amp; Wolf, 2023) offered a more robust assessment of model fit. Additionally, exploratory graph analysis and network trees were critically evaluated for their benefits and limitations. Validation studies should align causal theoretical assumptions with appropriate statistical methods. Advances in psychometrics provide refined tools that improve measurement practices. These findings contribute to ongoing debates on the conceptualization and measurement of gaming and other addiction-related disorders.