Data Management, The Path to Develop a Digial Twin | SSP iLLUMINATE 2020

May 1, 2021 — Michael Goggin  [58:44]

With the new network management model and capabilities, you can capture more data than ever before. This opens the opportunity to consolidate existing sources of information as you develop your digital twin. To accomplish a digital twin, you need the right processes and technology in place to ensure your GIS is in sync with activities in the field. These processes and technologies fall under the umbrella of data management in this discussion, we will unbox data management tracing data as it flows through the organization calling out common failure points, and touching on the often-misunderstood concepts of the asset of record.

Transcript

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Okay, let's get started. Thanks again for joining,

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and welcome to today's Illuminate webinar series, topic Data Management,

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the Path to develop a Digital Twin. Your speaker today will be Michael Goggin.

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Michael is a principal consultant with S S P,

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working with utilities to develop their foundational geospatial direction.

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He has been part of mapping utilities for 28 years,

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from the many diverse perspectives of working for a utility for 13 years

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at Commonwealth Edison as a software provider working for nine years at Esri,

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and as a consultant spanning the last six years.

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Michael will be answering questions at the end of his presentation,

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so please enter your questions along the way in the q and a button on your

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webinar toolbar. Finally,

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a recorded version of this webinar will be made available at a later date.

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Michael, whenever you're ready.

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Thank you very much. I appreciate that, uh, introduction. Um,

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and I really appreciate, uh, the time that you're taking today to, uh,

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come in and check out, uh, this, uh, presentation. Uh, it's something that,

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uh, has been on my mind for a majority of my career, uh, this concept of,

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of data management, uh, and, uh,

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it's ever more important now as we start looking at, uh,

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the utility of the future. And, um, you know, we start talking about this, uh,

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this concept of digital twin. So the, uh,

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the culmination of this presentation today is to really kind of, uh,

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define a couple of those. So, to kind of take a look at, uh, data management,

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kind of define it a little bit. It's the way I see it at least. Uh,

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it's also to define a little bit, um, the digital twin. Uh, what is that?

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It's a buzzword. Uh, people are talking about it, but what does it really mean?

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I'll do my best to try to, uh, define those as, as well as I can.

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Uh, and then I'll get into, uh, kind of how to get there,

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uh, from, from my observations of where some folks are these days.

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Today we're gonna be talking about, uh, the digital twin as well as, you know,

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data management. So, if, if I asked you, um,

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you know, is GIS a critical part of your utility, right?

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Whether it's gas or electric, you know, what would your answer be?

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Okay,

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if I then asked the executives within your organization,

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is GIS critical to the organization? I'd be willing to bet,

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because I've heard it, that both, uh, the geospatial group,

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as well as the executives,

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as well as a lot of people that are surrounded within the organization,

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would all say, yes, it is definitely part of, uh,

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a critical part of the organization overall. Um, you know,

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not only does apri provide some, uh, immediate benefits on its own,

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but it also provides, you know, the network, um,

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to these network enabled systems like outage management or A D M S or

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gas outage and stuff like that. So then if I asked you,

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the other question is, how is the data within your GIS today,

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right? So what's the health of your data now, you know,

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I define health, you know, as, uh, complete, accurate,

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and timely, right? Uh, so those three things make up,

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uh, what I would consider health. You know, what, what would you say to that?

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Well, actually,

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a lot of you have said a lot over the time that I've been out into

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the consulting world, right? So this six or seven years,

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and I've been trying to, uh, you know, help organizations, um,

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get to one place or another, whether it's, uh, to an outage system,

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to an A D M S migration, to, uh, engineering design, uh,

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integrated design, uh, field work inspections, right?

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There's a lot of input, right, that I have received over time.

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So my observation is that all utilities have

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a data problem, right? So, kind of some of those things that, uh, you know,

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I see there, I see, you know, the spatial accuracy, right? As one,

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that's kind of one of the more common known ones, spatial accuracy, right? So,

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conflation, there's been a lot of conflation over the years. You know,

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the data sources that were, um, used to originally create your gis, uh,

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they weren't as accurate as they are today. The,

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the devices to capture stuff were weren't as accurate back then as they are

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today. Um,

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so spatial accuracy is definitely one of those lean legacy type points. Uh,

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but there's also the record and attributes accuracy, right? That's the,

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you know, how accurate is the,

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the attributes of a record within your GIS system? Is it have all the data,

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right? Does it, does the data that does have, is it correct? Is that the right,

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uh, streetlight size? Is that the right, uh,

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valve number of turns to operate that? Um, you know, that's the nature of that

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completeness, right? I kind of spoke to that just a little bit.

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So it's really the completeness. How much information is,

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is inside your GIS system, right? Maybe when you created your, uh,

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original system, you had a lot of attributes for, uh, the different features,

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right? The different assets within your organization.

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Maybe you never really populated those,

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cuz your workflows never really supported it, right? Um,

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and or maybe you have some data in there and you,

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you don't have the rest of the data.

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So some data was captured and some data was not.

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That happens sometimes with different operating companies coming together,

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or different parts, divisions, I guess, if you will.

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Some groups capture it and some groups don't. So that stuff happens. Uh,

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timeliness, right? This one is, is becoming more significant,

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um, as technology progresses within, uh,

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an organization, right? So timeliness is, is how fast, uh,

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do you get your assets, uh, or your edits, um,

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inserts updates or deletes into your GIS after it has been,

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uh, put into the field, right?

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So it's been either energized or it's been gased. Uh, how long does it take,

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right? Uh, this concept, or not even a concept, this notion of a backlog, right?

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How, how much of a backlog do you have? Or what does your process allow, right?

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So, um, we're saying, um, in one organization that, you know,

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we're given eight weeks to an organization, to a field group,

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or for that asset information to flow back into the geospatial department so

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that it could be placed and put into your GIS system. Uh,

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and I see other places that have, you know, really large backlogs. Um,

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when I hear years mentioned, uh, not like one year, two year, three year,

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but actual years, 2019, 2018, 2017,

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that's a real good indicator that something's just not right.

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Uh, that those edits shouldn't be, um,

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lost out there regardless of what they are, right? I get the, the realities of,

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uh, you know, a large job, uh, subdivision as an example.

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Probably the biggest one that's ever brought in front of me is like, well,

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you know, that subdivision may take, you know, two,

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three years to get completed, right? But along the way,

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things are getting energized, right? So people are moving in,

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meters are being set, and the power or the gas is being run,

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but the work order's not closed out.

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So the work orders what would flow into the geospatial department, right?

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The technicians, I understand that, that that's a scenario.

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But there's a, there's, there's, you have to work through that scenario.

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You can't have assets in the field that are energized or gased and not mapped.

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You know, that. I know that. It's, cuz you tell me that,

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that that's not right. Um, so that's the, the timeliness of it.

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Um, other ones are, uh,

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where systems are integrated and the data doesn't match. Very,

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very common. Could be many different things, but, but that's another, um,

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scenario out there that I see often. The other one, uh,

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the last one I'll list is really like data, uh, uh, disparate data, right?

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So an organization that, um, you know, may have, uh, their data or their system,

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um, kind of captured in multiple different places, right? Whether it's, uh,

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maybe your meters or on meter cards or services are on service cards, or,

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um, valve regulator stations or regulator stations rather are in,

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you know, a CAD or on paper,

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or it's a substation on the electric side or a vault or a large switching

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cabinet, right? That's more complex and you just,

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you choose to maybe base cuz you had to,

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you have that place and you manage it somewhere else, right?

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One of the larger ones I ever saw was, you know, the most of the system was,

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was in gis, but once you got into the urban areas, right?

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The downtown areas of something, it was in CAD and, you know, so you had,

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you know, multiple departments needed to manage that,

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and they had to coordinate it in one lines and, and the GIS updates. And,

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you know, circuits don't only, you know,

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confine themselves into the urban areas. So that would read along the,

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um, you know, the data, uh, disparate data sources.

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So this data, right? And, and impact,

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it has impacts many things, right?

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So workflows are definitely one of 'em. You've got, um,

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what I'll call, uh, geo dependent systems, right?

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So geo dependent systems are like what I mentioned earlier, um,

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your your outage management system, your, um, a D M S system,

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um, you know, it could be scada, rarely is it scada, but it could be scada.

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It's, it's anything that is consuming the network. Um, it could be, uh,

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an engineering analysis package sign, for example,

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on the electric side and synergy on the gas side. These, uh,

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geo dependent systems need network information from

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gis, right? So they need that to, to do what they do, right?

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So that's the geo dependent systems. The other ones are the geo enabled systems,

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right? So these are not so much network intensive,

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but they're other, um, and again, I listened high level, uh,

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scenarios like, uh, engineering design or staking as an example,

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asset management, um, you know, your inspections or your compliance,

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uh, stuff like that. Things as you go in the field and you collect. Um,

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and then there's also the, um, uh,

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gas outage management I put down here because it's, it's, um,

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it's not entirely geo, uh,

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dependent or network dependent. There's a portion of it that is right.

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The valve isolation, the analysis of getting the customers, and, uh,

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you know, that feeds into your, the real big portion of,

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of gas outage management, which is, you know, the, uh, the, the gas, uh,

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relight, uh, shut down and relay orders, right? So getting your customers, uh,

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turned back on and are turned off and turned back on safely. Uh,

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and there's things like reporting, right? So things that, um,

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aren't necessarily network related, but where your assets are,

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these all have impacts, right? There's all impacted on the workflows,

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but in addition to the workflows,

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business is impacted, right? So, you know,

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I've listed out a bunch of high level things here, but ultimately, bad data is,

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um, is impacting the way you do business, whether it's the, um, reliability,

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uh, matrixes on the electric side. Uh, it could be safety,

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it could be, uh, longer, right?

