NerdWallet's Smart Money Podcast - Will AI Take Your Job—or Just Your Time? Plus, Rebuilding Credit After Debt Consolidation
Episode Date: June 12, 2025Learn how to use AI to boost your career and finances—plus, what to do when debt consolidation tanks your credit score. How can you use AI to stay competitive in your career and manage your money b...etter? What should you do when debt consolidation tanks your credit score? Hosts Sean Pyles and Elizabeth Ayoola discuss the rapid rise of generative AI and how it’s reshaping both the workplace and personal finance tools. Senior news writer Anna Helhoski joins the show to share her conversation with Maria Curi, technology policy reporter for Axios, which explores how generative AI is reshaping white-collar jobs, the skills you’ll need to stay competitive, and why you should be cautious about sharing personal financial data with AI tools. They cover how to use thoughtful AI prompting for budgeting, researching financial topics, and automating everyday tasks. Then, personal finance Nerd Amanda Barroso joins Sean and Elizabeth to answer a listener’s question about how to recover from a steep credit score drop after working with a debt consolidation company. They dive into the differences between debt settlement and credit counseling, walk through ways to rebuild your credit score, and share strategies to avoid falling back into debt. They also explain how to check your credit reports for red flags, make the most of credit utilization thresholds, and evaluate whether to stick with or switch from a debt relief company. In their conversation, the Nerds discuss: how to rebuild credit after debt consolidation, AI and personal finance, using AI for budgeting, credit score dropped after debt consolidation, debt settlement vs debt consolidation, credit counseling vs debt consolidation, how to use AI in your job, credit utilization and credit score, generative AI tools for finance, credit monitoring tips, how to check your credit reports, how to avoid debt settlement scams, credit score recovery strategies, prompt engineering for AI tools, AI hallucinations explained, privacy risks of AI financial tools, best ways to use ChatGPT for money help, AI in white collar jobs, AI in blue collar work, how AI is changing the workplace, National Foundation for Credit Counseling, credit mix and credit score, 0% interest balance transfer cards, how to get out of debt without ruining credit, Consumer Financial Protection Bureau debt settlement warnings, risks of debt consolidation companies, and how to diversify your credit. To send the Nerds your money questions, call or text the Nerd hotline at 901-730-6373 or email podcast@nerdwallet.com. Like what you hear? Please leave us a review and tell a friend. Learn more about your ad choices. Visit megaphone.fm/adchoices
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From now until June 30th, lease a 2025 Volvo XC60 from 1.74% and save up to $4,000. If you've been wondering about when AI is coming for your job and your finances, today
we're talking about how to make AI your buddy instead of your enemy in both. Welcome to NerdWallet's Smart Money Podcast, where you send us your money questions and
we answer them with the help of our genius nerds.
I'm Sean Piles.
And I'm Elizabeth Ayola.
Later on this episode, we're going to be discussing a question about how to get out
of some serious debt trouble and rebuild your credit.
But first and foremost, our weekly Money News Roundup,
where we break down the latest in the world of finance
to help you be smarter with your money.
Our news colleague, Anna Helhawski is back.
And Anna, today we're going there.
We're hearing all about how to prepare
for the AI revolution.
Oh, it's coming for us all, Elizabeth.
Full steam ahead, Ana.
Now if it could just fix my car AC for free, all will be well in my world.
Well, it can't do that, not yet.
But the experts are saying that the speed at which AI is learning and becoming integral
to our futures is getting faster and faster.
So let's try to be prepared and learn how to use it in our lives, including our financial
lives. From everything I'm reading, this revolution is coming fast and furious, even though frankly,
it doesn't really feel like it yet. I don't feel like my life has changed significantly since, say,
chat GPT was introduced. But that said, I know it's something that I need to be ready for.
Exactly. So we've invited Maria Curie, technology policy reporter for Axios, into our virtual
recording studio here to help us figure out where this all fits, especially in our financial
lives. Maria, welcome.
Hey, thanks for having me.
A recent Axios piece by your two founders, Jim Van De Hei and Mike Allen, basically said
that every US citizen should start prepping for AI advancements that are just around the bend. First, I'm hoping you can talk about the generative AI landscape in general. This
technology is progressing so quickly. What exactly is around the bend?
The general landscape that I would point to is full steam ahead with very little guardrails
or regulations in place. So you have all of the biggest tech companies and startups in this fierce competition.
