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215: I'm Begging You to Stop Applying to Data Analyst Jobs Until You Do This
Episode 215 • Bonus Episode • 16th June 2026 • Data Career Podcast: Helping You Land a Data Analyst Job FAST • Avery Smith - Data Career Coach
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Open your resume right now. Would you hire yourself? Because a recruiter just spent six seconds on it and moved on.

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⌚ TIMESTAMPS

00:00 – How hiring managers think

04:18 – The mirror test

05:06 – Your resume is invisible

08:36 – Your LinkedIn has red flags

11:57 – Your portfolio is your proof

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Transcripts

Speaker:

I'm begging you, stop applying

to data analyst jobs at least

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until you do this one thing.

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Look, if you sent out 50 applications,

100 applications, 200 applications, and

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you're getting absolutely nothing back,

I know what you're telling yourself, that

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00:00:15,010 --> 00:00:18,849

the market is broken, that you're not good

enough, that the algorithm hates you, that

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00:00:18,849 --> 00:00:20,660

recruiters are ghosting you on purpose.

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00:00:21,050 --> 00:00:23,470

And actually, the truth

is, it's none of that.

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You're just skipping a step, and

it's a very important step, but

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it only takes about 30 minutes.

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And once you do it, everything changes.

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It's called the mirror test, and if

you're applying to data analyst jobs

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in 2026, you need to do this before

you send another application out.

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Let me explain what it

is and why you need it.

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But if you're new here, hello,

my name is Avery Smith, and

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I'm a senior data analyst.

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And I'm on a quest to help one million

people land their first data job.

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So if that is you, which, let's be

honest, it is since you're listening

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to this already, go ahead and hit

subscribe to follow the journey.

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All right, here's the thing that nobody

applying to jobs ever stops to think

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about, and that is, how does the company

see hiring from their point of view?

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And the truth is, hiring is absolutely

terrible for the company and for the hire.

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I mean, think what they're about to do.

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They're about to take a complete

stranger, someone they randomly found

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on the internet, they talked to a

few times, and then they're going

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to hand that stranger the car keys.

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They're gonna give that stranger a salary,

sometimes a big salary, six figures.

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And they're going to give them access to

sensitive company data, a seat in internal

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meetings, a spot on a team that has to

actually work with this person every day,

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like, you have to deal with this coworker,

and they have to make that call based off

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of a simple PDF and a few conversations.

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That's literally it, you guys.

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That is all they get.

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And that's kind of a stressful

job because here's the kicker.

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Hiring managers will get

blamed for bad hires.

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It will hurt their reputation.

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It will hurt their team.

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It eats into their head count budget.

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And honestly, a bad hire can take,

like, six, eight, 12 months to undo.

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And in the meantime, everyone around

them is miserable and pissed off at them.

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Sometimes it can even cost

the hiring manager their job.

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It's that serious.

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So when a hiring manager or a recruiter

look at your resume, they're not

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really looking for reasons to say,

"Oh, this is a good candidate."

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No, they're looking for reasons to say,

"No, this is not the right candidate,"

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because no is safe, and saying yes is

sticking their neck out on the line, and

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that is very dangerous for them to do.

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Kind of like Hinge or Tinder or whatever

dating app you've used, or maybe you're

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like me and you've been married for

10-plus years now, but regardless, you're

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playing this game, this dating game, on

this app to see who you're gonna spend

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the rest of your life with, or at least

you're gonna spend a lot of time with.

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And when you're swiping,

you're not rejecting people

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because they're bad people.

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They're probably decent people,

but you're rejecting them because

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they're not the one for you.

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Now, you're making that judgment off

of six seconds, three photos, and a

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one-line bio to make that decision, but

the point here is any red flag is enough

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to keep you swiping and scrolling on

to the next person, because there is

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always another profile to take a look at.

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And that doesn't mean you're being mean.

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You're not being judgmental.

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It's just you're on a big mission.

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Who are you gonna spend your

time with on a time crunch?

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And you're moving on to the next person.

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There's nothing wrong with that.

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But realize that's the exact same

scenario that your recruiter's in.

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That's what your hiring manager is doing.