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Folks are out either gas or electric for a longer period of time

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because your network isn't where it needs to be, right? Uh,

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and or your processes aren't where they need to be. Um,

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that has an impact. It could be more frequent outages, right?

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So reliability is not very good. Um,

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and the reason I put that in there is because your gis,

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your geo enabled systems, right? They can, uh, help harden the grid,

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right? They can help make the gas system safer by identifying, uh,

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and help on identifying in maybe the integrity portions of,

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um, of the workflows and stuff like that, right? So it's asset failure,

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there's compliance, right? There's a lot of things that the gis, uh,

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can and is helping with in many different organizations across the country.

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But again, bad data, it just isn't doing as much as it could be doing.

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You need it to do more, more importantly, you need it to be trusted.

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It needs to be trusted. And it, it's, uh, you know,

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been shown to me over and over again that when I just come out and ask that

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question, right? So some folks will, will get in a room and, um,

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we're looking at it with migration to utility network as an example. And, uh,

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you know, we start talking about data and, and it's, uh,

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the lack of data and the feedback from the different groups within the

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organization. And then I just flat out and ask, it says, is your data trusted?

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And their answer is, every time so far has been, no,

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it's not trusted, uh, not trusted 100%.

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There may be some things that they trust, but a majority of it,

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it's just not trusted. So if it's not trusted,

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nobody's really gonna go outta their way to use it.

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They're not going to be elated with a brand new mobile solution,

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gis or geo enabled mobile solution that takes the information out into the

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field, regardless of how great it is, right? If they can't trust the data,

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then they're gonna struggle with the application, uh,

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and the application of it in the workflows that support it. Okay?

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So where does that bring us at this point? So, at the very beginning, right?

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And I really didn't call it out, right? But I like this concept of, you know,

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is, uh, is the fault in our gis, right? Not in our stars,

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but is it in our gis? Is something wrong with the GIS in general?

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And the answer is, in my opinion, not exactly.

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There are some things that have prevented you from doing

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certain things within your organization, but overall,

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the fault is not in the gis,

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okay? It's in the data management.

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It's in how you are using that system,

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how the system is being used, how is that data being managed,

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um, who is managing it, right?

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So the governance over it. Uh, so it's in the data management.

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So what is data management? I think that's a, you know, I, like I said,

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I've been, I was gonna try to define these as best as I could. Um,

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and, and here we go. Here's my shot at data management.

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Data management is the people process and technologies that are used to

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record and manage data, uh, into the appropriate system of record.

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Okay? That's kind of a, of a mouthful of a sentence, but, um,

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we've all heard of people, processes,

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and technologies before as it pertains to most things that,

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that are going on within utility, that that's what kind of makes up that.

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And it's very true, right? It's very true. But system of record,

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right? So what is that?

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So I kind of threw that kind of hoping to define that as best as I could as

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well, and right to, to really,

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the system of record is the authoritative data source

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for a particular attribute of information, right? So,

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for example, uh, a lot of times you hear, uh, that the gis,

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uh, the system of record in an organization for location is gis.

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Makes sense, right? It's a based on geography. Um,

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you go to the best extent that you can to, to locate that, um, as,

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as close to as possible as where it is in the field. And,

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and that's, so therefore,

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if I'm going to look for something location of something,

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that's where I would expect to find the most accurate right

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piece of information around location.

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The other one is the system of record for, um, network configuration,

248
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right? So how your electric and gas networks are configured, right?

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Pipe to pipe, pipe to fitting, um,

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overhead underground with a riser in the middle. Um, you know,

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just what is upstream, uh, what is downstream? Um,

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what is isolating, right? So how are things connected,

253
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right? There's not another system within the organization that manages that,

254
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um, better than your GIS can, right?

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A lot of you are trying to do it in other places,

256
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but your GIS is the best place for that. So that would be, you know, the, uh,

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system of record for location and the system of record for, um,

258
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network configuration. Now, what is what? So what are some other things?

259
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So what is the asset of record or system of record for asset condition?

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Well, I mean, that could be your asset management system, right?

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If you have an asset management system and you have your assets in the asset

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registry, and you're, you're dispatching work, right?

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Based on maintenance plans, meaning when does that, um,

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you know,

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device that widget need to be inspected to keep or keep, you know,

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nameplate, um,

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for reliability or whatever scheduled an access asset system gets out,

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communicates with work management, work management, they go out in the field,

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they gather the actual, um, you know, condition of the asset,

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and then they bring that back somewhere. Right? Now it can live in the gis.

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That doesn't mean the GIS is the system of record for condition,

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but it could live there.

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And I think that it should live there because I think it's beneficial for folks,

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uh, to have that in multiple systems.

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It's not a duplication of data as long as you,

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well define your system of record that could go back into your, um,

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asset management system. Um, so that's, uh, kind of the, the system of record,

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uh, kind of definition, the best I could there. So the other thing is, um,

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you know, data management and, and really when I look at data management, uh,

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to try to find, you know, where is the fault in the data management, you know,

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I really follow the asset lifecycle, really, cuz that's where, you know,

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something enters into your system, right?

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And then it'll eventually exit outta your system.

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And then everything in between there is an action against

285
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that asset, right? So it could be, um, you know,

286
00:19:04.940 --> 00:19:08.130
originally it could be purchased and it can be in your inventory system.

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And then at some point it gets to, um, you know, a design, uh,

288
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maybe it's via a compatible unit that gets installed into the

289
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field, uh, that gets either energized or gets gased, right?

290
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And then you start in on maintaining that asset moving forward once it's

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been commissioned, and then you continue to operate it,

292
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you continue to maintain it, and then at some point at the end of its life,

293
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you're gonna decommission it, right? So that's the, the,

294
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the life cycle of an asset.

295
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So if you wanna track reliable information against your assets,

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you need to follow that circle that what I call the asset life cycle around

297
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and interrogate, right? What you're looking at, follow the workflows,

298
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follow the data, right? As I like to say, follow the data.

299
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And that's how you will end up, um, figuring out a lot of stuff.

300
00:19:58.900 --> 00:20:02.120
And we'll get into that actually in a little bit. So,

301
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data management com management component.

302
00:20:04.180 --> 00:20:06.560
So I talked a little bit about this before, it's the people,

303
00:20:06.870 --> 00:20:10.050
it's the process and it's the technology. Now,

304
00:20:10.050 --> 00:20:14.490
you'll learn a little bit later on that it's not just those three in my opinion,

305
00:20:14.710 --> 00:20:16.330
but let's break it down right here.

306
00:20:16.910 --> 00:20:21.530
So the people are the people that are, uh, part of the workflows,

307
00:20:21.530 --> 00:20:24.570
part of the processes, right? They're either in the field, um,

308
00:20:24.570 --> 00:20:27.810
they're in the office, right? They could be field workers, operators,

309
00:20:27.960 --> 00:20:32.590
trouble people, um, field technicians, locators, you name it.

310
00:20:33.290 --> 00:20:37.380
On the other end, the office workers could be a plethora of folks.

311
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They could be planning, they can be engineering,

312
00:20:39.330 --> 00:20:42.620
they could be integrity management. It, it goes on, it's, it's,

313
00:20:42.650 --> 00:20:45.140
it's the people in the office, the people in the field,

314
00:20:45.440 --> 00:20:49.040
and then there's ultimately the people that are the GIS professionals within

315
00:20:49.040 --> 00:20:53.160
your organization that are taking everything that is going on in the field,

316
00:20:53.160 --> 00:20:56.120
that everything is going on in the office and in the other system.

317
00:20:56.340 --> 00:21:00.720
And they're making sure that it's, uh, you know, inside the gis,

318
00:21:00.720 --> 00:21:05.120
they are the proprietors of your GIS system, right? So those are the people,

319
00:21:05.400 --> 00:21:08.800
right? There's a plethora of people around the workflows and the process in the

320
00:21:08.800 --> 00:21:13.600
organization. Then you have the technology, right? So technology is,

321
00:21:13.900 --> 00:21:18.400
is not as simple as you would think it is. It's not just the devices.

322
00:21:18.430 --> 00:21:20.240
It's not just, um,

323
00:21:20.580 --> 00:21:25.480
an iPad or a tablet or a PC or ArcGIS

324
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this or ArcGIS that.

325
00:21:28.170 --> 00:21:31.910
It is how all of the systems in addition to that,

326
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it is on how all of the systems kind of come together to,

327
00:21:37.130 --> 00:21:37.460
uh,

328
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formulate the workflow and ultimately allow the data to flow

329
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from one place to another.

330
00:21:44.840 --> 00:21:49.550
There is not one system in an organization that is the system

331
00:21:49.810 --> 00:21:51.430
of the organization. It's,

332
00:21:51.510 --> 00:21:54.630
I don't believe that it's not asset and work management,

333
00:21:55.180 --> 00:21:59.910
it's not outage management in ADMs, it's not cis, I get the billing part.

334
00:22:00.130 --> 00:22:04.590
But as far as operationally goes, it's not, there's not one system,

335
00:22:05.360 --> 00:22:07.990
right? So it's how all of these systems work together.

336
00:22:08.050 --> 00:22:11.950
How does your customer system communicate with your GIS or your gis with your

337
00:22:12.150 --> 00:22:14.350
customer system? You know, how does your, uh,

338
00:22:14.550 --> 00:22:16.110
engineering design and taking packages,

339
00:22:16.250 --> 00:22:20.910
how do they communicate with GIS and visa versa? And then the asset systems,

340
00:22:21.240 --> 00:22:23.430
right? How do they communicate back and forth,

341
00:22:23.430 --> 00:22:26.950
whether they're compliance or whether they're enterprise, it doesn't matter.

