As can be seen from pair plots, there is no clear trend between the different synthesis variables and the diameter/morphology of resulting particles, due to the complexity of the system. Correlation factors suggest that all variables are interconnected regarding the determination of final products. To understand and extract useful information on the impact and relevance of variables involved in such a multidimensional system, it becomes evident the need for further analysis through more sophisticated methods like ML, applied to suitable databases.