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They're essentially swiping left

and swiping right on potential job

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candidates with their job on the line.

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And you see, here's where

most job seekers get it wrong.

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You're sitting there, thinking, "But if

they would just get to know me, they'd

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know how smart I am and how hardworking

I am and how good of an analyst I am.

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They don't know me.

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They don't know my story."

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And you're 100% exactly correct.

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They don't.

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And that is exactly your job as

a job seeker, is to help them get

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to know you, because think of it.

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You've been being

yourself your entire life.

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You know yourself the best out

of everyone on planet Earth.

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You know your effort.

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You know your context.

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You know your potential.

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You know your story.

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And all the hiring manager and

recruiter have is this- Piece of

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paper, PDF resume, and six seconds.

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It's not fair, but it's your job to

actually go out there and make a PDF,

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a resume, that is so compelling that in

those six seconds it's going to portray

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you in the best light possible to get

them to spend more time on you, to

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actually take the time to get to know you.

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And the mirror test

exists to close that gap.

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So what is the mirror test?

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Well, the mirror test is checking

yourself digitally with clean, fresh eyes.

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You basically look at yourself the

way that a stressed out hiring manager

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with only six seconds and their entire

job on the line would look at you.

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And there are three different surfaces

you need to check for this test.

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Number one is your resume,

number two is your LinkedIn, and

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number three is your portfolio.

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And the rule is dead simple.

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Pretend you've never met this person,

this person being you as the job

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applicant, and pretend that you are

actually going to be hiring you.

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And I know that's really meta, but

think about it here, like, you're

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trying to decide if you want to let

this person come into your life.

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If you look at this resume, if you

look at this LinkedIn, if you look at

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this portfolio, would you trust them?

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Would you want to spend time with them?

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Are there any red flags?

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And would you be willing to put

your job on the line based off

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of their performance once hired?

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Let's go ahead and go through each one,

starting with number one, the resume.

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So your resume is the number one digital

asset you have as a job seeker, and

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you need to start treating it that way.

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It is an asset.

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It is going to work for you, so it's worth

the investment to spend the time to get

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this right because if you get it right,

it's going to work for you your whole

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job hunt cycle, or the dreaded, dreaded

ATS, the applicant tracking system.

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So here's what you need to do

right now, and that is, step one,

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run it through an ATS checker.

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Once again, the ATS or the applicant

tracking system is basically a

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software that reads your resume

before any human ever reads it.

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It's the computer.

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It's the AI that stands between

you and the hiring manager.

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And honestly, most resumes are designed

to be read by humans, not to be readable

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by software, but most resumes are

only read by software, unfortunately.

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I wish it wasn't the case,

but it's just how it is.

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An ATS parser or a resume checker

will show you exactly what the

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ATS sees when you apply for a job.

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And I promise you, you guys, if

your resume has anything weird like

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sidebars, fancy tables, columns,

icons, weird formatting, it's going

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to fail the ATS and you're literally

going to be completely invisible to

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the system and not get an interview.

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I just promise you that's

how it's going to be.

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So you need to check your resume right

now before you apply to any more jobs

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and see what it actually is seeing.

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And if you're not sure where to

find one, I actually made one for

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you that you can use for free.

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It's at findadat job.com/resume.

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And this is my data analyst job board,

and we created this resume checker

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for you guys for this very purpose,

to make sure that before you apply

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for any jobs on findadatjob.com

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or anywhere else, that your resume

is up to snuff and you're ready to

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actually get seen through the ATS.

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Step number two is the six-second test,

and basically, you need to open up your

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resume on your phone and set a timer.

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You're literally gonna look at it for

six seconds, and now close your phone.

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Now, what do you remember

from your own resume?

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What jumped out?

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What did you read?

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And what was the most

important thing that you saw?

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Now, give it to a friend, your mom,

your cousin, your neighbor, and

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have them do the exact same activity

and report back what they noticed.

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If data analyst isn't one of the

things that you remember or that

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you saw, you have a big problem.

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And if a specific tool like SQL,

Python, or Tableau wasn't abundantly

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clear, you have two big problems.

