IJSP Number 7, 2025

International Journal of Supervision in Psychotherapy, Number 7, 2025 Page | 40 culturally responsive supervisory environments, and integrate discussions on race, privilege, and identity into the supervision process. A significant challenge identified in this era was supervisee nondisclosure, with research revealing that trainees frequently withheld critical information from their supervisors due to fear of judgment, perceived power imbalances, or concerns about their competence [8. T his led to calls for supervision models that emphasized psychological safety, allowing for greater openness and transparency in the supervisory relationship [19. Recent research (2018–2024): technological innovations, evidence-based supervision, and cultural responsiveness The most recent period in supervision research has been characterized by the integration of technology, evidence-based supervision, and intersectionality into supervision practices. With advancements in digital tools and telehealth services, supervision has become more accessible and adaptable to diverse training settings. Keywords such as telehealth supervision, video-based supervision, and digital platforms reflect the increasing reliance on technology in supervision practices [10]. Telehealth supervision has expanded opportunities for remote supervision, allowing trainees in rural or underserved areas to access high-quality mentorship without geographical constraints [5. . Studies have explored the benefits and limitations of video- based supervision, highlighting its effectiveness in enhancing clinical training while also addressing ethical concerns related to confidentiality, digital security, and rapport-building in virtual settings. At the same time, evidence-based supervision models have gained prominence, emphasizing structured feedback, deliberate practice, and outcome-driven approaches [19. Researchers have increasingly called for supervision practices that are systematically evaluated for effectiveness, moving beyond traditional theoretical orientations to integrate data-driven decision-making [15. T he use of systematic reviews and meta-analyses in supervision research has provided valuable insights into best practices, contributing to a more empirically grounded understanding of what constitutes effective supervision [29. . Additionally, cultural humility and intersectionality have become key themes in contemporary supervision research. There is a growing recognition that supervision must account for the complexities of race, gender, sexual orientation, and other intersecting identities [22. S upervision models are increasingly incorporating discussions on systemic oppression, privilege, and microaggressions, with an emphasis on creating inclusive training environments [15. Future research is likely to further explore artificial intelligence (AI) in supervision, virtual reality (VR)-based training simulations, and machine learning for performance assessment, reflecting a continued trend toward technologically enhanced, data-driven supervision models [10. The temporal trends identified through overlay visualization demonstrate how psychotherapy supervision research has evolved over the past decades. The field has progressed from competency-based and developmental models in the early years to a relational and multicultural focus in the 2010s, and now toward technological innovations and evidence-based approaches in the present day. As supervision research continues to adapt to new challenges and opportunities, future studies will likely explore even greater integration of digital tools, AI-driven supervision support, and culturally responsive