This paper has discussed the application of risk management models (Enterprise Risk Management (ERM) and Risk-Adjusted Return on Capital (RAROC) in decision-making in high-risk sectors, such as construction, IT, and finance. A systematic literature review (SLR) and thematic analysis were used to identify key findings across three areas: risk identification, risk response planning, and the role of leadership and organisational culture.

The research found that risk identification tools, including risk registers, site inspections and brainstorming sessions, are commonly used in the identification of risks at an early stage of the project lifecycle, especially in construction and information technology. During the planning and execution, contingency planning and mitigation strategies were necessary to deal with the high-impact risks, which included the safety training and buffer resources. It was also established that transformational leadership and an open communication culture were major enablers of the inclusion of risk management in the strategic decision-making procedures. The results correspond to those of Frigo and Anderson (2018) and Hillson and Simon (2021), who state that a holistic approach to risk management should incorporate both organisational behaviour and technical tools. This research is therefore new by highlighting the behavioural factor of making decisions, especially the role of leadership and corporate culture in adopting and integrating risk management strategies (Venkatesh and Shankar, 2018; Mikes and Kaplan, 2015).
Managerial and Theoretical Implications
Theoretical Implications
The present research contributes to the theoretical body of risk management and decision-making and specifically in high-risk industries, like construction, IT, and finance. Although the literature on this strategy highlights technical parts of risk management frameworks like ERM and RAROC (Kerzner, 2023; Saunders and Allen, 2018), this study extends the same and instead looks into the practical application of the frameworks in the real-time decision-making process concerning different phases of the project life cycle.
The results of the study contribute greatly to risk management theory especially due to the inclusion of behaviour and organisational factors. In particular, previous research has not focused much on the role of leadership styles and organisational culture in integrating risk management strategies within the decision-making processes. Transformational leadership, as one of the drivers of risk management practices in real-time decision-making, was found to be in line with the study by Hillson and Simon (2021) on the role of leadership in enhancing effective risk governance practices.
Furthermore, the organisational culture is also mentioned as a significant element in the context of risk management integration that has remained little studied in literature (Frigo & Anderson, 2018). The discovery reinforces the importance of taking a holistic approach to risk management, in which the cultural and leadership factors, in the form of tools, are essential in ensuring the implementation process is successful.
Managerial Implications
As a manager, the present study offers a bright direction on how project managers can incorporate risk management frameworks in the decision-making process. The results underline the idea that risk management is a proactive process that must be implemented continuously and inform the strategic decision-making process at every stage of the project (initiation-implementation) (Mikes and Kaplan, 2015). Frameworks such as ERM and RAROC should be embraced by the managers to improve the quality of decisions, thus enabling teams to identify the risk that may occur and address it at an early stage to prevent its escalation (Barton et al., 2017).
The research also highlights the importance of transformational leadership in instilling the practices of risk management in the organisational culture. The managers should instill the culture of open communication, cooperation, and risk reduction innovations (Venkatesh & Shankar, 2018). Risk management helps managers to make better and more informed decisions to enhance project outcomes by becoming more strategic in the decisions they make (Frigo & Anderson, 2018).
Practical Implications
The results of the present study can have useful practical implications for industry practitioners, especially project managers and decision-makers in construction, IT and finance sectors. The implementation of the holistic risk management models, including ERM and RAROC, at each project lifecycle stage is among the recommendations. These structures must not just be applied in the identification and assessment of risks, but must be actively involved in information decision-making processes in real time, especially at the initiation and planning stages. Risk management enables project managers to identify the risks at an earlier stage and better distribute resources and make improved decisions, which can dramatically decrease the risk of project breakdown because of prior estimated risks (Frigo and Anderson, 2018; Tufano, 2018).
The other application point is the significance of transformational leadership in facilitating risk management strategies integration in decision-making. A culture of transparency and cooperation must be cultivated by leaders so that risk information gets exchanged by different teams, increasing the possibility of responding to risks in time and effectively (Hillson and Simon, 2021).Also, to respond to the high-impact risks, project managers must run high-impact risks through contingency planning and mitigation strategies as part of their decision-making processes to make projects more flexible and positively impact the overall project outcomes (Kerzner, 2023).5.3 Recommendations
For Managers
Implement Risk Management Structures: Project managers are advised to incorporate ERM and RAROC at all the project life-cycle phases, from initiation to execution. These frameworks enable the early detection, evaluation, and prioritisation of risks, which increases the capacity to make decisions (Mikes & Kaplan, 2015; Tufano, 2018).
