Predicting Security Vulnerable Developers Based On Their Techno-Behavioral Characteristics

2022 ◽  
Vol 16 (1) ◽  
pp. 0-0

Assigning developers for highly secured software projects requires identifying developers’ tendency to contribute towards vulnerable software codes called developer-centric security vulnerability to mitigate issues on human resource management, financial and project timelines. There are problems in assessing the previous codebases in evaluating the developer-centric security vulnerability level of each developer. Thus, this paper suggests a method to evaluate this through the techno-behavioral features of their previous projects. Consequently, we present results of an exploratory study of the developer-centric security vulnerability level prediction using a dataset of 1827 developers by logically selecting 13 techno-behavioral features. Our results depict that there is a correlation between techno-behavioral features and developer-centric security vulnerability with 89.46% accuracy. This model enables to predict developer-centric security vulnerability level of any developer if the required techno-behavioral features are available avoiding the analysis of his/her previous codebases.

2011 ◽  
pp. 210-231
Author(s):  
John E. Anderson ◽  
Kevin Barrett ◽  
Paul H. Schwager

Realizing that human resource (HR) professionals are often the gatekeepers to employment in organizations, this exploratory study examines the perceptions of HR professionals in relation to education, experience, and information system (IS) certification. Survey results were obtained from approximately 100 HR professionals who are members of local chapters of the Society for Human Resource Management (SHRM) in North Carolina. We conclude that education, certification, and experience are imperfect substitutes for each other. In addition, there seems to be a joint or halo effect conferred upon a balanced candidate. HR professionals are also willing to associate substantial positive organizational benefits with certification, specifically: enhanced IT staff credibility, competitive advantage, level of service, consistency of service provided. HR professionals also associate substantial employee benefits with certifications, specifically: enhanced credibility, preparation for new position within the current organization, compensation, mobility, preparing for other certification tests, and meeting a job requirement.


RISORSA UOMO ◽  
2012 ◽  
pp. 295-307
Author(s):  
Juan Pablo Romŕn-Calderňn ◽  
Adalgisa Battistelli

An exploratory study was conducted in a group of Italian social enterprises in order to develop an instrument that measures workers' perception on management. The measures within the instrument examine aspects related to human resource management (HRM) and organizational goals (Goals). Noteworthy, the study comprised decisionmaking processes, organizational goals, personnel training and the ability to listen to users´ needs. The sample was composed by 298 employees. The factor structure demonstrated good internal consistency and good construct validity. The research is a contribution to further research on the managerial practices of social enterprises.


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