Minnesota Law Now

In the latest episode of Minnesota Law Now, host Dean William McGeveran speaks with Minnesota Law professor James Coleman and Elise Harrington, assistant professor at the Humphrey School of Public Affairs, about the data center boom—and their collaborative research aimed at helping communities make informed decisions about large-scale development proposals. 

What is Minnesota Law Now?

Minnesota Law Now is a new podcast from the University of Minnesota Law School that brings together some of today’s most insightful legal scholars in conversation about law, policy, current events, and the ideas that shape our world.

Hello, and welcome back
to Minnesota Law Now,

a production of the University
of Minnesota Law School.

I'm your host, William McGeveran.

I'm the dean and William S. Pattee
Professor of Law.

The massive expansion

of AI has triggered a surge
in new data center projects,

forcing municipalities in Minnesota

and nationwide to navigate choices

regarding the placement
and regulation of these facilities.

Local determinations involve

a complex web of electricity needs,

water management, economic
growth, and regional policy.

Our conversation today focuses

on a critical new initiative
led by our guests.

James Coleman is a law professor here

at Minnesota Law and a prominent
scholar of energy law.

Elise Harrington
is an assistant professor

from the University of Minnesota
Humphrey School of Public Affairs,

whose work explores how communities

and regulators respond
to new energy systems

and environmental challenges.

James and Elise are
spearheading a joint effort

alongside University
of Minnesota Extension,

the Freshwater Society,
and the Minnesota cities

of Byron, Lewiston, and Stewartville.

We're here to learn
more about this project's mission

to create a practical framework

that empowers
local officials to tackle

the difficult trade-offs inherent

in the data center boom.

James and Elise, it's great
to have you both here.

Thanks for having us.

It's so great to talk with you.

Elise, let's start with the question

that prompted this project
in the first place.

Why is data center
development such a complicated

and multi-factor decision for a city?

I think what was brought to us

was that the water
and electricity demands

of data centers are often

at a magnitude
that many local governments,

especially small local governments,

might not be that familiar with.

They came to us asking,

"How do we make these kinds
of decisions?"

I think the questions
that the three cities

that you mentioned brought
to us are representative

of those challenges
facing municipalities

when it comes to data centers.

The magnitude of both the water
and electricity needs

is also represented
by the huge land requirements

and just the large scale

of investments that
these projects represent.

That's putting municipalities

in a situation
where they need to learn,

and they need to learn
relatively quickly,

about new systems and new scales

that equate to data
center development.

It sounds like this would
be challenging for all kinds

of communities, but that
if they're smaller or more rural,

they might be at a particular
disadvantage, I'm guessing.

The smaller and often
more rural communities

are those that are often seeing

some of our larger data
center proposals.

These hyperscale data centers

are many of the projects
that you will see

in more rural areas
because of that land.

Yes, exactly.

The staff for smaller municipalities

might not have
as many resources or time,

capacity, to be able to answer

these really complicated questions.

Yes, I can imagine

it would be overwhelming
potentially in some cases.

Absolutely.

James, you've studied
energy infrastructure for years.

These hyperscale data centers

that Elise referred to, the power AI,

they can have enormous
peak electricity demands.

What does that, in particular,

mean for a community and its grid?

It's a huge deal,

and that's probably the single
thing about these facilities

that is most different
from any other project

that they're potentially
looking to attract.

Of course, there are lots of cities

that have been looking
to attract investment, and maybe

some of that investment
would have been in a project

that would have used a lot of water.

You could think of some kind of food

processing facility or otherwise.

It might have been a facility

that would have used a lot of land.

The scale of electricity demand

for these projects
is really very unlike anything

that they would normally consider.

We're talking about projects.

When we talk about
a hyperscale data center,

there's different cutoffs
that people would use.

Sometimes people would use

a cutoff of 50 megawatts
of electricity demand.

Sometimes under a Minnesota law
or under Xcel’s tariff,

we might use a cutoff
of 100 megawatts.

When you hear those
figures—about 50 megawatts

or 100 megawatts—this
is just an approximation,

but the way I would think
about it is that a data center

with 100 megawatts of demand

is roughly like a city
of 100,000 people.