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And if a number or a result or impact

didn't catch your eye, then you have

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three big problems, because that is

what the hiring manager wants to see in

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those six seconds, those three things.

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So update your resume to make very

clear who you are, what your title

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is, what your skills are, and what

impact you've had in the past.

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Step number three is to match your

resume with a real job description.

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So you can pull up any job that you

actually want to apply to, bonus

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points if it's from findadayjob.com,

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and copy the job description and paste

it into Claude or ChatGPT alongside

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your resume and ask, "Hey, what is

this actually missing in my resume?

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What's a stretch?

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What would a manager see as

suspicious or as a red flag?"

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Or heck, you could even do it the

old school way for all I care.

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Print the job description out,

highlight every keyword and required

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skill, and then go to your resume

and highlight every match there.

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What's missing?

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How many keywords show up?

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What's in the job description

that's not in your resume?

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Because if there's a mismatch between

the two, you're not getting through

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the ATS, and it's as simple as that.

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Your resume is essentially

your dating app photos.

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If you have good photos, you're

gonna get a lot of swipe rights.

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If you have blurry, generic, ugly

photos or you're hiding the good

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stuff, you're gonna get swiped past

every time and not have a chance

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at actually going on any dates.

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It's true in the romance world, and

it's true in the corporate job world.

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You need to have good photos.

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You need to have a good resume.

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All right.

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The second mirror you need

to focus on is your LinkedIn,

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and this one is so easy to do.

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And for some reason, so many people

just don't think it's important.

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So go to your LinkedIn right now.

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So first off, do you have a LinkedIn?

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If so, good.

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If not, you need to make one today.

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Like, literally pause the

video and go make a LinkedIn.

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Seriously, go do it right now.

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Now look at your LinkedIn profile

and stare at it as a stranger would.

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What would you notice?

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Like, what would you actually think

about yourself if you were seeing

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this from a stranger's perspective?

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And here's a little bit of

a list about what to check.

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Number one is your headline.

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Does it say something like,

"Aspiring data analyst," or "Open

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to work/seeking opportunities"?

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Because honestly, one, those are super

generic, but two, it tells a recruiter

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that you don't have a job right now, which

means you might be higher risk because

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people who tend to be less risk tend to

hold onto their jobs a little bit longer.

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Whether that's true or not, I don't

know, but my point here is it's

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not what reality is, it's what is

being reflected in your profiles.

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It's what you are appearing to do.

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One of my favorite verses in the Bible

is 1 Thessalonians 5:22, which says,

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"Abstain from all appearance of evil."

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Now, notice it didn't say

abstain from all evil.

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It says abstain from all appearance

of evil, and that's my point with

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you guys here, is we wanna abstain

from anything, any red flags at all.

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Even if they're not red flags,

just the appearance of red flags,

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00:09:45,962 --> 00:09:47,432

we gotta avoid those at all costs.

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So what should you put

in your headline instead?

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Well, you can say something like what you

actually do, which is you analyze data.

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00:09:52,802 --> 00:09:53,982

So you are a data analyst today.

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00:09:53,982 --> 00:09:55,461

Congratulations, you got the promotion.

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00:09:55,521 --> 00:09:58,614

Data analyst, SQL, Py-

Python, Tableau, Excel.

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00:09:58,664 --> 00:10:00,824

Put that on your headline even

if you're transitioning, 'cause

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00:10:00,824 --> 00:10:03,804

you're gonna frame yourself for

the thing you want to be hired as.

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00:10:03,834 --> 00:10:07,274

You make the recruiter and the hiring

manager decide how experienced you are.

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00:10:07,353 --> 00:10:08,344

That is not your call.

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00:10:08,344 --> 00:10:09,634

That is not your judgment.

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00:10:09,693 --> 00:10:11,504

Number two, make sure

you have a good banner.

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00:10:11,523 --> 00:10:14,544

Is it just the dumb gray

defaults, gray or blue banner?

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00:10:14,614 --> 00:10:18,274

That is literally prime real

estate at the top of your profile.

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00:10:18,314 --> 00:10:19,464

That's the first thing that people see.