342
00:22:26.950 --> 00:22:30.910
It's how your systems are com communicate. It's the integration,

343
00:22:31.610 --> 00:22:34.800
right? So, you know, back to some of the problems that I see,

344
00:22:34.840 --> 00:22:39.520
I see these systems that, um, aren't in, not in, they're not in sync.

345
00:22:39.550 --> 00:22:43.760
They're not passing the right information back and forth, right? Is it?

346
00:22:44.240 --> 00:22:48.520
I don't know exactly all the reasons behind why it was configured or built the

347
00:22:48.520 --> 00:22:51.680
way it is or not built. I don't know what their considerations were.

348
00:22:51.720 --> 00:22:54.560
I wasn't there. But, but they're not to support, you know,

349
00:22:54.600 --> 00:22:59.120
a true data management environment. They're just not. Okay. So that's the,

350
00:22:59.120 --> 00:23:02.320
the technology. So it's a plethora of, of things in the technology.

351
00:23:02.660 --> 00:23:03.960
And then there's the process. Well,

352
00:23:03.960 --> 00:23:08.360
the process is really kind of what brings the people and the technology

353
00:23:08.880 --> 00:23:13.400
together. They follow a process. Technology is built against a process.

354
00:23:14.070 --> 00:23:18.680
That process needs to be documented because you're gonna find that when you

355
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start to look at your processes and your technology and your people,

356
00:23:23.160 --> 00:23:25.320
you're gonna find problems in all of 'em.

357
00:23:25.660 --> 00:23:29.960
But the process is what needs to be defined in order to define the other two.

358
00:23:31.050 --> 00:23:34.300
They have to, that's your, that's the guideline. That's the book.

359
00:23:34.560 --> 00:23:39.300
That's how things flow. That's what it's okay.

360
00:23:40.940 --> 00:23:45.760
So, um, when you do have good data management,

361
00:23:45.850 --> 00:23:48.640
right? When you have all the, the stars are aligned, if you will,

362
00:23:49.140 --> 00:23:50.040
and you have your people,

363
00:23:50.230 --> 00:23:53.880
your process and your technology all where they need to be,

364
00:23:54.230 --> 00:23:58.160
then your data becomes this complete, accurate, timely,

365
00:23:58.700 --> 00:24:02.720
and organized all in the right place, right back to the system of record,

366
00:24:03.450 --> 00:24:07.480
right? So this isn't a, a data management focus on just gis,

367
00:24:07.480 --> 00:24:11.080
it's data management within an organization. It goes beyond just gis.

368
00:24:12.070 --> 00:24:13.370
GIS is gonna house a lot of tools,

369
00:24:13.370 --> 00:24:16.810
and I definitely have a lot of arguments to say why there should be so much data

370
00:24:16.810 --> 00:24:20.170
in gis, but it's not just about gis, right?

371
00:24:20.170 --> 00:24:23.970
So I'm gonna add one more thing to that piece. People process of technology,

372
00:24:24.310 --> 00:24:27.980
and that's data data's the other components.

373
00:24:28.370 --> 00:24:32.180
It's not necessarily just the output, it's also part of the input.

374
00:24:32.180 --> 00:24:35.380
It's also part of the process. So it needs to be included in there.

375
00:24:37.140 --> 00:24:40.670
Okay? So why is this important? Now

376
00:24:42.330 --> 00:24:45.590
the reality is, is it, it never wasn't important.

377
00:24:46.100 --> 00:24:50.550
It's always been important. Data has always been important,

378
00:24:51.620 --> 00:24:55.080
but there has been some things that have been happening, uh,

379
00:24:55.080 --> 00:24:59.480
over the last decade that are making it more important, right?

380
00:24:59.630 --> 00:25:04.160
More important. Um, and it's really a lot of different things, right?

381
00:25:04.190 --> 00:25:07.480
Even from, uh, the technology itself, right?

382
00:25:07.480 --> 00:25:09.360
And what I mean by the technologies, I mean,

383
00:25:09.530 --> 00:25:12.200
those other technologies that I was talking about before, the,

384
00:25:12.420 --> 00:25:17.200
the sign and the synergy that need network information, it's the ADMs that,

385
00:25:17.200 --> 00:25:20.440
you know, not only needs a great network information,

386
00:25:20.440 --> 00:25:25.280
but it also needs more information on a particular

387
00:25:25.410 --> 00:25:30.020
asset in order to do all of its great analytical things, right?

388
00:25:30.080 --> 00:25:30.570
So it's,

389
00:25:30.570 --> 00:25:35.220
it's the technology's forcing itself onto the data

390
00:25:35.360 --> 00:25:37.860
and onto an organization to increase their data,

391
00:25:38.200 --> 00:25:41.940
to really tighten up their data management. You know, on a timeliness thing,

392
00:25:42.450 --> 00:25:47.120
ADMs can't wait 8, 10, 12, 2 weeks for

393
00:25:47.630 --> 00:25:52.160
that new, you know, SECTIONALIZING asset that was put into the field. It,

394
00:25:52.160 --> 00:25:54.240
it needs it as soon as possible. It needs it right now.

395
00:25:54.300 --> 00:25:57.920
It actually needs it as soon as it's been energized in the field and

396
00:25:57.920 --> 00:25:58.800
commissioned in the field,

397
00:25:59.070 --> 00:26:03.000
because that's what it's gonna use to analyze and do all of this great smart

398
00:26:03.000 --> 00:26:04.640
grid stuff that we think about, right?

399
00:26:04.660 --> 00:26:08.120
The self-healing or the sectionalizing minimizing customer outages.

400
00:26:08.800 --> 00:26:11.660
That's what it needs to do. That it needs all of this good data.

401
00:26:12.320 --> 00:26:16.420
But then there's other things that are also driving, right? It's regulatory, um,

402
00:26:16.530 --> 00:26:19.540
it's internal, external, it's financial, it's reliability.

403
00:26:19.850 --> 00:26:24.740
There's just quite a bit that's driving this need for, um,

404
00:26:25.360 --> 00:26:25.690
you know,

405
00:26:25.690 --> 00:26:30.060
good data or in a good data management process is the solution to that, right?

406
00:26:30.160 --> 00:26:34.450
So really kind of taking a look at it and going from there, okay,

407
00:26:34.800 --> 00:26:37.570
digital twin, it's definition time. So digital twin,

408
00:26:37.960 --> 00:26:40.930
what does this have to do with a digital twin? Well,

409
00:26:41.150 --> 00:26:44.440
it kind of really tailors on to what I was was saying just in the previous

410
00:26:44.520 --> 00:26:49.320
comments, and that is, is these other technologies, and those are workflows and,

411
00:26:49.460 --> 00:26:49.700
and,

412
00:26:49.700 --> 00:26:54.640
and other pressures within an organization are really driving the organization

413
00:26:54.860 --> 00:26:59.680
to, uh, to get a digital twin. So a digital twin is, is really a,

414
00:26:59.880 --> 00:27:03.400
a copy, um, copy of your,

415
00:27:03.680 --> 00:27:08.600
whatever your assets are in the field in a digital system. Uh,

416
00:27:08.750 --> 00:27:13.600
easiest correlation is gis, right? So if I have, um, you know, poles and,

417
00:27:13.620 --> 00:27:18.320
and wires and spans and guys and underground and overhead and vaults and, and,

418
00:27:18.340 --> 00:27:21.920
and I have a lot of good detail work and substations all the way up to

419
00:27:21.920 --> 00:27:26.440
transmission to district, you know, to tr uh, generation, uh, you know,

420
00:27:26.540 --> 00:27:28.200
and the higher, um, you know,

421
00:27:28.200 --> 00:27:31.560
systems on the gas side down to the smaller systems in the isolation,

422
00:27:32.510 --> 00:27:35.310
I want to be able to capture that information, right?

423
00:27:35.310 --> 00:27:39.630
Because there's so much more technology that's coming out in this, you know,

424
00:27:39.630 --> 00:27:42.180
this notion of sensors. Um,

425
00:27:42.240 --> 00:27:45.780
and when you start to get sensors on your systems, then you start to get,

426
00:27:45.800 --> 00:27:49.220
you know, you start to see the realization of some of these, you know,

427
00:27:49.220 --> 00:27:52.180
utility of the future things. And the one that comes to,

428
00:27:52.200 --> 00:27:55.660
to mind the most for me is, is on the electric side, right? The, um,

429
00:27:56.240 --> 00:27:59.780
the smart grid. They're getting more, you know, uh,

430
00:27:59.990 --> 00:28:04.820
SCADA enabled systems or devices out onto the electric network that are

431
00:28:04.820 --> 00:28:09.500
helping, um, you know, really kind of improve reliability and reduce,

432
00:28:09.720 --> 00:28:11.660
um, customer outages and, and durations.

433
00:28:11.660 --> 00:28:15.100
And really the matrices to make people like me, uh, in electric, uh,

434
00:28:15.500 --> 00:28:18.420
customer happy, right? I don't have to worry about my power quality.

435
00:28:18.880 --> 00:28:22.140
And that all happens through enablement of technology, right? From sensors.

436
00:28:22.360 --> 00:28:25.260
So you have to have all of your systems modeled correctly,

437
00:28:25.460 --> 00:28:29.100
creating this digital twin. When you have that digital twin created,

438
00:28:29.410 --> 00:28:32.900
then you can start propagating that information to the other systems that can be

439
00:28:32.900 --> 00:28:36.780
consumed and used and leveraged, like better engineering models. Um,

440
00:28:36.800 --> 00:28:39.700
are you under building or overbuilding too much, right? Or in,

441
00:28:39.720 --> 00:28:41.300
in the operational system side,

442
00:28:41.300 --> 00:28:44.900
whether it's some gas outage management or whether it's electric outage

443
00:28:44.900 --> 00:28:49.450
management, um, quality and safety, all of those things.

