PORM: Predictive Optimization of Risk Management to control Uncertainty Problems in Software Engineering

Abstract

Irrespective of different research-based approaches toward risk management, developing a precise model towards risk management is found to be a computationally challenging task owing to critical and vague definition of the origination of the problems. This research work introduces a model called as PROM i.e. Predictive Optimization of Risk Management with the perspective of software engineering. The significant contribution of PORM is to offer a reliable computation of risk analysis by considering generalized practical scenario of software development practices in Information Technology (IT) industry. The proposed PORM system is also designed and equipped with better risk factor assessment with an aid of machine learning approach without having more involvement of iteration. The study outcome shows that PORM system offers computationally cost effective analysis of risk factor as assessed with respect to different quality standards of object oriented system involved in every software projects.

Risk management framework in Agile software development methodology

“…In this section, the previous studies conducted in the form of books, papers, and theses in risk management area in Agile software development method and also the upcoming challenges are discussed. In [17], a model is proposed to optimize forecasting and risk management in software development projects. In the proposed model, it is presented using computational methods based on risk analysis and according to a real and practical case study on software development methods.…”

“…Problems or Shortcomings A predictive optimization of risk management model [17] Not designed for Agile software development Risk management in Scrum-based projects [18] Limited to Scrum methodology Agile risk management book [19] Model adaptation to Agile XP, Scrum and DSDM methodologies Risk based Scrum framework [20] The model is limited to the general model not Scrum A risk testing model for Scrum [21] Limited size of the team Limited to Scrum methodology Risk identification and mitigation framework for Scrum methodology [22] Limited size of the team Limited to Scrum methodology Risk management in Agile method [23] A case study of risk management in Agile method [24] Case study A survey on risk management in Agile method [25] The result was obtained as a poll and was not presented Requirements risk management in Agile method [26] Limited to project requirements risks A risk management tool for XP methodology [27] Limited to XP methodology Risk management framework in Scrum methodology [28] Limited to Scrum methodology A risk management framework for XP methodology [29] Limited to XP methodology A risk management model in the hybrid Scrum and XP [30] Limited to XP and Scrum methodology A risk management framework for Agile method in distributed software development environment [31] Designed only for distributed Agile software development environment Agile development simulation to model risks of project [32] Limited to data from project management tools as Jira ISSN: 2088-8708 …”

A novel intelligent model for classify and evaluating non-functional security requirements form scenarios

“…The method was concerned on a functional requirements elicitation into a proposed template. Authors in [16] proposed a PROM model for predictive and optimization the risk in management with the perspective of risk requirements in software engineering. The work was based on practical scenario of software development practices in information technology.…”

Model predictive control of magnetic levitation system

“…Firdose and Rao [21], they introduced a predictive optimization of risk management model with software engineering. The PROM important contribution is display credible calculation of risk analysis by develoopement of information technolohy (IT) with software practices.…”