They're regularly rolling out new chatbots, new products, they're increasingly getting
more advanced.
And in the meantime, we're not really seeing lawmakers or regulators step in to slow that
down.
And so it does have the potential to have a big impact on the job market in terms of
what is around the bend exactly.
Just these increasingly sophisticated models that could eventually lead to very significant
job displacement.
And so the idea is to start learning now how to use these products and be prepared for
that job displacement.
And how are workplaces adapting to all of this?
Well, in a few ways.
So first and foremost, they are incorporating this technology into their workflows.
They see it as an opportunity to cut costs and increase productivity.
A lot of companies are also doing workforce training and these upscaling programs to have
employees learn how to use this technology effectively in their respective roles.
They're also coming up with entirely new roles given this new technology.
So you could have a head of AI technology in your company. AT&T, for example, is one company that is doing this.
And this is an entirely new managerial role to kind of bring all
of the different teams together and make sure that it's being used effectively.
And then lastly the way that companies are adapting to this frankly is through
layoffs. So you have a lot of people that already have been laid off. For example
Microsoft has laid off 6,000 people, most of them were engineers and so that is
another way that the companies are reacting.
Axios has pointed to some real doomer warnings like those made by Dario Amadei, who's CEO of the AI
company Anthropic. And Amadei projects that in the next five to 10 years, AI could wipe out half of
all entry-level white collar jobs. And he also said that unemployment could soar up to 20%.
So let's unpack that a little bit. First of all, what are the collar jobs. And he also said that unemployment could soar up to 20%. So let's unpack that a little bit.
First of all, what are the white collar professions
that he's referencing?
And how would some of those jobs be impacted?
So we're talking about entry-level jobs mostly.
And these are in the tech sectors, finance, law, consulting.
It could be analyst positions, coding positions, paralegals, these entry-level
positions that folks are looking for right out of college. In terms of how the jobs are being
impacted, in addition to the actual layoffs, those jobs are then not being backfilled,
they're not being posted online. And so you have a lot of people that are graduating right now that
don't have as many opportunities as they used to. We don't know for certain that it will come to pass.
It could be that bad or he could be way off the mark.
So what's a less dramatic projection?
I think another view here is just more about augmentation
versus automation where we're seeing a future
where workers are using these tools
to help make their lives easier at work and
they're not being totally displaced by it.
But some of the menial tasks that they're doing can now be replaced by some of these
tools.
They have more time now for creativity, for more high level tasks.
And you know, that is the more positive outlook on these things.
But as we just noted, we do have people that are getting laid off right now as we speak.
Like any emerging technology, AI can be something to fear or something to use.
In this case, it seems like it's a little bit of both.
Now, I use generative AI all the time, and for me, it's mainly a starting point for research,
and I've even used it to copy edit.
So Maria, are you currently using generative AI in your work?
Oh, yeah, definitely.
And I mentioned earlier the up-skilling piece that these various companies are doing at Axios.
There's been a really concerted effort to also encourage us to use these tools.
And so I'm definitely taking advantage.
I use ChatGPT to come up with questions.
I then have to refine them, of course.
But I use it to do a news gathering.
If I want to know the latest on a specific topic, I'll tell ChatGPT to give me a list of the most relevant
and most recent news articles on it. I use Otter's chatbot function. If I have a really
long interview, that's like an hour long, and I just want to get to a specific part
in it, I'll say, hey, what did this person say about this topic? And it'll give me a
quick summary. But of course course you always have to check it
because it's not right every single time.
That's a good tip, I'm gonna use that.
What are some of the other ways
that white collar workers are using AI?
Drafting emails, you know,
you could have a meeting summary formulated for you.
You can have it come up with an entire agenda
if you have some sort of work event
that you need to organize throughout the day, timelines for projects. It's a really handy tool for some of these more boring tasks.
Does any of this apply to blue collar work as well? And what does that look like?
Not nearly as much. You can imagine a plumber, for example, using a voice assistant to get
some guidance on how to repair something
in your home. But even then, you know, we know that these voice assistants, that
technology is not that great yet. Another example, you have Amazon or UPS
potentially using generative AI to make delivery routes more efficient, but
that's not going to replace the actual human being that's driving that truck
and delivering that package to your home.