444
00:28:49.550 --> 00:28:50.810
So this, this idea of,

445
00:28:50.950 --> 00:28:54.250
of modeling digitally everything that you have in the field,

446
00:28:55.070 --> 00:28:59.010
that's where the, um, the industry is going. Now,

447
00:28:59.010 --> 00:29:02.710
that's a huge hurdle for, um,

448
00:29:03.250 --> 00:29:04.150
for utilities.

449
00:29:04.410 --> 00:29:07.950
Cuz there is a lot of information out there that's not modeled right now.

450
00:29:08.330 --> 00:29:10.470
And if we go back to my conversation is,

451
00:29:10.470 --> 00:29:14.470
is the fault in our gis that was one of the things that, you know,

452
00:29:15.020 --> 00:29:18.950
well that's part of, you know, the, the reasoning why, you know,

453
00:29:18.950 --> 00:29:23.350
digital twins were tough is because you couldn't necessarily model everything

454
00:29:23.490 --> 00:29:27.470
within, uh, it's out in the field like your vaults and your, um,

455
00:29:28.140 --> 00:29:31.910
regulator stations and, and you know, these close quarter things with,

456
00:29:31.910 --> 00:29:34.590
with lots of assets in them, uh,

457
00:29:34.590 --> 00:29:38.910
network configurations that just didn't really work well in gis. You know,

458
00:29:39.380 --> 00:29:43.720
well roll forward 2018 January and Esri comes out with utility

459
00:29:43.810 --> 00:29:48.600
networking. This is the, the new network management system, um,

460
00:29:48.660 --> 00:29:50.120
for all of Esri customers.

461
00:29:50.580 --> 00:29:55.280
And this will get you off of the old legacy system that didn't allow you to,

462
00:29:55.540 --> 00:29:59.480
uh, to really kind of capture in the level of detail. Now, some utilities did,

463
00:29:59.480 --> 00:30:01.720
but it was kind of a workaround and it was kind of,

464
00:30:02.140 --> 00:30:05.360
it wasn't a really good solution, right?

465
00:30:05.590 --> 00:30:08.960
Utility network is opening that up through things like containment and

466
00:30:09.120 --> 00:30:13.960
associations. In addition to that, the, the quality control that is,

467
00:30:14.060 --> 00:30:15.560
um, is behind, you know,

468
00:30:15.560 --> 00:30:19.960
the network configurations and what can connect to what, um, uh,

469
00:30:19.980 --> 00:30:22.880
the ability to extend certain things for you,

470
00:30:23.700 --> 00:30:26.480
lessen the amount of effort on your editors. Um,

471
00:30:26.480 --> 00:30:31.200
better quality data can be more timely cuz it's more of a network everywhere,

472
00:30:31.540 --> 00:30:36.000
uh, versus, you know, just kind of stuck into a desktop application. You know,

473
00:30:36.000 --> 00:30:39.240
we can get it out. It's more mobile, um, easier to get to,

474
00:30:39.240 --> 00:30:41.120
it's easier to use is what it comes down to.

475
00:30:41.700 --> 00:30:46.120
So that's my definition of digital twin and kind of how it can fits into why is

476
00:30:46.120 --> 00:30:49.200
it important today. And then tailing on, you know, the,

477
00:30:49.220 --> 00:30:51.600
the data management portion of the discussion.

478
00:30:53.310 --> 00:30:57.840
So I said it wasn't easy to get here and, um,

479
00:30:57.950 --> 00:31:02.080
data management's not easy, right? There's, there's no easy way to get there.

480
00:31:02.080 --> 00:31:06.680
There's no magic, um, silver bullet, if you will, right?

481
00:31:07.220 --> 00:31:09.920
So I kind of put together some, some thoughts on,

482
00:31:09.920 --> 00:31:13.360
on how you can get there from here, right? So these are the steps here. Uh,

483
00:31:13.360 --> 00:31:17.560
define the scope and the goal. Uh, document the as is, uh,

484
00:31:18.110 --> 00:31:22.080
determine the gaps, what are the gaps in that? Uh, and then look at, uh,

485
00:31:22.100 --> 00:31:24.960
or look at what the two B design would look like,

486
00:31:25.420 --> 00:31:26.960
and then kind of a plan your approach.

487
00:31:27.540 --> 00:31:31.280
Now this is all set on a bedrock foundation of change management, right?

488
00:31:31.280 --> 00:31:35.160
Change management has to be part of this because it's impacting people,

489
00:31:35.270 --> 00:31:36.440
processes, technology.

490
00:31:37.260 --> 00:31:41.000
So that's why there's a bedrock foundation there of change management and

491
00:31:41.000 --> 00:31:42.880
governance. Governance is huge, right?

492
00:31:42.940 --> 00:31:47.840
Who controls what changes in your systems, uh, whether it's data related or,

493
00:31:48.020 --> 00:31:50.040
you know, application related. Okay?

494
00:31:50.040 --> 00:31:54.740
And we're gonna go through each one of these. I do have an approach tip though,

495
00:31:54.740 --> 00:31:56.660
and it kind of gets back to, um,

496
00:31:56.730 --> 00:31:59.620
what I was saying about the asset lifecycle before. And that is,

497
00:31:59.640 --> 00:32:03.820
is when you're going to go into this data management, um, uh,

498
00:32:03.820 --> 00:32:07.700
process and looking at your data management, follow the asset lifecycle,

499
00:32:08.050 --> 00:32:10.300
it's gonna be a significant, um,

500
00:32:11.320 --> 00:32:14.060
way for you to see where, um,

501
00:32:14.060 --> 00:32:17.540
things are going right and where they're going wrong. What you can improve.

502
00:32:17.840 --> 00:32:20.940
Is it process related? People related, technology related,

503
00:32:21.370 --> 00:32:26.010
flat out data related, okay? Okay.

504
00:32:26.190 --> 00:32:30.870
Define the scope and the goal. And so what do I mean by that? Well, not all, um,

505
00:32:30.900 --> 00:32:35.870
data management. Um, tracks are ex enterprise, right?

506
00:32:35.870 --> 00:32:40.120
That everything is, is bad. Everything is broken, right? You have,

507
00:32:40.140 --> 00:32:44.680
you may have more of confined concerns maybe on an, a particular asset,

508
00:32:45.180 --> 00:32:49.440
uh, or maybe it's a particular division within the organization, right?

509
00:32:49.460 --> 00:32:52.840
So that's why you need to define your scope. How big are you looking at this?

510
00:32:54.010 --> 00:32:58.210
Um, what are your drivers, right? Define the stakeholders.

511
00:32:58.620 --> 00:33:00.730
Who's impacted? What are your drivers for doing it?

512
00:33:01.230 --> 00:33:05.290
And then who are the stakeholders that have any kind of, of, uh,

513
00:33:05.290 --> 00:33:08.850
whether they're consuming the information that's gathered, uh,

514
00:33:08.870 --> 00:33:11.250
or whether they're gathering it. It doesn't matter.

515
00:33:11.630 --> 00:33:13.810
You need the full roundabout. Think of asset lifecycle.

516
00:33:14.090 --> 00:33:15.410
Everyone that touches the asset,

517
00:33:15.410 --> 00:33:19.850
that sees the asset's gonna have and provide input to that, right? Um,

518
00:33:20.590 --> 00:33:23.850
do you have clear goals in mind and what you want to reach, right?

519
00:33:23.850 --> 00:33:26.690
You have some drivers, but what are the goals, right? Set those goals.

520
00:33:27.510 --> 00:33:30.090
So you need something measurable that you want to come out on the end with.

521
00:33:30.780 --> 00:33:35.160
You need the executive sponsor, right? And I highly recommend, uh, forming, um,

522
00:33:35.160 --> 00:33:37.960
you know, a governance committee as well to help keep, uh,

523
00:33:37.960 --> 00:33:42.080
to help get everybody actually as into the understanding of,

524
00:33:42.420 --> 00:33:45.520
of all of this, the drivers. Um, and,

525
00:33:45.660 --> 00:33:50.120
and helping drive actually everything you're looking at, um, moving forward,

526
00:33:50.130 --> 00:33:53.760
right? And then, um, again, that change management,

527
00:33:54.100 --> 00:33:59.080
you want that change management to be established from day one or the day

528
00:33:59.080 --> 00:34:03.590
before, document the as is, right?

529
00:34:03.690 --> 00:34:08.470
So I know, I think we've, we've all potentially done a lot of this before, um,

530
00:34:08.470 --> 00:34:11.470
but it's a more robust in, in my opinion, it's,

531
00:34:11.540 --> 00:34:14.190
it's not an easy effort to go into and,

532
00:34:14.330 --> 00:34:18.430
and really kind of tear back all of the layers to find out exactly,

533
00:34:19.290 --> 00:34:24.030
um, how stuff is being done, what is being used to do it, right?

534
00:34:24.130 --> 00:34:28.270
And then who is doing it? Again, you're gonna find problems all over the place.

535
00:34:28.650 --> 00:34:32.870
And, uh, just be aware of that and we'll touch on that in the gap process. Uh,

536
00:34:32.870 --> 00:34:36.190
define all your systems, your tools, and your integrations. We talked about,

537
00:34:36.190 --> 00:34:38.990
you know, what was important and where, where things could break down.