If you can imagine being
a town of 5,000 people,

and all of a sudden
somebody's talking about

opening a 300-megawatt facility,

that's like plopping down,
in terms of electricity demand,

a city of 300,000
people in your city.

It's really simply a different scale

of electricity development
compared to pretty much

any other kind of project

that they might be looking
to attract to town.

That's what makes
it a different challenge

for infrastructure,
for electricity regulators,

and for our utilities.

If I get this right,
are you saying that adding

one of these hyperscale
data centers to someplace

like Byron or Lewiston turns
their electricity demands

into Saint Paul's
electricity demands?

Yes, that's right.

St. Paul, almost 300,000 people.

You're talking about
a 300-megawatt facility

using roughly the same,
actually probably a little bit more.

We've had facilities

that people are talking
about developing here,

Minnesota, that go up
to 700 megawatts.

There's no city in Minnesota
that has 700,000 people.

Minneapolis, you get
close at various times.

It's a really tremendous amount

of demand going
into places that, again,

are towns that are much
smaller populations.

Wow.

Elise, you're the principal
investigator of the project.

You heard from these towns—Byron,
Lewiston, and Stewartville.

What did you hear
from them that helped shape

the way you thought
about the research?

I think what we've heard
from them consistently throughout

the project is a need for,
first of all, just clear,

fact-based basic
information on data centers,

and exactly the kind of information

that James was just talking about.

What is the scale?

How do we put that into a picture
that they can understand

and also communicate
with their constituents about?

Then, actually, a second feature
that I think was really driven

by these three cities
was also a question to us about

how do we think about the data center

development in a regional way?

How do we think about it not just,

right, we're working
with three places;

they wanted to work together on this,

not just working
on it siloed one by one.

What does it look like to think about

both these water and electricity
demands of data centers

across the southeast
region of the state?

Wow.

James, I want to talk a little bit
more about these energy questions.

One thing that can be confusing about

this is individual municipalities

aren't usually the ones

that are controlling electricity
rates or utility decisions

or construction
of infrastructure, right?

What kind of ability,

what kind of leverage do
they have, and how does

this complicate the fact
that these are normally

statewide policy decisions?

That's absolutely right.

Typically, it's not regulated
at the local level

unless they had a municipal utility.

Typically, they're having to work

with their utility
or their cooperative about

ensuring that these new projects
don't raise electricity rates

for other users.

That is quite naturally
one of the biggest questions

and talking points
about these new projects.

It's frankly complicated.

Although everyone agrees
we would like to ensure

that these projects
don't raise electricity rates

for other customers,
ensuring that's the case

requires regulation
and utility decision-making

that maybe some of these cities

don't participate
in that actively usually.

If they want to go ahead
with one of these facilities,

or frankly, if one
of these facilities is going ahead

in a neighboring town, they may want

to be engaging with their utility

or their cooperative to say,

"What are you doing to ensure
that this doesn't change rates

for other customers
or ideally makes other rates go

down compared to what they
otherwise would have been?"

One of the tasks
that we've taken for ourselves

in developing this toolkit is helping

these communities both understand

what the electricity problem is,

how regulators would
or should try to protect them,

and how they can participate
in those decisions,

either even just through making
comments or otherwise,

to help ensure that their utility

or their cooperative
is protecting them.

Elise, you mentioned water before,

in addition to electricity.

Water presents a different
kind of a challenge.

In this region,
groundwater and surface water

are closely connected.

I guess the water is used
to cool the data centers, right?

How does that figure
into the complexity

of these decisions for communities?

I think water is often
one of the things that cities,

for example, what James
was describing,

is an area that many cities
have to educate themselves on,

in many ways on the fly,
but when it comes to data centers.

Water is an area that they have

a much longer history
of understanding,

both the process
of how they're allocated water,

but also just the governance of water

is usually something
that municipalities

have closer ties to already.

You're right.

The data centers, the demand
for water is typically for cooling.

Now, what we've seen is some shift

in terms of industry practices

from cooling systems
that are very water-intensive.

You can think of when you drive
by a large industrial site,

and you see the cooling towers,

you see all that water evaporating.

Shifting from systems
that do use a lot of water

to some that use much less water.

The trade-off there
is that systems that use

less water are using
more electricity.

Think about your air
conditioning, perhaps,

that you would turn
on during the summer.

