Pathways to Distinction: How Heterogeneous Academic Networks Stratify Doctoral Knowledge Production Across Hard and Soft Disciplines in China

Background The transition from doctoral student to independent scholar represents a critical developmental turning point in emerging adulthood. Knowledge production serves as the central vehicle for validating identity during this phase, yet achieving such output is an inherently social endeavor. From a social network perspective, academic ties function as essential developmental scaffolds. However, access to these relational resources is often stratified. Currently, limited empirical evidence exists regarding whether and how relational structures shape the stratification of knowledge production. Purpose This interdisciplinary mixed‐methods study examines how the status and organizational attributes of alters in academic networks function as pathways to distinction. Specifically, we answer the following two questions: (1) How do diverse academic networks stratify doctoral students′ knowledge production? (2) How do the interactive mechanisms facilitate or constrain students′ knowledge production and developmental trajectories? Research Design This study employed an explanatory sequential mixed‐methods design guided by Biglan′s widely cited framework, distinguishing between “soft” and “hard” disciplines. We first analyzed survey data applying zero‐inflated negative binomial regression to identify structural patterns, followed by semistructured interviews to unpack the mechanisms of network utility. Findings The analysis reveals a “Matthew Effect” of cumulative advantage, where access to superior social capital creates widening gaps in academic advancement. Specifically, pathways to distinction are context‐dependent. In soft disciplines, both status and organizational heterogeneity significantly enhance knowledge production, primarily driven by external faculty ties. In contrast, in hard disciplines, only organizational heterogeneity demonstrates a significant positive effect, with external peer relationships serving as the key channel. Qualitative evidence illuminates the complex interactions among doctoral training environments, disciplinary epistemological traits, and the effectiveness of different relational ties. The disciplinary context determines which ties are important, but individual and group dynamics decide whether network resources translate into realized professional distinction. Conclusions Grounded in social network theory, we argue that the stratification of knowledge production is significantly shaped by the unequal distribution of relational resources. Academic networks are not merely indicators of individual social competence but structural foundations for developmental trajectory. When institutions delegate network‐building solely to students, they may unintentionally reinforce structural isolation and create new forms of inequality amidst global doctoral enrollment expansion. These findings demand institutional investment in collaborative, justice‐oriented doctoral training frameworks.