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00:10:19,464 --> 00:10:20,804

So put something interesting there.

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00:10:20,924 --> 00:10:23,574

Project screenshot, your

tagline, anything that signals

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00:10:23,584 --> 00:10:25,264

you're a serious data analyst.

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00:10:25,304 --> 00:10:28,674

You can make these pretty easily in Canva,

and we have a whole set of templates

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00:10:28,693 --> 00:10:32,174

inside of the accelerator program for

you literally to just copy when you join.

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00:10:32,204 --> 00:10:35,344

Number three is your About section,

and the first three lines are the

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00:10:35,344 --> 00:10:38,344

most important because that's all

that you see unless you click See

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00:10:38,344 --> 00:10:39,554

More, and most people don't click.

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00:10:39,554 --> 00:10:42,404

So, like, literally make those

three lines very interesting.

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00:10:42,404 --> 00:10:43,614

Don't put some generic stuff.

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00:10:43,614 --> 00:10:44,984

Don't put some just AI slop.

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00:10:44,994 --> 00:10:45,674

Be interesting.

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00:10:45,674 --> 00:10:46,384

Tell your story.

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00:10:46,443 --> 00:10:49,583

This is your chance to actually

capture people's attention and get

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00:10:49,583 --> 00:10:52,614

them to take a chance on you, take a

chance to look a little bit longer.

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00:10:52,684 --> 00:10:54,804

Number four is your experience.

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00:10:54,854 --> 00:10:56,214

Is your experience section up to date?

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00:10:56,254 --> 00:10:59,294

Are there interesting bullet points

on each one of your different jobs?

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00:10:59,464 --> 00:11:02,644

Is each job experience tied to

a company on LinkedIn and has

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00:11:02,644 --> 00:11:04,144

the actual company logo there?

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00:11:04,193 --> 00:11:07,174

It's these little things that add up

in your experience section to actually

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00:11:07,174 --> 00:11:10,814

show that you've done really cool things

for really cool companies in the past.

250

00:11:10,884 --> 00:11:12,784

Number five is your featured section.

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00:11:12,844 --> 00:11:16,614

This is so underutilized by

99% of LinkedIn profiles.

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00:11:16,844 --> 00:11:18,344

If it's empty, it shouldn't be.

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00:11:18,523 --> 00:11:20,974

You need to pin your best

projects, pin a post that went

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00:11:20,974 --> 00:11:22,774

viral, pin a portfolio link.

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00:11:22,794 --> 00:11:26,304

This section is really key for

recruiters to actually see how good

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00:11:26,304 --> 00:11:29,464

you are, how many things you've done

in the past, and who you actually

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00:11:29,464 --> 00:11:31,271

are Number seven is your activity.

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00:11:31,332 --> 00:11:32,182

Are you posting?

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00:11:32,242 --> 00:11:33,712

Are you commenting on other people's work?

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00:11:33,762 --> 00:11:36,742

Or is it kind of just like a

ghost town with nothing from 2017?

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00:11:36,812 --> 00:11:39,222

A live profile signals a live candidate.

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00:11:39,301 --> 00:11:41,862

Your LinkedIn is basically

the full dating profile, the

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00:11:41,862 --> 00:11:43,611

headline, the photos, the bio.

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00:11:43,671 --> 00:11:47,312

And here's the thing, 99% of

recruiters use LinkedIn, and not

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00:11:47,312 --> 00:11:52,222

only do recruiters just use LinkedIn,

they will DM interesting candidates.

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00:11:52,222 --> 00:11:55,771

So be interesting, and then

watch your inbox explode.

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00:11:55,832 --> 00:11:59,012

The third mirror you need to think

about is your portfolio, and the first

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00:11:59,012 --> 00:12:01,081

question is, heck, do you even have one?

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00:12:01,102 --> 00:12:04,472

And if the answer is no, it's not

the end of the world, but you're

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00:12:04,472 --> 00:12:06,602

missing out on a huge opportunity.

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00:12:06,641 --> 00:12:10,082

Remember what I said at the beginning,

the hiring managers are literally trying

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00:12:10,202 --> 00:12:14,612

to de-risk their decision in any way they

possibly can, and a portfolio is basically

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00:12:14,641 --> 00:12:16,881

a risk reduction tool from your end.