So it's having tangential effects, but to a much lesser degree.
And are there any unexpected ways that people are deploying these tools?
From a personal finance perspective, how are people using AI for advice?
So sometimes there are really complicated terms that maybe the average person doesn't
fully understand.
You could go in and you can say, hey, what's an index fund?
Or maybe you're filing your taxes and you have this weird requirement and TurboTax isn't
telling you what it really means.
Or if you want to know you have to pay for their chat function, you can go into one of
these other free tools and say, you know, can you explain to me what I'm supposed to
do here?
You could also give it scenarios.
So let's say, you know, I want to have X amount of money saved up by this time next year.
I could go into chat GPT and say, hey, analyze my spending habits.
What behaviors do I need to change or adjust in order to have this goal met?
So these are different ways that the bot could help.
And seems like the big thing is what you're putting into it, right?
The prompts.
What are some best practices for crafting those prompts?
I think it's an iterative process.
So start with something, but then get ready to fine tune and give it more specific instructions
as you go.
It does get better that way.
And then of course, always cross check the results.
They're not always correct.
And so you want to make sure that you are verifying the information that you're getting. We know that AI chatbots have a habit of
fabricating information what's known as hallucinations. Can you explain a little
bit more what hallucinations are in this context and how people can think
critically about the advice they're receiving that's essentially coming from
a robot? In this specific context the chatbot could be coming up with a fake
tax law. It could be giving you
inaccurate math. It could be pulling from a source that isn't really reliable. And so the cross-checking
is really, really important. And you could also prompt it to say, show me your math. How did you
come to this specific number? Or you can say, cite your source. It's a really great way to get started,
but it's not the end all be all yet.
And when it comes to inputting your own financial data
into one of these systems,
and I am talking about large language learning models
or LLMs, I'd be pretty worried about privacy.
Are there meaningful differences in privacy protections
that are offered by some of the most popular tools?
All of these tools are gathering your data
and then using it to train their models
and they are keeping that data.
And so it's not private by default.
They do have, these are all of the major chatbots,
they do have an option to opt out of keeping the data there
and then using it to train their models,
but they don't make it easy.
It's hard to figure out how to do it exactly.
And so I think the best thing to do at this point is to not import your raw financial
data into these chat bots.
I would strongly advise against it.
And I think these companies would too, especially because cyber criminals are also increasingly
getting access to this technology.
And so we're just not at a place yet where that is wise and keep your financial advisor,
don't fire them.
Yeah, that makes perfect sense.
And what's your advice for anyone who thinks either A, this will never apply to me or B,
this is just too much for my brain to handle.
So I'm just not going to bother.
I think there are a lot of people in both camps.
So what do you say to them as someone who's watching this revolution very closely?
It's understandable and people are busy and this is something that they're maybe watching
on the news, but they're going about their daily lives.
And so I can totally understand why they would feel this way.
I think start small.
You don't have to become an engineer overnight.
That's certainly not a realistic expectation or they should ever have to do that. But just download the app, start there, just start playing with
it. And then hopefully you're also working somewhere where systemically the place that
you're working at is helping you in this way.
The second thing that I would point out to is lately in a lot of these conversations,
we've been talking about our responsibility as individuals to come to terms
with this technology, but we also have elected officials that are supposed to have our best
interests at heart, and so pay attention to what your elected officials are talking about. AI and
tech is not usually what's going to sway an election, but jobs certainly do, and so if you
want representation in government so that this transition is more
manageable, start paying attention to these folks that are running for office and are
in office.
All right. Thanks so much for joining us today to Talk AI, Maria.
Thank you.
And thank you, Ana. I certainly have learned a lot from this conversation. And I think
my biggest takeaway is that AI can be used as an effective thought partner.
And as with every thought partner, it should be challenged.
I also think it can be key in helping to up-level your skills and also great for research.
Yeah, and on a tactical level, I found it really helpful as I've been starting my financial
planning firm.
I had to establish a contract for my clients.
And guess what?
I'm not an attorney. I'd never written a contract before.
So I was able to use it to pull from various contracts
that I saw on the internet, streamlines and things,
highlight parts that I wanted to emphasize.
And it looked pretty good,
but I did have my friend who's an attorney look it over,
and guess what? She had many edits.
So it's a trust but verify situation for right now.
