Today, he shares what he sees as some of the major trends in raw material management strategy from a technical perspective?

I think another thing, as well, I think end users and biopharmaceutical manufacturers are doing more work upon incoming receipts. So, they are applying new technologies, such as raman spectroscopy to create a spectral reading, which creates a richer data set on those individual raw materials that are brought in. And then what they can do is employ tools, such as multivarient analysis to be able to detect weak signals from those richer data sets. And that starts to be able to point directionally as to whether or not there are differences lot-to-lot that are impacting the manufacturing process.
I think by combining both some of these analytical tools, such as Ramen and some of the statistical analysis tools, such as multi-varient analysis and then also the increased collaboration with our suppliers and being able to get data set and more visibility to specific places. We are starting now to be able to map out and better understand exactly how components within a complex raw material, such as cell culture media, can impact the process performance in our manufacturing environment.

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