538
00:34:39.410 --> 00:34:42.470
You're obviously, you already docked your stakeholders and you know,

539
00:34:42.470 --> 00:34:47.030
you're gonna want to definitely put these into, um, workflow diagrams, right?

540
00:34:47.030 --> 00:34:50.790
Definitely workflow diagrams and, and they can range from swim lanes,

541
00:34:51.150 --> 00:34:53.830
diagrams to just, you know, flow chart type stuff,

542
00:34:53.860 --> 00:34:57.270
just as long as you're capturing it, right? Understand the dependencies,

543
00:34:57.330 --> 00:35:01.750
what's dependent on what, whether it's workflow data, um,

544
00:35:01.750 --> 00:35:06.190
people handoffs. Um, find all those dependencies in record 'em,

545
00:35:06.570 --> 00:35:11.190
uh, document your pain points, right? Various success document those. Uh,

546
00:35:11.190 --> 00:35:12.790
they will come in handy because they're,

547
00:35:12.790 --> 00:35:15.510
you're documenting not your pain points necessarily,

548
00:35:15.530 --> 00:35:19.430
or not the pain point that we don't have accurate information for this

549
00:35:19.430 --> 00:35:20.390
particular asset.

550
00:35:20.930 --> 00:35:23.310
You are documenting the pain points of everyone that's involved,

551
00:35:24.050 --> 00:35:28.510
and that could help shed some light on defining the solution, right?

552
00:35:28.530 --> 00:35:31.390
If you know what everyone's pain points are, you can go, oh, okay,

553
00:35:31.660 --> 00:35:34.310
that application doesn't do that. Or, you know, hey,

554
00:35:34.310 --> 00:35:38.480
that integration isn't coming over. So now, you know, Mary in,

555
00:35:38.700 --> 00:35:41.800
in accounting is having to run this outside report in blah, blah, blah.

556
00:35:41.940 --> 00:35:46.340
So document all the pain points and then in, in that,

557
00:35:46.400 --> 00:35:50.060
in the nature of wanting to solve a solution as a community change management,

558
00:35:50.060 --> 00:35:53.780
right? Ask for, for, um, you know, the future.

559
00:35:53.850 --> 00:35:57.490
What would somebody like to see something done differently, right?

560
00:35:57.520 --> 00:36:01.410
Take that opportunity when you're sitting down with them to not only, uh,

561
00:36:01.550 --> 00:36:04.410
dig out what it is that you are looking for,

562
00:36:04.790 --> 00:36:07.290
but then also make them part of the solution.

563
00:36:07.600 --> 00:36:11.170
Because we all know that people that are part of the solution, um,

564
00:36:11.310 --> 00:36:16.130
are going to accept the solution a whole lot better than

565
00:36:16.130 --> 00:36:18.930
if they were just handed the solution. Hugely important.

566
00:36:18.950 --> 00:36:23.190
How many projects have we seen like that, right? Determine the gap, right?

567
00:36:23.190 --> 00:36:27.390
This is, um, uh, gap analysis, right? I mean,

568
00:36:27.390 --> 00:36:31.830
that's the easiest way to describe it, but it's really kind of digging into, um,

569
00:36:31.850 --> 00:36:35.230
you know, everything that you found, you know, everything from, uh, you know,

570
00:36:35.230 --> 00:36:38.030
it's a lack of a process so people aren't, uh,

571
00:36:38.030 --> 00:36:41.950
doing the right things or something is sitting on that desk or, you know,

572
00:36:41.950 --> 00:36:46.430
there's model inconsistencies or there's integration, uh, break points. Uh,

573
00:36:46.430 --> 00:36:48.990
something's not configured properly. Um,

574
00:36:48.990 --> 00:36:52.750
they're doing it differently across all, you know, these different divisions.

575
00:36:53.150 --> 00:36:55.630
I mean, it could be everything. This is where that, um, you know,

576
00:36:55.630 --> 00:36:56.950
prior statement comes from. There's,

577
00:36:57.090 --> 00:37:02.030
you're gonna find a lot of things that you weren't aware of that, uh,

578
00:37:02.290 --> 00:37:05.750
you know, that might be contributing to the overall, um,

579
00:37:06.700 --> 00:37:10.440
reason for needing to develop a goal in what are your drivers, right?

580
00:37:10.440 --> 00:37:13.600
Something is there, um, that's preventing the,

581
00:37:13.620 --> 00:37:18.160
the migration of that data flow from front to end. So gap is, is, uh,

582
00:37:18.220 --> 00:37:21.520
is an interesting, all I can say. The advice I would give there is,

583
00:37:21.780 --> 00:37:22.880
is don't stop digging.

584
00:37:23.150 --> 00:37:27.800
Turn over every stone and ask as many questions as you can all the time.

585
00:37:30.320 --> 00:37:31.940
Design the two B, right?

586
00:37:32.040 --> 00:37:36.380
My biggest message on this is have

587
00:37:36.760 --> 00:37:39.460
vision, right? You need to have vision.

588
00:37:39.460 --> 00:37:43.660
Someone in your organization needs to have vision because

589
00:37:44.370 --> 00:37:48.630
you're not just gonna wanna solve the exact problem, it's right in front of you.

590
00:37:49.130 --> 00:37:53.550
You're gonna find many things and you're gonna have to think about, um,

591
00:37:53.570 --> 00:37:58.450
you know, the next five to 10 years down the road. Now, that's a lot.

592
00:37:58.870 --> 00:38:02.210
That's a lot to ask, right? If, especially if you're thinking about technology,

593
00:38:02.210 --> 00:38:05.330
right? Everyone, or a lot of people say that, you know,

594
00:38:05.570 --> 00:38:09.890
a five year technology plan is a rough, that's hard to do, and they're right.

595
00:38:09.890 --> 00:38:13.090
It is hard to do, um, because things change so much.

596
00:38:13.350 --> 00:38:17.450
But you have to have that vision. Don't try to, uh, have the,

597
00:38:17.450 --> 00:38:19.570
if it's a technology solution, right?

598
00:38:20.100 --> 00:38:24.330
Don't use the same process or look at it in the same way,

599
00:38:25.150 --> 00:38:28.810
um, that you're doing business today when you're gonna have this new technology

600
00:38:28.850 --> 00:38:32.370
capabilities, right? Because new technology, uh,

601
00:38:32.370 --> 00:38:36.800
could open up a huge door for a better way of doing something.

602
00:38:37.260 --> 00:38:40.320
And, and wouldn't we all want that a better way of doing something?

603
00:38:40.320 --> 00:38:43.280
Maybe your stakeholders would want a better way of doing something.

604
00:38:43.300 --> 00:38:47.040
And I think they do, and I think you do as well. So have a vision.

605
00:38:47.810 --> 00:38:51.720
Don't stop, don't be complacent on this. It's, it's valuable.

606
00:38:52.180 --> 00:38:56.810
Hugely important that you have that vision, right? And, and,

607
00:38:56.910 --> 00:39:00.530
and that's the other thing I would say is, um, you know,

608
00:39:00.670 --> 00:39:04.940
design the solution to the workflow, right?

609
00:39:05.560 --> 00:39:10.380
The technology to the workflow. Don't design the workflow to the technology.

610
00:39:10.640 --> 00:39:14.260
Now, you're gonna have to make concessions here and there,

611
00:39:15.180 --> 00:39:19.560
but I think it's a big mistake if somebody just changes the entire workflow,

612
00:39:20.010 --> 00:39:23.520
right? Uh, just because the technology can't do something right,

613
00:39:23.700 --> 00:39:25.000
or they're gonna have to force it.

614
00:39:25.070 --> 00:39:28.640
There's 10 more steps to achieve it using the technology, you know,

615
00:39:28.660 --> 00:39:31.360
change management wise, or you're thinking it from that direction,

616
00:39:31.910 --> 00:39:34.560
keeping that vision in place in front of you.

617
00:39:34.700 --> 00:39:38.520
You're listening to the pain points that are coming from everyone. Um,

618
00:39:38.580 --> 00:39:40.240
you want people to accept the decision,

619
00:39:40.340 --> 00:39:44.080
cuz ultimately you want to meet your goal, right? Of data management,

620
00:39:44.200 --> 00:39:47.560
a better data, a better reliability, a safer work environment,

621
00:39:47.990 --> 00:39:52.920
then you can't overcomplicate things, right? So in addition to,

622
00:39:52.920 --> 00:39:57.760
right, it might sound a conflicting message there, have vision, but, you know,

623
00:39:58.600 --> 00:40:01.560
designed to the workflow, the technology of the workflow, not the other way.

624
00:40:02.030 --> 00:40:05.080
It's not, it's not conflicting at all. It's a balance. I said it wasn't easy.

625
00:40:05.540 --> 00:40:08.920
And, and you just have to keep this in mind. You have to, it's not, uh,

626
00:40:09.140 --> 00:40:11.240
you get in and you flip this over and you go, oh,

627
00:40:11.240 --> 00:40:13.480
there's the solution right there. It's not that easy all the time.

628
00:40:13.700 --> 00:40:14.680
Not that easy at all.

629
00:40:16.740 --> 00:40:21.700
So plan the approach, right? So this is, is hugely important.

630
00:40:21.700 --> 00:40:26.060
So you have a lot of data you built up, uh, you've gathered and garnered, um,

631
00:40:26.160 --> 00:40:30.820
as is two bs some gaps. Um, you've applied some vision,

632
00:40:31.440 --> 00:40:34.140
um, you've found a lot of technology problems. Uh,

633
00:40:34.140 --> 00:40:37.140
you've found a lot of process problems. You found a lot of people, problems,

634
00:40:37.140 --> 00:40:39.460
potentially whatever you find now,

635
00:40:39.460 --> 00:40:43.580
you have to sit down and figure out how you're going to move forward, right?

