start-up with a valuation of over $1bn). The confession led to a debate about the consequences of the “growth at all cost” culture being followed by start-ups as well as VCs. GoMechanic was not an isolated instance of a lack of governance in the start-ups. The confession had consequences not only for the GoMechanic but for the entire start-up ecosystem of India, which was the third largest in the world. Bhasin stated that the founders take full responsibility for the situation, and they were working on a plan which was most viable under the circumstances. However, it was not going to be easy to regain the confidence of the investors.

The case study is best suited for senior undergraduate- and graduate-level business school students and in executive education programs in courses such as corporate governance and ethics, private equity and entrepreneurial finance.

Teaching notes are available for educators only.

CSS 1: Accounting and finance