All right. Up next, we answer a listener's question
about how to rebuild your credit
after going through debt consolidation.
But before we get into that,
a reminder to send us your money questions.
Do you want to know the smartest way to budget
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In a moment, this episode's money question.
Stay with us.
In a moment, this episode's money question. Stay with us.
We are back and answering your money questions to help you make smarter financial decisions.
This episode's question comes from Sarah who sent us an email.
Here it is.
About a year ago, I began working with a debt consolidation company.
I have paid off one credit card and now the other is being worked on, but my credit score
has tanked.
I'm talking it was about 720 and is currently 553.
What advice do you have about getting the score back up?
To help us answer Sarah's question on this episode of the podcast, we are joined by personal
finance nerd, Amanda Barroso.
Hi Amanda, welcome back.
Hi friends, happy to be back here with you.
First of all, let's get into what debt consolidation is.
Amanda, can you give us a brief debt consolidation 101?
Debt consolidation is simply when multiple debt,
like credit card bills or other high interest debt,
are rolled into a single monthly payment using a new product.
So usually a loan using a new product.
So usually a loan or a credit card.
So the idea is to get a lower interest rate to lower your total debt.
And combining multiple payments into a single one can prevent you from missing a payment.
And let's talk about who is a good candidate for debt consolidation.
What are your thoughts here, Amanda?
This approach is great for folks who have a manageable amount of debt, but they've
got high interest rates and want to just simplify their monthly payments.
Ideally, they'd also have a fair or good credit score, which will help them qualify
for lower interest rates when they consolidate.
Having a steady income is also really important because that makes it more likely that they
can afford to make the monthly payments on time.
That reliability is key. Payment history, you know, we emphasize this so much because
it's the most important credit scoring factor. So when FICO or AdvantageScore calculate your
credit scores, payment history or, you know, that record of you paying your bills on time every
month, it weighs the most in that calculation. So being able to make on-time payments every month is critical.
Amanda, you mentioned having a manageable amount of debt.
At NerdWallet, we've put a lot of thought into how we define what's manageable.
So can you lay out what that is for our listeners?
Debt is typically manageable when monthly debt payments don't exceed 50% of your monthly
gross income.
And gross income is just how much you're paid
before payroll deductions like healthcare,
retirement savings, all of that good stuff is taken out.
For example, if your monthly gross income is $5,000
and your monthly debt payments are $1,000,
then that's a manageable amount of debt.
Sarah used a debt consolidation company to help her.
Amanda, can you tell us how they differ
from nonprofit credit counseling agencies?
I know nonprofits may charge lower fees
and they also might provide free resources and services
like debt management plans,
which can help people pay off their debt faster.
They also may offer financial education,
which I personally think is important. But
if you don't address the root issue, you're likely to be more vulnerable to fall into
the debt again.
I think you're exactly right, Elizabeth. Financial education is a key difference between
the two options. I should also note that working with a nonprofit credit counselor doesn't
require you to open a new loan to pay off your debts, which some debt consolidation
companies require, like we mentioned earlier.
And I want to clarify some of the language around debt consolidation and how it's different
from debt settlement, which is what it seems like Sarah actually did.
Debt settlement is technically a form of debt consolidation, but it's not a great one, in
my opinion.
With debt settlement, you partner with a debt settlement company, and instead of making payments to your creditors, you direct all of your payments to that debt settlement
company instead. This company will then contact your creditors on your behalf and try to strike
a deal to settle your debt. It can be really risky because while you divert your payments
to the debt settlement company, you're likely racking up late payments
on your credit report, which can sink your credit score, which I think is what we saw
here with Sarah.
This can also leave you vulnerable to lawsuits from your creditors.
Now debt consolidation from a nonprofit credit counseling agency or from a financial product
like a balance transfer credit card can impact your credit too, but at least they'll keep
you in good standing with your creditors, right?
So, Amanda, can you talk about how these better forms of debt consolidation could also lead
to a drop in your credit score potentially?
There could be a few factors contributing to Sarah's credit score drop.
Like you said, she could have missed payments before or during the enrollment process with
that debt consolidation program.
Her credit utilization could have also changed. So we talk about this credit utilization ratio.
It's just a fancy way of describing the amount
of available credit that you're using at any given time.
So in the credit space, there's this like 30% threshold rule
where we say it's important to use 30% or less
of your available credit.