636
00:40:43.680 --> 00:40:46.620
You may have to put a business case together, you may have to, uh,

637
00:40:46.780 --> 00:40:51.180
get in front of a board and, and, um, and justify something. Um,

638
00:40:51.400 --> 00:40:55.580
my biggest advice here is, is don't eat the elephant all in one bite.

639
00:40:56.640 --> 00:40:59.680
Consider a phased approach. You don't have to solve everything,

640
00:41:00.170 --> 00:41:02.800
solve a portion at a time, right?

641
00:41:03.520 --> 00:41:06.920
I was taught back at the utility, um, that you,

642
00:41:06.980 --> 00:41:09.760
you plan the work and you work the plan, right?

643
00:41:09.820 --> 00:41:13.840
So that means you have to have a plan. So plan the workout, right?

644
00:41:13.840 --> 00:41:18.480
This is everything from what's gonna have to be done, uh, to maybe negotiating,

645
00:41:19.060 --> 00:41:22.880
um, certain, uh, things with different organizations, or maybe it's, you know,

646
00:41:22.980 --> 00:41:26.920
uh, having, uh, more working sessions, right? So you,

647
00:41:26.940 --> 00:41:29.240
you have a lot of documentation, a lot of information,

648
00:41:29.660 --> 00:41:33.540
but maybe when you start designing, right? Um, you,

649
00:41:33.640 --> 00:41:36.660
you want to go through requirements more. You wanna bring those groups back in,

650
00:41:36.660 --> 00:41:36.860
right?

651
00:41:36.860 --> 00:41:40.620
So you just need to plan accordingly about how you're gonna do all of that,

652
00:41:40.790 --> 00:41:45.760
right? Plan to work and work the plan. Change management,

653
00:41:46.540 --> 00:41:51.200
um, again, should be always, and by this point, uh, deafening for me,

654
00:41:51.750 --> 00:41:56.660
make sure you have change management involved. Okay? Now, in closing,

655
00:41:56.980 --> 00:42:01.300
I, I know there was a lot of information, um, really kinda laid out here,

656
00:42:01.450 --> 00:42:05.820
several definitions. Um, what is data management? Um, you know,

657
00:42:05.970 --> 00:42:10.940
what is, um, the, the digital twin? Um, and then, you know,

658
00:42:11.280 --> 00:42:15.620
why they were important. Uh, in addition to, um, you know, the,

659
00:42:15.680 --> 00:42:19.860
the process to get from, uh, to potentially turn your data management around,

660
00:42:19.860 --> 00:42:24.140
right? If you have data management issues, um, whether they're big or small, um,

661
00:42:24.320 --> 00:42:26.780
you know, how you're going to, uh,

662
00:42:26.780 --> 00:42:29.500
really kind of get to them or get them accomplished, right?

663
00:42:29.680 --> 00:42:33.660
So I guess just starting from, from somewhere, you know,

664
00:42:33.730 --> 00:42:38.020
organizations are data driven organizations, right? That's a reality.

665
00:42:38.680 --> 00:42:42.380
Um, we need to try to get, uh, better data quality, um,

666
00:42:42.380 --> 00:42:44.900
more timely and more complete data into, uh,

667
00:42:45.130 --> 00:42:48.540
into our systems so that they can be leveraged for, uh,

668
00:42:48.540 --> 00:42:52.700
these other analysis and analytical capabilities. Uh,

669
00:42:52.700 --> 00:42:54.540
good data is a requirement, right?

670
00:42:54.730 --> 00:42:56.940
It's a requirement for these organizations to be,

671
00:42:56.940 --> 00:42:59.580
or your organization to be data driven. Um,

672
00:43:01.060 --> 00:43:04.000
the fault is not in the gis. Um,

673
00:43:04.140 --> 00:43:07.520
the fault of the larger portion of the fault is, is, is in data management.

674
00:43:07.520 --> 00:43:11.480
It's in the workflows, the people processing technologies. Um,

675
00:43:11.580 --> 00:43:14.560
and I'm sure there's some fault in GI somewhere. Uh, and,

676
00:43:14.580 --> 00:43:17.160
and I'm not gonna deny that, but it just needs to be found out.

677
00:43:17.180 --> 00:43:19.640
It needs to be figured out how to resolve that problem.

678
00:43:20.690 --> 00:43:25.520
There is no we easy way into good data. There's just not, um,

679
00:43:25.520 --> 00:43:29.400
like I I've been saying it, it is gonna be a difficult task. Um,

680
00:43:29.540 --> 00:43:33.240
but you just need to have that process down and hopefully follow some of the

681
00:43:33.240 --> 00:43:36.600
things that I said and it works for you or alter 'em a little bit. That worked,

682
00:43:36.660 --> 00:43:40.000
uh, to kind of, to your style and just kind of go with that.

683
00:43:41.960 --> 00:43:46.460
Um, all processes that touch data need to be looked at,

684
00:43:46.790 --> 00:43:50.740
right? Getting back to that whole life cycle, uh, asset life cycle,

685
00:43:51.090 --> 00:43:52.500
following that through, you know,

686
00:43:52.500 --> 00:43:55.660
the planning all the way through decommissioning, really looking at everything,

687
00:43:55.660 --> 00:43:57.820
everything that touches the data.

688
00:43:58.040 --> 00:44:01.620
And the one thing I will say is that the one process that that rarely gets

689
00:44:01.620 --> 00:44:05.920
thought about is, is not the planned, but the unplanned, right?

690
00:44:05.920 --> 00:44:10.360
Whether that's storms or whether that's an event of some kind of failure and,

691
00:44:10.980 --> 00:44:11.280
you know,

692
00:44:11.280 --> 00:44:15.600
assets are touched and they are not recorded anywhere because there's not,

693
00:44:15.830 --> 00:44:20.080
there's not always a good process around capturing, you know,

694
00:44:20.150 --> 00:44:24.360
when somebody knocks that pole down or knocks that pole over, even if it's like,

695
00:44:24.420 --> 00:44:28.200
for, like, right? There's, uh, content that needs to be gathered,

696
00:44:28.200 --> 00:44:31.040
like the year of that poll for inspections, which is, you know,

697
00:44:31.080 --> 00:44:35.560
compliance and sorts. So you're gonna find many gaps,

698
00:44:36.260 --> 00:44:39.560
uh, in all of these, you know, different processes, people, technology,

699
00:44:39.740 --> 00:44:42.160
and document. All right? Get 'em all down.

700
00:44:42.430 --> 00:44:45.320
That'll give you a better chance to figure out what you wanna attack when you're

701
00:44:45.320 --> 00:44:48.160
looking at your planning. You know, what can you do? What can you afford to do,

702
00:44:48.160 --> 00:44:51.400
right? You may have some constraints that, you know, you can't, um,

703
00:44:51.400 --> 00:44:55.360
you're constrained to. You need to use the same technology or, or, um, you know,

704
00:44:55.360 --> 00:44:57.960
you, you, you only have so much budget, right? So per year.

705
00:44:57.980 --> 00:45:02.480
So kind of work towards that. Um, have a vision look,

706
00:45:02.820 --> 00:45:07.440
um, bigger than what you're at. Don't get it caught in a microscope.

707
00:45:07.860 --> 00:45:10.600
Really have a vision. And when you're going into it,

708
00:45:10.820 --> 00:45:14.160
really leverage to see what's out there. The gis uh, for example,

709
00:45:14.160 --> 00:45:18.080
the Esri platform's been so significantly changed over the last decade,

710
00:45:18.260 --> 00:45:22.640
at least that, um, not everybody is looking at the different ways to leverage,

711
00:45:22.820 --> 00:45:25.880
you know, the Esri platform. So really kind of have that vision.

712
00:45:26.690 --> 00:45:29.240
Don't eat the elephant all in one bite. You know,

713
00:45:29.460 --> 00:45:33.440
really kind of pace yourself out. Uh, figure it out. Plan the work, right?

714
00:45:33.510 --> 00:45:36.080
Plan the work and work plan. That's what you want to do there.

715
00:45:36.840 --> 00:45:41.060
And then make sure that you manage change. Um, it's gonna be hugely important.

716
00:45:41.330 --> 00:45:43.500
Keep it, you know, from the very beginning,

717
00:45:43.500 --> 00:45:47.860
even though you're not necessarily managing change until the end, but you are,

718
00:45:47.960 --> 00:45:51.140
cuz there's change that's going throughout. You're talking about change.

719
00:45:51.600 --> 00:45:53.700
And people are gonna want to be part of that change,

720
00:45:53.700 --> 00:45:57.260
and you're gonna want 'em to be part of that change so that they can understand,

721
00:45:57.720 --> 00:46:00.660
you know, and be part of the solution instead of, you know,

722
00:46:00.660 --> 00:46:03.700
just get handed the solution at the end. You'll,

723
00:46:03.900 --> 00:46:08.380
you'll find yourself more successful that way. So that's in closing. Again,

724
00:46:08.580 --> 00:46:12.060
I appreciate your time, uh, today for listening. Um,

725
00:46:12.300 --> 00:46:14.780
I believe we're gonna head into a, a q and a period of,

726
00:46:14.780 --> 00:46:17.180
and see if any questions have come in. Thank you very much.

727
00:46:18.760 --> 00:46:22.350
Thank you, Michael. Uh, as we mentioned, uh,

728
00:46:22.410 --> 00:46:26.870
please use a q and A button on your, uh, toolbar to submit some questions.