Moving to Transformational Leadership: The managers would be expected to embrace the transformational approach of leadership in order to encourage the culture of looking at risk management as a strategy and not a response to something. Teamwork and dynamic decision-making are promoted by transformational leaders, which can immensely improve the risk management results (Hillson and Simon, 2021).
Encourage Organisational Culture of Communication: Managers are to foster the culture of open communication when all team members are empowered to point out and possibly discuss potential risks. This will make it possible to incorporate risk management into the organisational culture and discuss risks collectively (Venkatesh & Shankar, 2018).
For Professional Bodies
Promote Ongoing Risk Management Education: Professional associations should promote the study and certification of risk management to project managers, especially in the high-risk industry. The programmes in question must be concerned with the combination of risk management practices and leadership skills training (Hillson, 2017; Hillson and Simon 2021).
Create Cross-Sector Collaboration Platforms: The professional bodies are supposed to provide collaboration across industries where best practices in risk management are shared. This might allow project managers, working in various industries (e.g., construction, IT, finance), to learn from each other and implement risk management methods in the context of their specifics (Setyarini et al., 2024).
For Public Authorities
Encourage Regulatory Frameworks for Risk Management: Governments and policymakers need to encourage Regulatory Frameworks on risk management by coming up with regulatory frameworks to promote the inclusion of risk management frameworks in project decision-making. Laws must oblige the implementation of ERM and RAROC within the high-risk spheres, not to make the management of risks only a routine process, but an integral part of the work plan development and implementation of the project (Akerboom and Craig, 2022).

Support Incentive Models to Manage Risk Effectively: The government is advised to have incentive programmes for organisations that effectively adopt risk management in the project. Such incentives have the potential to promote the use of best practices by a large population and result in better performance of high-risk industries such as construction, IT, and finance (Olawale and Sun, 2021).
Research Limitations
There are various limitations associated with this study, particularly because secondary data has been used. Although secondary data offers very helpful information regarding what current literature reflects, it might not be the most up-to-date information in terms of specific trends, practices, and emerging forms of risk-management strategies in such industries as construction, IT, and finance. The particular areas of the study also inhibit the generalizability of the study since it focuses on only these areas. Results might be incomplete as these do not cover industries having varying risk profiles or project management practices. Also, secondary data cannot facilitate personal contact with central decision-makers, which may have offered more comprehensive, real-time information about the risk management scheme implementation in the highly specific context of practice.
Directions for Future Research
Possible future directions of future research result through the present study would be focusing on certain limitations of the current study and finding new regions in risk management. The study of the psychology and behaviour of making decisions during risk is one of the beneficial directions of further research, specifically risk management in the context of cognitive biases and the impact of leadership style on the risk management process (Tversky and Kahneman, 2021). These psychological aspects can only have a great impact on the way the risks are perceived and managed, but did not receive the attention of this study.
The other viable route that future research could take is the primary data collection. Surveys or interviews of project managers, decision-makers and stakeholders would give us the real-time information on how risk management models such as ERM and RAROC are implemented on the ground, particularly in the rapidly changing industries such as IT and construction. This would add to the comprehension of the industry-specific issues and the operational obstacles to applying these models to decision-making.
New research would also extend to other sectors outside of the construction, IT, and financial industry, including healthcare, manufacturing or energy. Further investigation into the application of risk management in these sectors would provide a wider insight into the applicability and usefulness of risk management models. Lastly, a discussion of the effects of leadership and organisational culture on real-time decisions may assist in formulating more responsive and recommending risk management procedures (Frigo & Anderson, 2018).
Conclusion
Summing up, the paper has discussed how risk management models such as ERM and RAROC can be incorporated in the decision-making of high-risk organisations such as construction, information technology and finance. The results highlight the significance of the holistic approach to risk management practices that integrate technical frameworks with leadership and organisational culture. The Project managers are able to improve the quality of decision-making, minimise risks in the project and the overall performance by applying risk management during decision-making. The work is part of the scientific knowledge and practical application to risk management, which will provide recommendations on enhancing leadership, communication, and active decision-making in any field. Findings of the study have profound implications for managers, professional bodies, and policy makers who aim at streamlining the risk management practices in the complex and high-risk environments.