Msight Analytics

Helping figure out the people, process, management, and governance of #Data & #Analytics where the majority go wrong before even getting to the technical stuff.

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

Even with the best #Data requirements, problems happen. There is no such thing as perfect data. Not every issue makes data unsalvageable, and it is up to the #Analytics practitioner to figure out how to work effectively with the data. #Statistics #DataScience #MachineLearning #AI

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

The Trust Problem with Analytics: Complexity➡ https://t.co/OB6M0T7u8O

#Data #Analytics #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI #BI #DataQuality #DataManagement #DataGovernance #AnalyticsGovernance #AIGovernance

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

The accumulation of #Analytics knowledge does not directly translate to the ability to design and carry out a valid analysis. One has to know what to do with that knowledge when and, more importantly, why. #Data #Statistics #DataScience #MachineLearning #AI #BI #AdvancedAnalytics

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

The Trust Problem with Analytics: Explainability➡ https://t.co/xW4hF54BsR

#Data #Analytics #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI #BI #DataQuality #DataManagement #DataGovernance #AnalyticsGovernance #AIGovernance

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

#Analytics knowledge is useful as an enabler of analytics capability. And it is even kind of “mid” at that. #Data #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI #BI

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

Will AI replace humans? https://t.co/HD6EN4lGKh

#Data #Analytics #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

I often see #Analytics practitioners with a lot of advanced technical knowledge who cannot define populations or samples, much less understand their implications on the analysis. #Data #Statistics #DataScience #MachineLearning #AI #AdvancedAnalytics

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

Digital Automation vs. the Ronco Showtime Rotisserie Oven ➡ https://t.co/gTOSJCYgAY

#Data #Analytics #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI #BI #DataQuality #DataManagement #DataGovernance #AnalyticsGovernance #AIGovernance

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

When asked about something you've already told them, we are annoyed. #Analytics practitioners, of all people, should understand the importance of interrogating existing #Data. We do that for a living! But I get it all the time from them. #Statistics #DataScience #AI #BI

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

Is there a wrong way to eat a Reese’s? ➡ https://t.co/tLnVv16UML

#Data #Analytics #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI #BI #DataQuality #DataManagement #DataGovernance #AnalyticsGovernance #AIGovernance

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

You can provide #Analytics practitioners with instructions on how to do something. They may think they are learning. But it does not mean they understand. Often, they are unable to extend it even to closely adjacent situations. I see this a lot. #Data #Statistics #DataScience

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

What is it like to dislike data? ➡ https://t.co/2TnajOW3YQ

#Data #Analytics #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI #BI #DataQuality #DataManagement #DataGovernance #AnalyticsGovernance #AIGovernance

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

Technical knowledge is straightforward to assess. But many hiring managers, some themselves #Analytics practitioners, do not know what they need or what makes an analytics practitioner effective, let alone how to evaluate candidates for it. #Statistics #DataScience #AI #Data

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

Tools and technology exist today to help comply with #Data regulations, but that is only half of the battle. I often see organizations grossly underestimate the role of humans in compliance. #DataGovernance #Analytics #Statistics #DataScience #DataManagement #AI #MachineLearning

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

Data literacy is overrated ➡ https://t.co/iWtx8FLQfG
#Data #Analytics #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI #BI #DataQuality #DataManagement #DataGovernance #AnalyticsGovernance #AIGovernance

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

A recent social media post: “Don’t blame #AI; blame the #Data.” Though not the intent of this post, there is a lot of finger-pointing, i.e., blaming, in the information realm. How do we move the needle? #Analytics #Statistics #DataScience #MachineLearning #BI #AdvancedAnalytics

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

The practical side of analytics readiness ➡ https://t.co/ihEbRWiUhD

#Data #Analytics #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI #BI #DataQuality #DataManagement #DataGovernance #AnalyticsGovernance #AIGovernance

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

With or without automation, a compliance-first approach to #DataGovernance is harder and slower to react in practice. It ends in a bureaucracy because people have many hoops to jump through just to get simple things done, and the response is slow. #Data #DataManagement #Analytics

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

Technical skills matter less than you think ➡ https://t.co/nOdW8fiZu3

#Data #Analytics #Statistics #DataScience #MachineLearning #AdvancedAnalytics #AI #BI

[Michiko I. Wolcott, CMC @Michiko_Wolcott]

Regulations are always reactive. As an extreme example, I remember a case in which a politician personally experienced something he did not like from #Analytics and went on to draft a regulation that probably did more damage than solve problems. #Data #DataGovernance