729
00:46:26.870 --> 00:46:30.940
We already have some coming in. You mentioned processes. Uh,

730
00:46:30.940 --> 00:46:35.820
should we be fixing our processes before going to the utility

731
00:46:35.820 --> 00:46:36.653
network?

732
00:46:38.290 --> 00:46:40.020
Yeah, good question. Can, can you hear me, Keith?

733
00:46:40.140 --> 00:46:43.540
I just wanna make sure I'm still, still loud, loud and clear. Perfect. Perfect.

734
00:46:44.200 --> 00:46:48.940
Um, I'm afraid there's, there's no 100% clear answer to that.

735
00:46:49.280 --> 00:46:53.780
Uh, it really depends on, on where you are at, uh, in your, uh,

736
00:46:53.800 --> 00:46:58.400
in your endeavor into the utility network, right? So, uh, you know,

737
00:46:58.400 --> 00:46:59.600
correcting your data management,

738
00:46:59.600 --> 00:47:04.120
looking at your processes is always gonna be a great thing. If nothing else,

739
00:47:05.180 --> 00:47:09.880
uh, if you can document the processes as they are,

740
00:47:10.620 --> 00:47:14.090
right? Um, kind of like that first step, defining the, you know,

741
00:47:14.090 --> 00:47:15.450
the current state or the as is,

742
00:47:15.450 --> 00:47:20.210
if you can at least get that far before heading into a utility

743
00:47:20.350 --> 00:47:24.090
net project, you're gonna be that much farther ahead. Uh,

744
00:47:24.370 --> 00:47:29.090
actually encourage that if you can do it. If not, maybe bundle it with, uh,

745
00:47:29.120 --> 00:47:33.840
your utility network, uh, migration. Um, but definitely, uh,

746
00:47:34.000 --> 00:47:35.200
I hope that answers the question.

747
00:47:35.900 --> 00:47:38.760
Gotcha. Okay. Thank you. I think Carrie has our next question.

748
00:47:38.950 --> 00:47:41.240
Yeah. Um, so this one says, Mike,

749
00:47:41.380 --> 00:47:44.960
I'm seeing lines start to blur on gis, scada,

750
00:47:45.080 --> 00:47:49.360
A D M S and associated apps that are bolting all these tools.

751
00:47:49.860 --> 00:47:50.693
In your opinion,

752
00:47:50.970 --> 00:47:55.880
where are we headed with the concept of system of state versus system of

753
00:47:55.880 --> 00:47:58.880
record? And how does this tie to the digital twin?

754
00:48:00.980 --> 00:48:02.520
Wow. Deep, deep question right there.

755
00:48:04.590 --> 00:48:08.200
Touches on a lot of different things. Um, I'm gonna,

756
00:48:08.340 --> 00:48:13.160
I'm gonna divide that up a little bit there. So, uh, I'm gonna go with the, um,

757
00:48:13.540 --> 00:48:16.040
you know, the system of record and the digital twin, right? As,

758
00:48:16.060 --> 00:48:19.120
as I talk through, you know, the different, uh, you know,

759
00:48:19.120 --> 00:48:22.840
the data management as it relates to that system of record is hugely important.

760
00:48:23.200 --> 00:48:26.560
Defining where is the, you know, the attribute, you know,

761
00:48:26.560 --> 00:48:29.560
the system of record for whatever attribute, uh,

762
00:48:29.560 --> 00:48:33.000
or data that you're looking to define, that's hugely important.

763
00:48:33.380 --> 00:48:36.000
That's also related to the digital twin, uh,

764
00:48:36.000 --> 00:48:39.120
as well as data management as to how you're collecting that information,

765
00:48:39.520 --> 00:48:40.800
identifying your systems of record,

766
00:48:41.300 --> 00:48:46.080
and then allowing your data to flow right now the system

767
00:48:46.140 --> 00:48:50.960
of state. Now that's interesting, right? So I see the system of state as, um,

768
00:48:51.180 --> 00:48:55.440
as designed, um, as built and as operated. I,

769
00:48:55.480 --> 00:48:58.840
I think those are the only three that I'm aware of in all of those different

770
00:48:58.840 --> 00:49:02.720
systems, right? There's different systems that, that really kind of own those,

771
00:49:02.720 --> 00:49:06.760
right? The, um, the design system usually owns the, uh, you know,

772
00:49:06.760 --> 00:49:11.280
the design portion of GIS is usually responsible for the as-built portion of it.

773
00:49:11.500 --> 00:49:15.360
And then OMS and ADMs is, is really kind of the, um, you know,

774
00:49:15.380 --> 00:49:20.040
the as operated or the system state there, meaning that you can have, uh,

775
00:49:20.280 --> 00:49:24.920
you know, temporary, uh, switching in the field or, uh, run temporary lines,

776
00:49:25.380 --> 00:49:27.080
uh, all over the place. And as long as you're,

777
00:49:27.100 --> 00:49:29.000
it doesn't change how the system is built,

778
00:49:29.000 --> 00:49:33.560
it's just how it's operated temporarily. It's not a permanent change. Um,

779
00:49:33.820 --> 00:49:35.400
that's a really good question. I,

780
00:49:35.580 --> 00:49:40.440
I'm a firm believer that an organization needs to get their system of

781
00:49:40.440 --> 00:49:43.720
record down, their data management, their processes, who owns what,

782
00:49:44.180 --> 00:49:46.480
how that all flows together with the people, process,

783
00:49:46.480 --> 00:49:50.760
technologies and data that will create your digital twin. And then,

784
00:49:50.980 --> 00:49:55.920
in my opinion, that digital twin helps the other systems of state,

785
00:49:56.290 --> 00:49:58.800
right, accomplish what they're looking to accomplish.

786
00:49:59.180 --> 00:50:03.990
And the utilities themselves really looking at those systems when they need to

787
00:50:03.990 --> 00:50:08.230
look at 'em, whether it's operational engineering planning or, um, you know,

788
00:50:08.230 --> 00:50:11.430
more compliance and asset management like the Asbuilt systems.

789
00:50:12.170 --> 00:50:13.430
Really deep question.

790
00:50:15.890 --> 00:50:19.510
Thanks, Michael. Okay, next question. Back to processes.

791
00:50:19.770 --> 00:50:23.670
How do you recommend cleaning up the data once the processes are fixed?

792
00:50:25.030 --> 00:50:28.880
Yeah, that's, uh, these are are really good questions. Um,

793
00:50:29.400 --> 00:50:32.760
I have seen a, a couple of, um,

794
00:50:33.150 --> 00:50:37.400
kind of avenues taken there, strategies taken there. The one that, that I,

795
00:50:37.720 --> 00:50:39.720
I didn't really ever thought I would see,

796
00:50:40.180 --> 00:50:44.520
but I have seen more and more of is a field inventory to where

797
00:50:45.020 --> 00:50:49.440
an organization using internal resources or using external resources

798
00:50:49.740 --> 00:50:53.680
really kind of walks down the system and, uh, you know, with,

799
00:50:53.680 --> 00:50:56.680
with all the U R D or the underground stuff, right?

800
00:50:56.680 --> 00:51:01.360
There's new processes being developed to, um, and, and technologies to really,

801
00:51:01.900 --> 00:51:06.120
you know, garner that information that I've seen. Those are emerging. Of course,

802
00:51:06.140 --> 00:51:09.320
the overhead is site and technology, usually it's, you know,

803
00:51:09.350 --> 00:51:12.320
some kind of spatial awareness, um,

804
00:51:12.660 --> 00:51:15.960
geo enabled that they're out in the field capturing. Um,

805
00:51:16.630 --> 00:51:19.840
another one that I've recently heard of though is, you know, we've,

806
00:51:19.840 --> 00:51:23.040
we've talked about some desperate or disparate systems, you know,

807
00:51:23.040 --> 00:51:27.760
like Synergy or Sign or, um, OMS and stuff like that. And, um,

808
00:51:28.020 --> 00:51:30.840
you know, I've heard recently that folks are saying, you know, Hey,

809
00:51:30.840 --> 00:51:33.320
we might be able to complete this, uh,

810
00:51:33.390 --> 00:51:37.840
some of our information model right within our GIS by taking some of this

811
00:51:37.840 --> 00:51:39.440
information from these other systems, right?

812
00:51:39.490 --> 00:51:44.240
Think about Utility Network is opening up how much geospatial g s is

813
00:51:44.270 --> 00:51:47.640
able to capture. A lot of times these, uh,

814
00:51:47.640 --> 00:51:51.880
systems like Synergy and SIM are having to kind of, um,

815
00:51:52.400 --> 00:51:57.320
hydrate those models with information that's not normally captured in G I

816
00:51:57.400 --> 00:51:59.520
s. So it's kind of this extra step,

817
00:51:59.720 --> 00:52:03.000
which I think creating your digital twin and,

818
00:52:03.000 --> 00:52:06.480
and having a good data management strategy is going to, uh, you know,

819
00:52:06.660 --> 00:52:11.400
be a business benefit. You're not having to do that down the road. So you have,

820
00:52:11.580 --> 00:52:15.600
you know, several different aspects. Now, that's a, a going backwards scenario,

821
00:52:15.600 --> 00:52:17.120
right? Obviously going forwards,

822
00:52:17.430 --> 00:52:21.080
once you get your processes and stuff all figured out, your,

823
00:52:21.270 --> 00:52:25.160
your data moving forward should be good. Uh, again, not a,

824
00:52:25.750 --> 00:52:28.240
I'll keep leaning on that. It's not an easy thing,

825
00:52:28.260 --> 00:52:30.000
but those are the couple things I can think of.