Many people can feel
that electricity spike

that they pay during the summer

when they're using
that air-cooled system.

Now, that means that, onsite,

a data center
might be using less water.

The tricky part
there actually gets to,

if you look at a slightly
bigger picture of water use,

it means that offsite water use

is increasing because the water
that's used to generate

that electricity can be a part
of the picture as well.

If you look at total water
use for data centers,

a large portion can be attributed

to that offsite use
for electricity generation.

Again, that sounds
like another externality, right?

One town has the development
of a data center there,

and they can embrace a design
that's more electric-intensive,

less water-intensive,

but another town
may have water effects there.

Exactly.

Got it.

James, that's energy,
and there's water.

Then, of course, there's so many
other infrastructure questions.

There's land and sewer
infrastructure,

and then just the workforce.

How do those complications figure

into these municipalities' debates?

All of those are really
important considerations.

I think the one thing that's somewhat

helpful is that more like water
and less like electricity,

again, towns are going
to have more experience

dealing with that with new
projects as they come in.

Absolutely, they have
to figure that out.

There's often very
complicated debates about

what is going to be
the economic benefit

that we receive
from this major new project.

A lot of it's going to come
in property taxes,

but will some of those property taxes

be allocated to developing
some of the infrastructure

that's needed just
because of this new project,

and how do we weigh
those economic benefits

with some of the downsides
that we've talked about?

I think each of those create
complicated questions.

On the workforce front, I think,

for a project of this economic size

and this electricity use, these tend

not to have as many permanent jobs

as some other examples
that you'd be thinking about.

The benefits often for local
communities are more in terms

of the direct actual payments
under property tax

and otherwise
that are negotiated there,

and less under "You're
going to get 100 new jobs

at these facilities."

I think a lot of times,

the centerpiece of those negotiations

tends to be about that.

Now, Elise has done some work

talking with places
that have a longer history

of data center
development in Virginia.

Ultimately, if you keep building
data center after data center,

yes, there is some
permanent job impact,

not necessarily in a single town,

but around the areas
that are building that.

That's a future question.

It depends on the future trajectory

of data center development.

In terms of the facility
itself for their acreage

and for their electricity use,

it's going to be relatively
few permanent jobs.

Can I just add one thing
is that range of issues

that you're talking about,
one of the things that,

as we've talked with municipalities

both locally here
and across the country,

that we've heard, is to really think
about a clear picture

for your community of those kinds

of trade-offs you're talking about.

What does it mean, for example,

to have a diversified economic
base, and then how does

that translate
into our land use decisions

or our water use
allocation decisions?

Do we want extra capacity
on the grid for something else,

whether it's population
growth or a different industry?

One of the recommendations
or things that we've heard

from other places is to think

pretty proactively and early on about

what that picture might look
like for different places.

It really might look
different in different places,

but that might also help guide people

through that decision-making process.

It strikes me that some
of these trade-offs are trading

off some things
that have a more immediate

short-term benefit for community
versus long-term impacts

that maybe are not
as easy to see right away.

How does that figure
into the complexity

of this calculus for towns?

I think it's a huge part [chuckles]
of the current complexity

and a part of the deep
uncertainty that places are facing.

You have regions of the country
that have had a much

longer history with data centers.

Now they have been a different kind
of category of data centers

than we're seeing a lot
of this construction now.

There's lots of questions
about how long will this last?

What do I do?

One of the things that we're seeing,

I think, increasingly
in local conversations

is what kinds of safeguards
can we put in place

that either have to do
with something like site

remediation or protection
of benefits or making sure

that if something were to go wrong,

and you can think
about this very much

on the electricity side,
but across projects,

if something goes wrong,

what's in place to make sure
that a local community,

especially a small town or city,

is not bearing
the brunt of that loss?

James, you talked before about

the ways that local governments
do and don't have control

over various elements
of these data center decisions.

What tools do local governments
actually have when it comes

to influencing both
whether there's going to be

a data center
and what it's going to look like?

Well, one way that most communities

in Minnesota are fortunate
is that, typically,

this is not going to be as-of-right

development where you can just say,

"Okay, we meet the normal criteria

for a facility in your city,
so we can go ahead

and develop in this industrial area."

In part because most of them
are asking for 500 acres,

500 megawatts, et cetera.

