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Oriented cell division is fundamental to development and tissue organization, requiring precise control of both spindle positioning and orientation. While cortical pulling forces mediated by dynein motor proteins are well-established drivers of spindle dynamics, the contribution of microtubule polymerization-based pushing forces remains unclear. We developed a generalizable computational biophysical model that integrates both pulling and pushing mechanisms to investigate spindle behavior across diverse cell types and geometries. This model successfully recapitulates experimental observations in three well-studied models:Drosophilafollicular epithelial cells,Drosophilaneuroblasts, and the earlyC. elegansembryo. Systematic analysis reveals that while pulling forces are the primary drivers of directed spindle orientation, pushing forces play crucial supporting roles by preventing spindle stalling and promoting alignment dynamics, particularly at high initial misalignment angles. We further applied our model to irregularly shaped zebrafish endothelial cells, which present unique challenges due to their non-spherical morphology and dynamic shape changes during mitosis. Our results demonstrate that asymmetric cortical force generator distributions, potentially localized at cell-cell junctions, can account for the observed off-center spindle positioning in these cells. This work provides a unified framework for understanding how the interplay between cell geometry, molecular polarity cues, and competing physical forces determines spindle dynamics, offering new insights into both canonical and non-canonical division orientations across cell types.