826
00:52:31.370 --> 00:52:34.900
Okay. Looks like we have a few more questions here, um,

827
00:52:35.280 --> 00:52:38.740
and we'll just keep going until, until the end of the hour. Um,

828
00:52:39.480 --> 00:52:44.020
you said moving to Utility Network is an enabler for data management.

829
00:52:44.520 --> 00:52:45.820
Can you expand on that?

830
00:52:46.520 --> 00:52:49.220
Uh, yeah, absolutely. So, um, you know,

831
00:52:49.220 --> 00:52:52.580
over the last couple of years there's been, you know, more, uh,

832
00:52:52.640 --> 00:52:56.820
or several organizations that are really moving into direction, right?

833
00:52:56.820 --> 00:52:59.740
Their strategy is to move into the direction of Utility Network.

834
00:52:59.880 --> 00:53:03.870
And what this opens up is, um, you know, I've said that, you know,

835
00:53:03.870 --> 00:53:05.830
utility Network is, um,

836
00:53:06.330 --> 00:53:10.950
an unbelievably solid quality system in terms of keeping your data

837
00:53:11.100 --> 00:53:15.590
organized once it's in there. The, the challenge is,

838
00:53:15.590 --> 00:53:16.910
is getting your data in there.

839
00:53:16.970 --> 00:53:19.910
So there's a couple of things going to UN that would help.

840
00:53:20.030 --> 00:53:24.390
A is the actual migration of your existing, uh, system.

841
00:53:24.460 --> 00:53:28.520
That could be an existing ESRI system, it could be on a geometric network,

842
00:53:28.860 --> 00:53:32.120
not using network, it could be on another system, right?

843
00:53:32.180 --> 00:53:35.440
But that act of migrating from that,

844
00:53:35.440 --> 00:53:39.840
those systems to UN is gonna force you to clean up your data. Uh,

845
00:53:39.840 --> 00:53:42.400
in some cases it'll, it'll force you to, um,

846
00:53:42.680 --> 00:53:46.320
actually hydrate with more data that you're usually collecting. Now, again,

847
00:53:46.320 --> 00:53:50.950
using maybe some of those methodologies I just talked about, or, you know,

848
00:53:51.140 --> 00:53:55.070
it's, uh, once it's in the utility network model,

849
00:53:55.580 --> 00:53:59.070
then the data, you know, you can set and configure certain, um,

850
00:53:59.200 --> 00:54:01.350
rules within the system that says, you know, Hey,

851
00:54:01.650 --> 00:54:06.030
my data cannot go backwards in quality,

852
00:54:06.030 --> 00:54:10.270
meaning I'm setting this baseline, this is the data, uh,

853
00:54:10.340 --> 00:54:15.270
attribution that I need for a quality network. And once I set that,

854
00:54:15.750 --> 00:54:20.270
I, I almost close that door on data management problems that are related to

855
00:54:20.270 --> 00:54:23.510
technology. There's still all sorts of process stuff we can work out,

856
00:54:23.730 --> 00:54:26.270
but from a technology perspective, thirdly,

857
00:54:26.270 --> 00:54:30.750
I'll state this UN also forces you, um, just,

858
00:54:30.750 --> 00:54:32.870
it's a large project, right?

859
00:54:32.890 --> 00:54:37.390
So you want to take advantage of that large project to do as much as you can,

860
00:54:37.400 --> 00:54:41.430
which includes some process. Re-engineering is what I kind of look at,

861
00:54:41.430 --> 00:54:45.430
basically what we talked around about of trying to, uh, you know,

862
00:54:45.430 --> 00:54:48.710
go with your data management or increase your data management capabilities.

863
00:54:49.220 --> 00:54:52.630
It's just those large projects often give you the opportunity to do that,

864
00:54:52.930 --> 00:54:55.190
and sometimes they force you to do that. And,

865
00:54:55.190 --> 00:54:59.830
and I think that going to Utility Network, you may have both scenarios in there.

866
00:54:59.850 --> 00:55:02.670
So that's why you win, um, uh, is a,

867
00:55:02.670 --> 00:55:07.670
is a huge opportunity for organizations to really solidify their, um,

868
00:55:07.760 --> 00:55:08.830
their data management.

869
00:55:10.070 --> 00:55:12.960
Awesome. Thanks, Michael. All right, another one coming up here.

870
00:55:13.870 --> 00:55:14.800
Back to Digital Twin.

871
00:55:15.300 --> 00:55:19.840
Not sure how the digital twin fits into this conversation on data management.

872
00:55:20.020 --> 00:55:21.280
Is it a requirement?

873
00:55:22.610 --> 00:55:27.440
Um, the, the short answer is no, it is not a requirement. Um,

874
00:55:27.440 --> 00:55:31.960
digital twin is, is, uh, is, is a goal, right? It's, you know,

875
00:55:32.190 --> 00:55:34.600
most utilities I've talked with are, are, you know,

876
00:55:34.620 --> 00:55:38.720
are these wanna become these data driven organizations? In order to do that,

877
00:55:38.720 --> 00:55:42.280
they need to build out their backend systems with everything that matches what's

878
00:55:42.300 --> 00:55:46.720
in the field. So the digital twin is the goal. Um, it's getting there.

879
00:55:46.870 --> 00:55:50.440
That data management is gonna help you. That's the DxD.

880
00:55:50.440 --> 00:55:55.000
How you achieve your digital twin is by, uh, going through and,

881
00:55:55.300 --> 00:55:55.760
and, uh,

882
00:55:55.760 --> 00:56:00.680
really solidifying your data management processes and tools and the people

883
00:56:00.900 --> 00:56:05.640
and everything surrounding it so that you can actually get and meet that goal

884
00:56:05.740 --> 00:56:07.000
of a digital twin.

885
00:56:09.070 --> 00:56:13.120
Okay. Um, it's one UN model in database housing,

886
00:56:13.950 --> 00:56:16.520
both gas and electric or each has their own.

887
00:56:18.310 --> 00:56:22.890
Um, that is, uh, so that's a like really kind of a utility network, uh,

888
00:56:23.420 --> 00:56:26.080
you know, kind of question, uh, which I'll tackle here.

889
00:56:26.140 --> 00:56:30.640
So you can have them in, in one, uh,

890
00:56:30.920 --> 00:56:35.800
database, right? There's some, um, some things that you'll need to, uh, do.

891
00:56:35.840 --> 00:56:37.320
I think the structure network, uh,

892
00:56:37.320 --> 00:56:40.040
starting to get up my head out above my skis are a little bit technically,

893
00:56:40.300 --> 00:56:43.440
but I think structure network and sharing structure networks might be a

894
00:56:43.440 --> 00:56:45.640
challenge. Uh, what I'm seeing is,

895
00:56:45.660 --> 00:56:50.600
is organizations so far have been making the decision to go separately just

896
00:56:50.600 --> 00:56:53.280
because the businesses are run so separately. Now,

897
00:56:53.380 --> 00:56:57.200
if we're talking electric distribution, electric transmission, gas distribution,

898
00:56:57.300 --> 00:56:58.133
gas transmission,

899
00:56:58.580 --> 00:57:03.360
that's where we're seeing more of a trend in those sharing in the same, uh,

900
00:57:03.640 --> 00:57:06.100
databases. I hope I answered that question.

901
00:57:07.760 --> 00:57:10.520
Excellent. We are, we have a few more questions,

902
00:57:10.520 --> 00:57:15.120
but we're almost out of time here. We've got about a minute plus left. Um,

903
00:57:16.010 --> 00:57:20.680
let's see if we can hit one of these. If you think you be gonna ask fast, uh,

904
00:57:21.080 --> 00:57:23.640
answered fast, we have limited resources to work with,

905
00:57:24.260 --> 00:57:26.410
where do you think we should start?

906
00:57:28.110 --> 00:57:32.650
Um, I'm gonna go back and, and just say, start documenting your processes.

907
00:57:33.430 --> 00:57:35.970
Um, right. I mean, I, I think, you know, if,

908
00:57:35.970 --> 00:57:39.970
if you know what some of the problems are, right? Getting out of the gate,

909
00:57:40.120 --> 00:57:44.170
understanding what your scope is, your breadth, is it, you know, a single,

910
00:57:44.180 --> 00:57:48.050
particular asset set? Is it, you know, your entire data set?

911
00:57:48.590 --> 00:57:52.050
Is it polls or just transformers or regulators or CP test points?

912
00:57:52.390 --> 00:57:54.610
Really kind of, you know, I guess start there.

913
00:57:55.030 --> 00:57:59.770
And then once you can define what it is that you want to, uh,

914
00:57:59.790 --> 00:58:03.730
tackle, then really start documenting your processes. And I think you can,

915
00:58:03.910 --> 00:58:05.770
you can do that without, um,

916
00:58:06.070 --> 00:58:10.490
at least that starting point without a huge amount of effort and a huge project,

917
00:58:11.190 --> 00:58:15.410
uh, more just, you know, at a, at a leisurely pace, um, you know,

918
00:58:15.420 --> 00:58:20.090
along the way as your organization has the time, uh, and resources to do it.

919
00:58:21.350 --> 00:58:24.640
Fantastic. Alrighty, well, we're out of time here,

920
00:58:24.640 --> 00:58:26.640
but just wanna say thanks for joining us, uh,

921
00:58:26.660 --> 00:58:30.320
on this Illuminate Webinar series topic. Uh, please join us in two weeks,

922
00:58:30.670 --> 00:58:33.440
June 18th. Uh, we'll be presenting with C P S Energy.

923
00:58:33.540 --> 00:58:38.000
The title of that one is Dashboards That Matter a business case for intelligent

924
00:58:38.360 --> 00:58:42.320
location-based dashboards. Uh, we'll see you then. Have a great afternoon.

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