There's going to be a give
and take in that.

That's where that community
has the most choice.

Now, they are going to--

You mean trends like zoning
and permits and things like that?

Yes.

You can usually decide:
do you want a facility or not?

If you had a by-right situation,
that might not be true,

but that's typically
what we're talking about here.

Now, in terms of controlling
the electricity use,

they typically don't have control

unless it were a municipal utility.

Now, of course, many of these cities
might be a very important member

of their very important constituency

for their cooperative or otherwise.

They might have a lot
of input to that decision,

but I think in some ways,

they're probably
not going to want to go forward

with the project unless they trust

their utility
or their cooperative to protect them

from potential electricity
costs, et cetera.

I think one thing that we found,
and Elise can speak

to this as well, is when you talk

to the communities
that have done this in the past,

some of them developed
on the basis that,

"Oh, our utility told us it was okay.

They're in charge of regulating this.

They can figure it out."

I think there's probably less comfort

with that as we talk about facilities

that are so outsized
compared to the city.

I think a lot of times
these communities are saying,

"Okay, I want to kick the tires
on this a little bit, and say,

is it really the case
that the utility

or the cooperative is protecting me
from potential rate rises?"

I actually think that

even if you ultimately had no say,

and the utility's going
to do what it's going to do,

it still would be
very useful for them

to participate
in that process to look

at how the utility protects itself.

Basically, the way
the utility protects

itself and its other
customers is it says,

"I want to ensure
that these facilities pay

for the costs that
we are going to have to pay

to preserve them."

We maybe have to build
new power plants.

We need to do transmission
and distribution.

We want them to pay for that.

The rate has to be high enough
so that they're paying for that.

The nightmare scenario
is that we build all that for them,

and then the product is delayed

or scrapped completely
or only has half the size.

All of a sudden, I have all
this new infrastructure

that I have to find
somebody to pay for.

Maybe it's my existing customers.

That's the nightmare scenario.

Typically, the way
the utilities protect themselves

is the first thing is the rate's got
to be high enough.

The second and third
thing are that data center

has to make a promise that
it is going to purchase electricity

for the next 10
or 15 years every month.

It has to be a certain percentage

of what they told me
it was going to be.

There's a take-or-pay contract.

In other words,
either you're going to take

the electricity and pay for it,
or you're going to pay

for it even though
you didn't take it.

It's really a pay-or-pay contract.

[chuckles] Either way, you pay.

Pay or pay.

[chuckles]

You might think,
"Well, that's not enough

protection because
what if the company goes bankrupt?"

Absolutely, that is something
every utility is looking at.

Now, I think it's appropriate

for the other utility constituents

to make sure the utility
is protecting itself because,

ultimately, if the utility
gets into trouble,

their rates may go up.

The utility is trying
to protect itself.

How it does that is it asks,

"What's the creditworthiness
of this developer?

Is this some giant multinational?"

They're not going broke.

Yes, it's not a problem.

If it's a subsidiary, do we have
some parent agreement that says

they're going to pay
even if the subsidiary goes broke?

Do we have some other assurance,

whether it's a bond or otherwise?

They want all those things.

Now, it's both useful
for the cities to make sure

that their utilities
are protecting themselves

that way because, ultimately,

that's how the city is protected.

Also, the city
could be thinking about it,

going to your previous
question of how do they ensure

that they get this long-term benefit,

because the city
has also been promised

all these long-term benefits.

Yes, we're a data center.

Yes, we need some new infrastructure,

but you've got 15, 20,
30 years of new money

coming to fund your city
through property taxes,

coming to fund your schools,

coming to fund your water system.

If you see your utility saying,

"Ooh, I don't think this developer
is necessarily good for it,

and I need some more
credit assurance,"

if I'm the city, I'm thinking,
"Wait a second,

I've got a lot of promises
for money for them in coming years.

Maybe I need the same
kind of assurance."

I think that, even if all you got

was information and you can't control

your utility decision,
it's still very valuable

for those cities to participate
in those dockets,

to see what other people are saying,

see what the utility is asking for,

see where the data center
developer is pushing back,

and try and get
a handle on how certain

can I be of these promised
benefits down the road.

I get a sense that you might teach
contracts in Europe.

