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P. Somani

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Open access 2026

Graph Attention Networks for Organizational Trust Influence Mapping: Identifying Informal Leaders, Bridge Connectors, and Trust Propagation Patterns Using the DEEP Framework

This work provides a methodology to identify and leverage informal trust infrastructure during purpose-driven organizational transformation and shows asymmetric trust influence patterns with upward trust flow (subordinate→manager) being 1.4x stronger than downward flow.

P. Somani, Rupali Khaire · 0 citations
Open access 2026

AI-Driven Leadership Assessment and Organizational Trust: Evidence-Based Frameworks for Technology Sector Transformation

What conditions does AI need to meet to improve leadership and trust inside a technology firm rather than damage them? That question is the starting point of this paper. We pulled together recent research alongside production case studies from six major firms (Google, Microsoft, IBM, Salesforce, Adobe, LinkedIn) and tr...

P. Somani, Rupali Khaire · 0 citations

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