And when that number shoots above 30%, your score tends to drop.
And to give you some context, people with the highest scores, so excellent scores, use
10% or less of their available credit.
So that's kind of the goal.
Her score might have also dropped if any of her accounts were closed by the debt consolidation
company.
So like there's a lot of factors in play.
The thing with credit scores that I've learned, you know, all these years writing about this is
that it's just so specific to your individual circumstance. But those are some of my guesses.
Tanisha Jones Is there any way that
Sarah can figure out which of these cause her credit score to tank? I know when my score drops,
I use Experian and it tells me why on my end. So I usually log in and then I click on my credit score and then there's a line that
says what's changed and then I click on what's changed to see what's changed.
That's a super great tip.
That's like a very low lift way to maybe get an idea and then she can pull her credit reports
to dive deeper.
So you can get free weekly copies of your credit reports
from Experian, Equifax, and TransUnion
using annualcreditreport.com.
When she pulls those credit reports
and she should pull all three,
she should look for missed payments,
account information like closed accounts,
or even accounts she doesn't recognize,
higher balances on the account account or a hard inquiry.
Sometimes there are codes on your credit report that you can look up to kind of uncover a
potential issue.
So like get the Nancy Drew cap on.
Each credit bureau has an encyclopedia of those codes and what they mean.
So Google is definitely your friend here.
If she has any credit monitoring tools, these could also be really useful.
You know, like as Elizabeth said, I also get alerts through my banking app about increases
or decreases in my score.
So debt consolidation could also counterintuitively, to Sarah's question, help your credit score.
Can you talk about a few ways where this might be the case?
So simplifying multiple payments into a single monthly payment can make it easier to pay your bills on time.
So remember, payment history, it's a critical part of your credit score calculations.
Making on-time payments on the newly consolidated debt will really help build your credit over time.
I know Sarah mentioned that she's paid off one credit card already, and that's a step in the right direction toward lowering that overall credit utilization.
and that's a step in the right direction toward lowering that overall credit utilization.
Her score should continue to improve as she continues to pay down her debt and push that credit utilization number below 30%. Consolidation can also help diversify your credit types.
So if you take out a debt consolidation loan to pay off your debt, that loan adds to your credit
mix, which can help your credit score. Or if you don't have any credit cards, a balance transfer card will add diversity to
your credit profile.
So there are some ways that, like you said, it's kind of counterintuitive, but it can
help your score.
Jared Ranere Let's really get to the core of Sarah's
question, which is about how they can get their score back up from where it is now in
the mid-500s to hopefully 700 and above.
Excellent credit scores are the result of consistent behaviors over time. So for example,
making on-time payments and pushing that utilization lower and lower should really help. The key
is not to add any more debt to the pile. So if she hasn't already, Sarah should work
with her debt consolidation company to make a plan to stay out of debt. Implementing budgeting and behavior changes, as Elizabeth mentioned
earlier, is really the only way to prevent this from happening again. And of course,
NerdWallet has a ton of budgeting resources that could be really helpful for Sarah moving
forward.
And now, let's talk about some options to debt consolidation in terms of how Sarah could
pay off their debt and also raise their credit score?
What other options are on the table?
There are some do-it-yourself options.
Folks with good or excellent credit can typically apply for a balance transfer card that offers
zero percent interest for like a set period of time.
Typically they're between 12 to 18 months.
And this is a great option for people with a good score who have mostly credit
card debt and can follow through with a plan that they've created themselves. So in other
words, there's no outside accountability for making sure that they're making those
payments by the end of the 0% term because when that term ends, that interest rate is
going to shoot up. It's big trouble. So this is for folks who are super self-motivated.
Most credit card companies also have what's called a hardship program.
People can contact their lenders directly to see if they qualify for
a lower interest rate or waive fees.
Typically, those are people who have had maybe a medical emergency,
people who have experienced a natural disaster, a divorce, a sudden job loss.
I'm not sure exactly what Sarah's circumstances are, but
maybe something like
this is still on the table.
And we touched on this earlier, but let's go a little deeper into credit counseling
and the debt management plans offered by nonprofit credit counseling agencies, because I'm a
big fan of these services.
Working with a credit counselor is another way to go. I'd look for nonprofit credit
counseling agencies first because they
usually review your financial situation in your first session for free, which is huge.