[laughter]

Elise, you referred before to cities

taking a proactive rather
than a reactive approach.

What does that look like
on the ground for a municipality?

Yes, that gets a little bit

to what James was very
briefly talking about,

about things like your local code.

Turns out many places
actually don't have data

centers defined in their local code.

Maybe not surprising,
but they should.

There are some steps
that local governments can take

before a data center
is knocking at their door,

before they get a proposal,

to really think about
what is it that they want

and would need
within their community.

That is something
that you certainly see

gaining traction all over the country

is places saying, "Hey, actually,

we need a little bit
more time to be able to study

and change our local code."

That's one
of the reasons that you see

this boom in moratoria
going on around data centers as well.

Most of those are temporary
with the goal of saying,

"We need to define a data center.

We need to then apply
specific regulations

within our codes
to that data center."

That can be about the site design;

it can be about the building design.

We also see some areas

where they're very
specifically trying to think

about the resource
use of these facilities.

Now, as we've already talked about,

local governments
don't have a lot of control

over exactly
what that resource use is.

What we do see
increasingly is requirements

for studies on what
those impacts might be.

Those allow local governments
to be more proactive.

This also allows more time
for local governments

to talk with their constituents
about what kind,

if any, data center
they would be willing to have.

The earlier those
conversations can happen,

likely the better for any place.

Some of those steps,
like a moratorium or studies

or proactive regulation in advance,

sound like they're
all aiming to address

this knowledge imbalance
that you were worried about.

I have to imagine that the people
building the data centers

have teams of experts
that know all about this.

As you've said,
these small towns don't.

Is that something that you recommend

to communities in terms

of taking a pause and fixing
that knowledge imbalance?

I think that whether
that's the right course

of action or just taking the steps

to change their local codes,

I think that is absolutely
the right step.

We've seen different places
in different parts

of the state and different parts

of the country taking
a different strategy.

Some places really do need
that extra time, and some feel

like they have the capacity
to be able to address

that without something
like a moratorium.

I think that that proactive nature
is figuring out what's the right path

to be able to do things
like define data centers

and figure out what regulations

are going to apply to them
in the pathway that makes

the most sense for any given place.

Yes.

I think it's important to emphasize

how very different
different communities

are from a number of perspectives
when they look at these projects.

We've seen there are many communities

that have been looking for these big

keystone investments for a long time,
over a decade, et cetera,

and they may have already
land devoted to it.

There are some places

that are even in a more
advantageous place to look

at these where maybe
they had some facility

that was previously
using electricity.

Remember, the whole challenge

with cost-of-service
regulation for electricity

is that those costs are shared
by everybody on the grid.

If one of your big power users
goes down, all of a sudden,

everybody else has to pay
for the grid that's there,

and so that means
everybody's costs can go up.

If you can slot in,
"Hey, I've got another big user,"

that could be a huge assistance.

There are those kind of places

that might be quite eager for these.

Then there are other kinds
of areas where they say,

"Well, frankly, we have
a lot of different proposals

for development in our city,

and this is just one, and we'll take

the time to see if this really makes

a lot of sense for us," or "Actually,

we have higher value
uses that are coming to us

looking for land, looking
for electricity demand," et cetera.

I think every city is going to differ
a lot on their basic

orientation toward "We want
this yesterday,

we never want this, we got to think
about this some more."

Sure.

It sounds like you're
saying some cities,

like a place where
some kind of industrial

plant has closed, a data center,
at least in the short term,

could bring consumers' electric
prices down if they're already

bearing the cost of the grid
that that facility left behind.

Absolutely.

I think it's interesting.

The connection between
these new data centers

that demand a huge
amount of electricity

and the electricity prices

that everyone else
pays is very complicated,

and it could go up or down.

Often it's calculated
to try and have no impact,

but there are reasons
that it could lower or raise

your electricity prices.

If you look at the last decade or so,

there have been rising
electricity prices

in general across the US,

but those prices have tended
to rise more slowly or even fall

in the places with more
new electricity demand,

which is odd.

That's not what we're used
to in other energy markets.

If we all started driving
much bigger cars tomorrow

or driving further,
gasoline prices would go up

because they're set
by supply and demand.

Electricity is more complicated
because so many parts

of the electricity system are set

by that cost-of-service rate-making.

