Centroidal Solutions practices an exploratory approach to discover relationships between variables with its data science consulting firms.
This is opposed to statistical modeling wherein an assumed hypothesis is confirmed or rejected based on the statistical significance of the assumed relationships. What this means is that we let the data free to provide all possible patterns instead of trying to force-fit the data into one of the assumed hypotheses
We do validation of patterns with the help of domain experts to confirm meaningful relationships
What this means is that all the possible relationships are validated with the help of our domain experts, that ensures that the model is relevant