Diabetes is one of the most common health problems in the world. Diabetes is also known as “the silent killer” because according to WHO (2016) diabetes increased from 108 million in 1980 to about 422 million adults had diabetes in 2014. If not handled properly, diabetes can become chronic and damage other organs and can cause death. This disease has several symptoms in the patient but evaluating the different factors or symptom variables required to determine which variables are more dominant. This research aims to establish the most influential variable of the many variables causing diabetes mess. We suggest using a data mining decision tree (C4.5) in this paper to forecast diabetes to help doctors analyse the disease sooner. Data mining has carried out various approaches to predict a disease, one of them is the use of c4.5. In this research, produce a decision tree and the result shown that polydipsia play a role in diabetes with accuracy 90.38 %. One of the most dominant signs of diabetics is the sign of polydipsia.
Purpose
Stress is the most common emotional or mental state that employees experience during their work. The employees in academics and industry are facing increased levels of stress as they progress through their work. The study aims to investigate the relationship between academic and industry employees’ stress personalities. West Coast psychological consultants Mary Dempcy and Rene Tihista distinguish between the seven various types of stress and offer suggestions to deal with it.
Design/methodology/approach
In this study, the authors have built a survey questionnaire using a sample of 195 respondents from the industry and academic of North India and analysed their responses to find their stress personalities at work. The Independent sample t-test approach has been applied to analyse the employee stress personality.
Findings
The study finds out that stress is a sophisticated defence mechanism that is unique to each individual and varies depending on the environment. Using employee response of academic and industry, the study covers the essence of seven types of stress for individuals, and that lent good support to the framed hypothesis.
Research limitations/implications
These seven types of stress have importance and different levels to knowing their appropriateness to the individuals and suggest to take necessary action of plan. It shows the individuals feel about stress, how the bodies react to it and how to cope with it are all indicators of the personalities, attitudes and adaptability.
Originality/value
The novelty of this study is to apply Mary Dempcy and Rene Tihista’s stress personalities compared with the two respective categories.
During this time, most vehicle service can only be done in a garage where every customer who wants to make repairs to them vehicle must bring the vehicle directly to the service shop. Under these conditions it need the use of the latest technology that can facilitate two-way communication between vehicle service providers with consumers. The solution offered in this study is in the form of applications based on Android and IOS that are connected to the internet and GPS (Global Positioning System) for vehicle repair services. With the development of the application services can be done anywhere, and users who need services can easily find out the nearest location of the vehicle service to the point of position of consumers at that real time. With the existence of this application the user does not have to go to the vehicle service shop, but the service can be done at the office, at home even in an emergency on the road though. So the application making it easier to service the user’s vehicle also helped in terms of time.
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