When you have a new user
come on the grid,

that is more investment
that has to be made and paid

for by the utility,
but it's also another big user

that helps share those costs.

The sort of good news story is, yes,

that's another user
to share the cost,

and that's going to lower prices.

We've talked about

how there's a lot of reasons
that might not be the case.

If they don't pay enough,
if the nightmare scenario

is we make the investments
for them and they don't end up

paying for it because that company

goes belly up or otherwise,
or the data center boom goes away.

There's a lot of risks
that you have to protect

other ratepayers against.

Even if the ideal is that these
projects would have no impact,

it takes a lot of regulation
to have any confidence

that we'll achieve that ideal.

Maybe a little bit of luck,
it sounds like.

Yes.

Elise, this project is moving
toward a pragmatic outcome.

You're working on a toolkit
for city administrators

that will give them some guidance

on what you're calling a proactive

approach to data center siting.

What's in the toolkit
when I open it up?

We are finalizing it right now.

The first part is really trying
to answer a lot of the questions

that you've brought
for us here today.

How do we make sure

that local governments first
understand these impacts,

understand how these projects work,

and then go into
the nitty-gritty details

of what have we seen other places

do in terms of both
that development process

that James was talking about,

what are those really good questions

they need to be asking,
and can we give them a leg up,

a jump start on asking
those really good questions

in the development process?

Then, what are the things

that we've seen other places
change in their local codes

so that they can better manage
these projects?

Yes.

I would say the thing that makes

it very different from some
other large—I don't know

if they call them
toolkits—but basically studies.

There's a lot of names
for it. [chuckles]

If you see other studies

or white papers
or websites on data centers,

I think what's very different about

our project is it is not written

from the perspective
of you should have data centers

or that you should
not have data centers.

Our goal for this toolkit
is if you come

to the questions of data centers,

or if, after reading the information

that we give you about data centers,

you think, I never want
a data center, okay,

if you're constructing
a ban or a moratorium,

you still have
to have some threshold.

When you talk about
wanting to ban data centers,

do you mean everything
above 20 megawatts,

above 50 megawatts
or above 100 megawatts?

Our ambition is that you come

to our toolkit to say,
"This is what I mean.

This is what I really want
to ban or put a moratorium on."

On the other hand,
if you come and say,

"I need a data center yesterday,"

we want to be able to help you.

"You want your data
center; how do you ensure

that it doesn't have some downsides

you might not be thinking of,

and how do you ensure
that you guarantee

the benefits that are being
promised from it,

that you get the best deal
that you can as a city?"

It's designed to serve
the widest variety of communities

with different outlooks

on whether they want
a data center or not,

or those that are still
trying to determine

where they fit along that spectrum.

You can think about
it like a little roadmap

or a menu of options

depending on what
your particular situation is.

If you like a road
trip or a meal better.

[laughter]

Take your pick.

Right.

The ultimate goal here,
it sounds like,

is not a pro or anti-data
center position,

but it's pro-informed
decision-making.

That's a good way
for an academic institution

to contribute to public
debate, I think.

I hope so.

We're doing our best.

That's great.

The only other question
I had on my mind was—and I don't know

if you have an answer
for this—but it strikes me

that the technological
need for these high-scale

data centers came out of the blue.

I follow artificial intelligence,

and the scale of the electricity need

is ramping up way
quicker than I anticipated.

It could just easily
change on the other side.

There's a real risk that this boom
goes bust, isn't there?

Yes.

I wouldn't want
to predict the future.

There's a couple
of things to say about that.

One is we've already seen
a bit of an inflection up.

The electricity use
for almost 20 years

was basically stagnant,
and it has started to go up.

Even if it mostly went bust today,

it still would have potentially
permanently changed

the demand for electricity
in the United States,

which is quite remarkable.

I think it could be a bust,
but still a huge, huge story

for the economy
and for the electricity sector.

The second thing is,

it's interesting
because I have a bunch

of friends who work for AI
companies of various ilks.

They often say, "Oh,
this data buildout is crazy.

These models are going to get
so much more efficient.

That's what always happens
in computer science," et cetera.

Then I ask them,
"Oh, so are you telling me

that some of these projects
are going to go bust?"

