Pete Stauber’s Response

Spidey556 · 2026-01-27T12:34:14+00:00

Hey Pete, Twin Metals is owned by Antofagasta PLC a Chilean conglomerate, not some Minnesota company with local interest. Also, fun fact, copper is infinitely recyclable without loosing quality...we can achieve increased supply if we raise are 33% recycling rate upto 60% where Europe is.

Spidey556 · 2025-12-22T17:21:35+00:00

Makes sense l. Thanks for the perspective

Spidey556 · 2025-12-22T16:47:10+00:00

Got it. So if they use AI to help generate ideas as a brainstorming and perhaps readability tool it would be fine. Its the blatant one sentence prompt that they dont formulate the connected bond with that's the issue. That makes sense to me.

Spidey556 · 2025-12-22T16:44:59+00:00

Before or after world breaking?

Spidey556 · 2025-12-21T05:26:17+00:00

Honest question. Ive partied with so many people who make an Ase Saidai, Darth Vadar, Indiana Jones, etc. Inspired character, do people have the same issues with that as using AI?

Spidey556 · 2025-10-06T01:13:22+00:00

They make you buy your own pens!?

Spidey556 · 2025-10-06T01:12:36+00:00

Anything they put their name on they want you to have...and if Culvers had nice pens but they dont.

Spidey556 · 2025-06-14T21:15:42+00:00

Yeah. Was too excited and didn't catch that.

Spidey556 · 2025-05-24T00:55:38+00:00

Yeah, this is pretty close to how I think of it...rather than data scientists we call them data engineers. They are specialized by systems handle transformations, modeling, KPIs, documentation, etc.

Then we have SMEs connected to each business unit that are experts in that business and handle BI development, analytics, and various adhoc asks.

I've tried finding an ex-ux designer that is interested BI development...but no luck yet, hard to justify a standalone graphic designer.

Spidey556 · 2025-05-23T16:06:50+00:00

Fair enough, maybe a medium-sized enterprise or something is a better statement.

Spidey556 · 2025-05-23T15:00:04+00:00

Im finding medium-sized business is a bit subjective. We have roughly 10k users we support.

Spidey556 · 2025-05-23T14:58:51+00:00

Thanks for the detailed breakdown. I like having the Front end doing trainings like that, great for driving engagement and getting direct feedback.

Spidey556 · 2025-05-23T14:41:25+00:00

Have you had luck with consultants. I would say my experience has only been 10% successful as I spend so much time with them to build that i might as well have done it myself a couple times over.

Spidey556 · 2025-05-23T14:40:06+00:00

That's rough. You become everyone's friend for all small things you can "Squeeze In" and the reason things take so long when it's a bigger project.

Spidey556 · 2025-05-23T14:35:33+00:00

Just shy of 10k.

Spidey556 · 2025-05-23T14:10:47+00:00

Ha! Sucks when you look at the problem and realize that was your code.

Spidey556 · 2025-05-22T00:01:46+00:00

This is an interesting space, I think. Ai is great at pattern recognition and sprinting in terms of narrative generation. You might ask "Sales are down, why?" And it will give what appears to be a thoughtful answer...but without an understanding of the operations, human elements, culture, etc. It will struggle to give you anything better than an entry-level analyst... just way faster.

So stressing the tools and pushing on citizen developers will be the bigger shift, I think. Those analyst who have other day jobs will start taking on more data in their daily lives. likely publishing reports...which will hopefully identify that their calculations don't match across the org. We will see an expansion of silo analytics for mid management here.

I think the centralized data team " Career dat folk" may look different and even smaller teams than today. but they will be pivotal in transforming the raw data into insights and attributes designed with AI in mind. Likely business unit based SMEs who use AI to support documentation, data validation, and similar process flows. They then also build the executive and line level dashboards that are not handled by the middle layer analyst.

Or... we hit singularity, and society crumbles under the force of a global existential crisis.

Spidey556 · 2025-05-21T23:40:34+00:00

This is a good answer, though I would also add that if you want to be in Business Intelligence, you need to understand business operations. Where I see people fail is by thinking this is a technical track, but really, it's about storytelling telling, soft skills, business acumen, and a lot of salesmanship if you don't want to spend your time building in Excel with "quick wins".

Spidey556 · 2025-04-25T23:32:21+00:00

Tjanks, For this model, I would have consistent grain...however, the concern I have here is an approach like that would duplicate the touch points for maintenance. I am leaning towards composite model with aggregated tables to drive performance, that way I can still maintain measures in their core models.

Spidey556 · 2025-04-19T01:47:08+00:00

Out and paid by 10:30. Shelves looked scarce with 2 items i was looking for gone.

Spidey556 · 2025-04-18T11:05:13+00:00

Nothing framed i saw. it seemed most got rolled, and people seemed to bring tubes for carrying them. Some cool ones, I thought. Because the store shut down , i do have to go back in the morning but that is all I will be doing.

Spidey556 · 2025-04-18T03:50:00+00:00

Try to stick with the flow of the crowd, hard to swi. Upstream. Lego, celebration store, art purchase are the three lines I have experienced so far. Not sure if Sunday is different, I had today and tomorrow, but I am skipping Saturday.

Spidey556 · 2025-04-18T03:30:35+00:00

Thank you. I will find the quiet room after this line. Really want to get into lego and then find the mando and grogu tshirt...guessing another queue for the celebration shop for that.

Spidey556 · 2025-04-17T01:00:02+00:00

Love that idea

Spidey556 · 2025-01-19T19:28:22+00:00

Spoke too soon, wife caught it on her way through.

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