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00:12:16,901 --> 00:12:20,051

It's the thing that takes you from,

"Hey, this person says that they

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00:12:20,051 --> 00:12:23,921

can actually do SQL and Tableau and

Power BI," to, "Wow, this person has

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00:12:23,951 --> 00:12:28,012

actually done the work previously, and

there's tangible proof right here."

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00:12:28,062 --> 00:12:31,202

It's basically extra information

about yourself, and in a market

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00:12:31,202 --> 00:12:34,742

that's so competitive today, extra

information is literally everything.

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00:12:34,742 --> 00:12:37,631

You need to cling to it like

your life depends on it.

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00:12:37,661 --> 00:12:40,711

So I think you should have a portfolio

if you don't have one already.

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00:12:40,752 --> 00:12:44,031

And if you don't know how or

why or where to make one, you

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00:12:44,031 --> 00:12:46,712

can check out mydatafolio.com,

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00:12:46,811 --> 00:12:49,582

and it's my very own

portfolio hosting website.

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00:12:49,612 --> 00:12:52,790

I designed it specifically for

people like you, for data analysts

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00:12:52,790 --> 00:12:54,182

who want to land a data job.

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00:12:54,211 --> 00:12:56,371

So link in the description down below.

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00:12:56,442 --> 00:12:59,721

Now, for all my overachievers out there,

if you have a portfolio already, the

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00:12:59,722 --> 00:13:05,771

question is, is it really, really, really

ridiculously easy to read and to scan?

289

00:13:05,781 --> 00:13:07,151

Do a ten-second test.

290

00:13:07,406 --> 00:13:10,266

Send your portfolio link to a

friend and watch them open it, like

291

00:13:10,286 --> 00:13:11,665

literally from behind their shoulders.

292

00:13:11,705 --> 00:13:12,626

Where do their eyes go?

293

00:13:12,626 --> 00:13:13,596

Where do they get confused?

294

00:13:13,596 --> 00:13:14,246

Where do they click?

295

00:13:14,246 --> 00:13:15,276

Where do they get bored?

296

00:13:15,335 --> 00:13:18,736

What do they actually do on their

portfolio, and is it really sending

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00:13:18,736 --> 00:13:21,795

the right message that you want to

send to hiring managers and recruiters?

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00:13:21,935 --> 00:13:24,866

For instance, you want to see, does

your homepage tell enough about

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00:13:24,866 --> 00:13:26,036

you in those first five seconds?

300

00:13:26,036 --> 00:13:28,925

It's not your life story, but it's

also just not, like, your name.

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00:13:28,965 --> 00:13:31,585

You need to explain who

you are and what you do.

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00:13:31,646 --> 00:13:34,746

Data analysts in this

industry using these tools.

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00:13:34,815 --> 00:13:35,526

That's pretty much it.

304

00:13:35,565 --> 00:13:36,026

That's all you need.

305

00:13:36,136 --> 00:13:40,305

Number two, can I scan one project

and understand it almost immediately?

306

00:13:40,346 --> 00:13:42,075

Like, what's the problem,

what's the approach, what's

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00:13:42,075 --> 00:13:43,386

the insight, what's the impact?

308

00:13:43,415 --> 00:13:44,295

Those four things.

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00:13:44,325 --> 00:13:47,445

If I have to scroll through like a

bajillion things to get all of those,

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00:13:47,496 --> 00:13:48,996

then that's probably not good enough.

311

00:13:49,006 --> 00:13:50,835

But it also shouldn't

just be like three lines.

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00:13:50,835 --> 00:13:52,266

It should be somewhere in between.

313

00:13:52,305 --> 00:13:54,896

And also, if I have to click through

like five different pages before I

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00:13:54,896 --> 00:13:58,325

actually get to any sort of work or

visualization, you've completely lost me.

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00:13:58,396 --> 00:14:01,656

And hint, that's one of the reasons

I hate GitHub as a portfolio,

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00:14:01,656 --> 00:14:03,425

but that's for another episode.

