Atif Hassan

Employee attrition represents a significant burden, yet predictive models often fail to provide actionable retention strategies, creating a critical prediction–prescription gap. This paper introduces the Counterfactual–Dialectical Optimisation (CDO) framework, a novel methodology that bridges this gap by integrating predictive modeling, robust causal inference, and budget-constrained optimization. We first illustrate the framework’s mechanics on the synthetic Human Resources (HR) dataset, then conduct a rigorous proof-of-concept on the empirical ‘Saudi Employee Attrition Dataset’ to test its real-world applicability. In our empirical validation, we employ Propensity Score Matching (PSM) to estimate the causal effects of interventions while controlling for confounding variables. The results on the real-world dataset show that while predicting attrition is challenging Area Under the Curve (AUC ≈ 0.60), the framework successfully identified a deserved promotion as a powerful retention lever, causally reducing attrition probability by an estimated 23.9 percentage points. Acting on this insight, the optimization layer efficiently allocated the entire budget to this single, high-impact strategy for high-priority employees. This work provides a validated blueprint for shifting from passive prediction to active, Return on Investment (ROI)-driven prescription in strategic workforce management, demonstrating how to derive clear, actionable guidance even from complex, real-world data.

How often do we see businesses of modern world really following the principles of stakeholder theory in true letter and spirit, safeguarding the interests of large number of stakeholders not just their customers and also treating society at large as their stakeholder? Are businesses and management practices truly consistent with social contract of organizations with society? The prevalence of business with societal well-being concept is rare despite the fact that world at large is the advocate of societal well-being. The case of Akhuwat Pakistan presents various insights for modern business practitioners; small business models that have question marks with respect to their sustainability in early years can do wonders at later stages and become success case studies if business objectives are linked with social development and entrepreneurial capacity building. Akhuwat is the example where corporate social responsibility and thrust for poverty alleviation is not just a marketing tool to remain alive in popularity contest but the mechanism and inspiration to serve and love humanity. This case study is narrative in its methodology and focuses on key success factors of the organization under study. The rational and social lens application reveals that exploration of best management practices is pertinent for businesses today to replicate them by adopting universalistic management perspective for ultimate success and exaltation.

This study explores the HR initiatives and managerial factors that contributed towards making Avari Hotel a learning organization and ensuring its continuous success and rapid expansion in the International world. In-depth interviews and analysis of existing organizational documents and secondary resources were referred in this case study. The main findings of the study attributed its success to the consistent hard work of the owners and senior management in meeting and maintaining the international standards of five star hotel properties while sustaining and developing its own unique selling elements distinguishing Avari chain from its competitors. HR initiatives for employee retention and the functional role of HR in areas as ensuring safe, healthy and happy workplace, employee care, communication, recognition, work environment and culture, recruitment training and development has played a major role in transforming it into a learning organization Although the strategic management at Avari Hotel, Lahore is in action to address the environment and competitive pressures, there is a strong need that management practices at Avari remain aligned with their business objectives in order to remain a force in hospitality industry and retain their market position for strong, unique and favorable brand associations.

General System Theory (GST) has presented some key concepts that Strategic HRM researchers use to link different HR Systems with organizational strategic goals and performance. In order to apply General System Theory’s underpinnings in Strategic HR literature and to establish the point that GST’s key concepts can be used to explore HR systems, it is necessary to first prove that HR as a distinct function of any organization and can be declared as a system. It is possible, if researchers can prove that all or most of the key concepts presented by GST are present in organization’s HR function and thus Systems Theory/Thinking principles can be applied to design and manage HR function. This conceptual paper takes a look at literature and analyzes all related assumptions of general systems theory in the context of HRM and concluded that HRM can be declared as a system.