The National Foundation for Credit Counseling is an example of a nonprofit agency that has
a really strong reputation, so that might be a good place to start. From there, you
might be enrolled in a debt management plan and set up a structured repayment plan that doesn't require a debt consolidation loan.
So your monthly payments go to the counseling agency and then they pay creditors on your
behalf.
Credit counseling services that aren't nonprofits typically charge an enrollment fee and a monthly
fee, but people's monthly payments are still typically lower than they were before consolidating.
So this is a great option for people who would like professional guidance and
accountability along the way.
Tell us some red flags for companies offering debt consolidation or
debt settlement services.
The Consumer Financial Protection Bureau has a list of things that you should be
on the lookout for when researching debt settlement companies.
So for example, if the company charges any fees before it settles your debt or
tells you it can stop all debt collection calls or lawsuits,
don't work with them, those are for sure red flags.
Also avoid companies that promote
like some new government program
to bail out credit card debt
or guarantee that they can make your debt go away.
Likely false promises, red flags,
I would definitely look the other way.
You can look up a company's profile with the Better Business Bureau and you can read company
reviews as sort of a starting point.
Most states even require debt settlement companies to carry licenses, so you can look them up
to see if they're legitimate, make sure they're licensed by your state that you live in.
Ultimately though, NerdWallet doesn't recommend debt settlement companies because there is
so much risk involved.
And this particular area of financial services is so riddled with scammers.
The only time we recommend the use of debt settlement companies is if someone doesn't feel like they can use one of those do-it-yourself approaches,
or they're going to be very late, like 90 days or more on debt payments,
or they're ineligible for credit counseling.
And if bankruptcy isn't even an option, then using a debt settlement company might be the last resort.
LESLIE KENDRICK Now we know that Sarah is already with a debt consolidation company.
Is it possible for them to transition that process to one of the non-profits?
Is there anything that they can do to get out of that situation in addition to just getting the debt paid off?
I would encourage Sarah to look at the terms of their contract with this debt consolidation
or debt settlement company, whichever it is, and see whether there is a way out without
fully resolving their debt.
And if there is, I would encourage them to pursue other options.
I know that sometimes some cost fallacy can be really
hard to get out of. You think that you've spent so much time working with this company,
you might as well just see it all the way through. When in the long run, you may be better off cutting
your losses and pivoting to working with an organization that can get you in better standing
with your creditors. And that's exactly what a nonprofit credit counseling agency would do.
In the meantime, I would encourage Sarah or anyone else trying to build their credit score
to do exactly what Amanda outlined earlier, is make those payments on time, keep your
credit utilization low.
All those things that we know help people build a healthy credit score over the long
run.
But in general for Sarah, just take it one step at a time and try to work through this
debt in the best, most affordable, and least lawsuit-inviting way possible.
Bella tips, Sean.
Thank you.
Well, Amanda, is there anything else that you think listeners and Sarah should know
about how to get their credit score out of a deep debt consolidation-induced rut?
This is really tough.
I think the biggest thing that Sarah should keep in mind is that when it comes to credit
score, consistency is the name of the game.
So consistent payments, consistent behaviors, keeping debt low, just kind of slow and steady
wins the race.
I know it sometimes it can feel unfair when your score drops suddenly and you're hoping
for the reverse, like a quick fix, a fast way to boost it. And unfortunately,
that's just really challenging to do. So I think vigilance, getting those credit reports,
keeping an eye on things yourself, not just totally relying on the company that you're
working with to do that, but to like, this is your chance to really dig in and understand
your finances, understand what goes into your credit score,
understand how your behaviors can impact that score.
And this is a space to dig into that accountability,
to take ownership.
And I think in a lot of ways, Sarah will probably come out
of this feeling empowered and really in control.
I feel empowered and in control after that, Amanda.
Thank you.
Thanks, Elizabeth. Well, Amanda. Thank you. Thanks, Elizabeth.
Well, Amanda, thank you for coming on and talking with us about this.
Oh, I appreciate you guys having me.
That is all we have for this episode.
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and it may not apply to your specific circumstances.
This episode was produced by Tess Viglin and Anna Helhowski.
Hilary Georgi helped with editing.
Nick Karissimi mixed our audio.
And a big thank you to NerdWallet's editors
for all their help.
And with that said, until next time,
turn to the nerds.