317

00:14:03,425 --> 00:14:06,656

Number three, are your projects

business problems or are

318

00:14:06,656 --> 00:14:08,246

they more tutorial data sets?

319

00:14:08,256 --> 00:14:10,505

So if the only project that you've

really got on there is the city

320

00:14:10,505 --> 00:14:13,415

bike center and the Titanic data

set, that's not really good.

321

00:14:13,425 --> 00:14:15,575

You want to do something

that's more interesting.

322

00:14:15,585 --> 00:14:19,045

Go find a real problem with real

data, a local business, a public

323

00:14:19,045 --> 00:14:21,955

data set no one's even looking at,

something with like more stakes, with

324

00:14:21,955 --> 00:14:24,256

more realistic, you know, entities.

325

00:14:24,305 --> 00:14:27,516

And lastly, number four, can

I contact you in one click?

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00:14:27,536 --> 00:14:29,545

Don't make me hunt for your

email, hunt for your phone

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00:14:29,555 --> 00:14:30,526

number, hunt for your LinkedIn.

328

00:14:30,555 --> 00:14:33,736

Those things should be so abundantly

clear that I can just click,

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00:14:33,766 --> 00:14:36,496

boom, and then talk to you, and

then hopefully hire you, right?

330

00:14:36,535 --> 00:14:38,065

The rule is simplicity.

331

00:14:38,106 --> 00:14:41,475

A confused hiring manager is the

hiring manager that closes the tab

332

00:14:41,475 --> 00:14:42,435

and goes with another candidate.

333

00:14:42,435 --> 00:14:44,996

And at this point, if they're looking

at your portfolio, you're already

334

00:14:44,996 --> 00:14:46,665

so close to having that swipe right.

335

00:14:46,665 --> 00:14:49,516

Their thumb's literally on the green

arrow and they're thinking about it.

336

00:14:49,606 --> 00:14:52,465

This is just like the last thirst trap

picture you need to get that thumb to

337

00:14:52,465 --> 00:14:55,665

the right, and if you have it, you'll

get those swipes and you'll get those

338

00:14:55,665 --> 00:14:57,055

calls, and you'll get those offers.

339

00:14:57,096 --> 00:14:58,746

If you don't have it, who knows?

340

00:14:58,805 --> 00:14:59,866

You're leaving it up to chance.

341

00:14:59,925 --> 00:15:03,715

And really, this is the mindset shift I

want you to take away from this episode.

342

00:15:03,746 --> 00:15:05,055

You're not a bad data analyst.

343

00:15:05,055 --> 00:15:06,705

In fact, you're probably a great one.

344

00:15:06,725 --> 00:15:08,795

So we aren't changing who you are.

345

00:15:08,835 --> 00:15:13,986

We are changing what they see, because you

might be appearing as a bad data analyst

346

00:15:13,986 --> 00:15:17,695

based off your digital profiles, even

though you're a fantastic data analyst.

347

00:15:17,725 --> 00:15:21,165

But you can literally fix that

today with the mirror test.

348

00:15:21,215 --> 00:15:23,685

Look at your resume, your

LinkedIn, and your portfolio

349

00:15:23,766 --> 00:15:25,705

with clean eyes, six seconds.

350

00:15:25,755 --> 00:15:29,295

In a blink of an eye, would a stranger

take a chance on you, yes or no?

351

00:15:29,335 --> 00:15:30,726

If the answer is yes, great.

352

00:15:30,746 --> 00:15:31,725

Go back to applying.

353

00:15:31,735 --> 00:15:32,465

You're doing great.

354

00:15:32,496 --> 00:15:36,295

If the answer is no, well, you need

to fix it, and if you want help fixing

355

00:15:36,295 --> 00:15:39,636

it, that's exactly what we do in my

bootcamp, Data Analytics Accelerator.

356

00:15:39,685 --> 00:15:42,826

You can learn more about it by clicking

the link in the description down below.

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00:15:42,866 --> 00:15:44,776

You guys got this, I promise.

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00:15:44,815 --> 00:15:47,945

Mirror test, fix, apply, and

I'll see you in the next one.

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