On a positive mentality: Transformations arenât just technology driven, theyâre people and process driven. And change doesnât come easy no matter which organization you're at. So when you talk about data, there's a lot of change that can happen from the way people work to how they manage data, and how you report and make decisions based on that data. Thatâs integral for any business. When you're making proposals, if the answer is no, don't be discouraged, go back and try why there was a no. Keep at it because Iâve heard no throughout my career. If you're a firm believer of something that will have a huge impact in your business, you just have to have the tenacity to go after it, understand it, try to explain it and educate people on it to create momentum. Once you prove that, then the rest is history. On BI maturity: When it comes to reporting and analytics or BI, in order to gain the trust of team members, you have to be able to educate as well as let them know that just the data reporting and having access to data from a centralized view doesnât mean your data is necessarily accurate, because if you don't input the data correctly, you get garbage in, garbage out. I think part of educating team members, when we're doing proofs of concept, is about not expecting a miracle. We have a multitude of ERP systems to map as well as data sources. We could do all that mapping and validation with you, but if the underlying data isnât accurate, it has nothing to do with the mechanism which provides that. Itâs the clean-up effort. Itâs about being transparent and educating your business in terms of what the expectation of the BI tool can deliver. On data governance: We have 17 different ERP systems, and Novanta is a very acquisitive company, so it's an ongoing challenge. But my team is familiar with different backend technologies for the mainstream ERP. Yet if we come across an ERP that's not necessarily mainstream, theyâll have challenges getting into the back end, and integrating and understanding the relational data to connect it to our central data lake. That's going to be an ongoing technical risk that weâll have and we need to overcome that. What we understood in 2019 was when people don't see what they're inputting, they often forget different entry variations, like how many ways there are to say, âUnited States.â But through some key business cases, and now to the entire group, discrepancies from data duplication are visible, as well as the visibility and movement for data governance thatâs spun off across Novanta, and the BI platform and reporting. It's a work in progress. We're discovering more, but it definitely helps to have the visibility and data governance to clean the data and integrate the data mapping, which helps the BI team to publish data marts. |