Table 3 Future research directions... | Emerald Publishing

Table 3

Future research directions

Avenues	Research questions
Avenue 1. Building new metrics	Explore how organizations can design new metrics that assess system responsiveness, predictive accuracy and the long-term impact of proactive CX management How might metrics be structured to evaluate the success of interventions like preventing service delays or delivering hyper-personalized customer recommendations?
Avenue 2. Dynamics of co-creation	Which key factors drive successful co-creation and the impact of these interactions on customer satisfaction and loyalty? How do customers perceive the value of participating in co-design processes? What tools or interfaces best facilitate engagement?
Avenue 3. Ethical considerations	What appropriate governance frameworks that balance innovation with ethical accountability, ensuring that digital twin technologies respect customer autonomy and avoid unintended harm, are needed? Specifically, how can algorithmic audits and stakeholder engagement be institutionalized to mitigate risks and build trust?
Avenue 4. Industry-specific applications	How can digital twins enhance learning experiences in online education? How can digital twins streamline customer interactions in financial services? Identify unique challenges and opportunities across industries, providing actionable insights for practitioners.
Avenue 5. Long-term impact of digital twins	How do digital twins influence customer loyalty over time? How do digital twins impact operational efficiency and innovation over time? What is the role of digital twins in driving resilience and adaptability?

Avenues	Research questions
Avenue 1. Building new metrics	Explore how organizations can design new metrics that assess system responsiveness, predictive accuracy and the long-term impact of proactive CX management How might metrics be structured to evaluate the success of interventions like preventing service delays or delivering hyper-personalized customer recommendations?
Avenue 2. Dynamics of co-creation	Which key factors drive successful co-creation and the impact of these interactions on customer satisfaction and loyalty? How do customers perceive the value of participating in co-design processes? What tools or interfaces best facilitate engagement?
Avenue 3. Ethical considerations	What appropriate governance frameworks that balance innovation with ethical accountability, ensuring that digital twin technologies respect customer autonomy and avoid unintended harm, are needed? Specifically, how can algorithmic audits and stakeholder engagement be institutionalized to mitigate risks and build trust?
Avenue 4. Industry-specific applications	How can digital twins enhance learning experiences in online education? How can digital twins streamline customer interactions in financial services? Identify unique challenges and opportunities across industries, providing actionable insights for practitioners.
Avenue 5. Long-term impact of digital twins	How do digital twins influence customer loyalty over time? How do digital twins impact operational efficiency and innovation over time? What is the role of digital twins in driving resilience and adaptability?

Source(s): Authors' own work