They say, "Well, no, I'm sure
we'll find a use for all of it."

In other words, because they are,
at the same time,

building so many
different technologies,

even if they all become
more efficient, it's like the--

What's the Jevons paradox?

The famous--

If you build another lane on a road,

you'll just get enough
traffic to fill that road.

Yes.

It's interesting,
every month, I think,

people's projections about
what these will be used for,

there were times when people say,

"Oh, this is just
for model building,"

and the actual inference,

like when you're actually using
it on your phone or whatever,

will be done in much
smaller facilities.

Well, I think the model building,

they think, "Okay,
well, maybe actually

it is going to be
that inference task, right?

That's what all
of this will be used for,

and we'll do the model
building in space or whatever.

It's like the story about
how that's going to work out,

it really changes month by month,
which is pretty amazing.

I don't have any doubt
that it's going to be transformative

for our economy and electricity
system over the long-term,

but there could be a lot
of things that,

compared to the current pace
of development, look like bust.

As somebody who studies permitting,

I just don't see how they get--

building projects is extremely tough.

One reason that we are seeing
a fair amount of development

in the Midwest and in Texas
and in some other places

is that we have been relatively

more successful at building
the kind of transmission

that basically allows you to push
more demand on the grid.

It's interesting because the way
that Texas has worked

is they just have their own power

grid and they develop it themselves.

In the Midwestern states,
we're the one part

of the country that's been relatively
cooperative in terms

of developing interstate power lines.

If I look at
the trajectory for building

interstate infrastructure
across the US,

it keeps getting more challenging.

You see these incredible proposals,

and you think,
"I've seen a lot of projects

that attracted a lot less public

opposition get caught up
for many, many more years

in litigation
and permitting, et cetera.

I just can't believe

that more than a fraction
of this would be built,

but even a fraction
of this would be transformative.

I expect it to be
a continuing large story,

even if we have what you might call,
along several measures,

especially compared
to projections, a bust.

The only thing
that I was going to say

on the growth part that I thought
was really interesting

was I was reading a report last week,

and it was just talking about,

we think, "Oh, AI does
AI," but actually,

depending on the different kind
of task that you're asking,

it uses different amount
of electricity.

If you're using AI to help you manage

your inbox is really
different than using

these models that are doing
these iterative,

almost self-decision-making
tasks—these agentic models.

It's actually quite different.

That's one of the things
where I think

about the growth over time

is that AI is moving so fast
and developing so fast.

I think there's lots of demand

that we actually don't quite know

what it is yet because these models
are changing so much.

It's hard to find this information,

but the resource demands go along

with those changing models as well.

I think there's a lot
that we don't know

about what might contribute

to at least maybe
some stability before that.

I want to close with a question
that's like you get in job

interviews about where you want
to be five years from today.

If a Minnesota city gets
an approach from a data center

proposing to build
five years from now,

what's one question
that you hope local leaders

will be asking

that they're not well-informed
enough to ask today?

The question that I really hope
that local leaders

are asking more in five years
than they are today

is I hope they're asking
for those studies.

I hope they're asking
for the developers to pay for them,

[chuckles]

and I hope they're really taking them

seriously in a way that gives
themselves more time.

There's a lot of eagerness, I think,

around these projects right

now that is making
it feel like people

have to make these
decisions very quickly.

Actually, what we've heard from a lot

of the places we've talked
to is "Slow down,

make good deals, study the impacts."

Those are the questions that I hope

local governments are asking.

How about you, James?

I think my main question would be,
what infrastructure

are we going to need
both within our city

and also for the wider grid,
and who's going to pay for it?

How do we determine that,

in any of those risky
scenarios we worry about,

those costs don't fall on us?

Conversely, how can we try
and lock in, to the extent we can,

the benefits that we're hoping
to gain from this project?

My thanks to James Coleman
and Elise Harrington

for joining us today,
and to their partners

at the Humphrey School
of Public Affairs,

University of Minnesota Extension,

Freshwater Society,
and those Minnesota communities

they're working with in Byron,
Lewiston, and Stewartville,

all of whom are contributing
to this very important work.

Thank you for listening
to Minnesota Law Now.

I'm William McGeveran,

and if you enjoyed
today's conversation,

please be sure to subscribe
wherever you get your podcasts.