Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Articles Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource The realist approach for evaluation of computational intelligence in software engineering Subject The topic of the resource Computational intelligence; Data science; Software engineering; Software requirements management; Threat modeling Description An account of the resource Secured software development must employ a security mindset across software engineering practices. Software security must be considered during the requirements phase so that it is included throughout the development phase. Do the requirements gathering team get the proper input from the technical team? This paper unearths some of the data sources buried within software development phases and describes the potential approaches to understand them. Concepts such as machine learning and deep learning are explored to understand the data sources and explore how these learnings can be provided to the requirements gathering team. This knowledge system will help bring objectivity in the conversations between the requirements gathering team and the customer's business team. A literature review is also done to secure requirements management and identify the possible gaps in providing future research direction to enhance our understanding. Feature engineering in the landscape of software development is explored to understand the data sources. Experts offer their insight on the root cause of the lack of security focus in requirements gathering practices. The core theme is statistical modeling of all the software artifacts that hold information related to the software development life cycle. Strengthening of some traditional methods like threat modeling is also a key area explored. Subjectivity involved in these approaches can be made more objective. 2021, The Author(s), under exclusive licence to Springer-Verlag London Ltd. part of Springer Nature. Creator An entity primarily responsible for making the resource Althar R.R.; Samanta D. Source A related resource from which the described resource is derived Innovations in Systems and Software Engineering, Vol-17, No. 1, pp. 17-27. Publisher An entity responsible for making the resource available Springer Science and Business Media Deutschland GmbH Date A point or period of time associated with an event in the lifecycle of the resource 2021-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/s11334-020-00383-2" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/s11334-020-00383-2</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85099971163&amp;doi=10.1007%2Fs11334-020-00383-2&amp;partnerID=40&amp;md5=dbde10a4b8d25faa1a3ed1efb4cba619" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85099971163&amp;doi=10.1007%2fs11334-020-00383-2&amp;partnerID=40&amp;md5=dbde10a4b8d25faa1a3ed1efb4cba619</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 16145046 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Althar R.R., Data Science Department, CHRIST (Deemed To Be University) and Specialist-QMS, American India Private Ltd, Bangalore, First, India; Samanta D., Computer Science Department, CHRIST (Deemed To Be University), Bangalore, India