Episode 2

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Published on:

30th Apr 2026

Episode 2: How Do You Know That's Actually the Problem?

Okay, Actually is a podcast for people who are working hard, still falling behind, and are starting to wonder if the problem is them. It's not.

Each episode — always under 25 minutes — we dig into what's truly broken and figure out how to build a solution that can actually work.

In this episode, I walk through what ground truth is, why it's harder to find than it sounds, and four questions I use to test whether I've actually gotten there — or whether I'm just comfortable with where I've landed.

02:06 The Real Question

03:04 Defining Ground Truth

07:02 Four Ground Truth Tests

15:57 When Truth Feels Deflating

17:55 Apply It This Week

The four questions:

  1. Does it change shape? Does your explanation about the problem change depending on who's asking?
  2. Can you break it? Can you find the scenario where you're wrong?
  3. Is this the source or the signal? If you solved this exact thing, would the underlying situation actually change?
  4. Does it hold alone? Does this still feel true when no one's watching and nothing needs to sound good?

Find me here:

OkayDoak.com

karen@okaydoak.com

Get clear. Get sorted. Get going. Stay sane.

Transcript
Karen:

So I once got a call that the tech platform I worked for was down,

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let's just call this person Jim, but he

was always a very challenging client.

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He loved to raise his

voice, he loved to yell.

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He was never happy.

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You get it.

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Anyway, he was ranting and raving and

screaming about how there was an outage

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on our platform and the software was

totally down and nobody could access

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it, and this was incredibly urgent.

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And how is anyone on his team

supposed to get their job done when

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no one can log in, blah, blah, blah.

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I, I would normally take this very

seriously, but I'm looking around the

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office and no one else seems to be aware

of or concerned about a so-called outage,

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and in fact, many of them are actively

using the platform right in front of me.

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So I started asking Jim more questions

about what was actually going on, and

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what came to light is that two people on

his team, two people total, had forgotten

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their passwords and couldn't log in.

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And Jim, with all the strategic and strong

leadership skills, his title implied

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that he possessed, decided to translate.

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Two people can't log to the platform

is down without pausing to see if

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those were actually the same thing.

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When I pointed that out to him, he

said to me, and this is an actual

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quote that an actual person said

to me, as far as I'm concerned, if

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someone on my team can't log into the

system, it's the same as an outage.

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Uh, no, it's not the same as an outage

because we're contractually obligated

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to keep the platform up and running.

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So I care a lot about an outage, but we're

not obligated in the slightest to help

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Pam and Donna remember their passwords.

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It's kind of like how my mom was told me

she had an emergency and I stepped out

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of a meeting to call her back, and she

was freaking out that the computer didn't

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work and she had very important things

to do and she couldn't type anything.

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And after a little more probing,

we realized that, the batteries had

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expired in her Bluetooth keyboard.

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. So obviously that story might seem

like it's about a forgotten password

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or maybe even just an overreaction

from a challenging personality, but

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it's really about something bigger and

something that I think happens constantly

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in organizations, in careers, in the

decisions we make about our own lives.

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We are so quick to move from symptom

to conclusion without stopping to

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ask the most important follow-up

question after what's wrong.

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Which is, how do you

know that's what's wrong?

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I am Karen Doak.

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This is okay.

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Actually, the show where we get clear, get

sorted, get going, and stay sane together.

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Some of this is about diagnosing

before you build, but I spent decades

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watching people solve the wrong

things with a whole lot of confidence.

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The architecture only works

when the foundation is right,

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and that's what we do here.

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We really try to find the foundation.

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I was trying to think about the

right language to use to describe the

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process because in software, the term

you come back to a lot is root cause

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analysis, but I ultimately felt it was

too subjective and I wanted to make

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sure we were removing subjectivity

entirely from this conversation.

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So I think the best term to

describe what I'm talking about

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is the idea of ground truth.

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I was familiar with the term from

environmental surveying and geology.

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The real definition of ground

truth is information that's

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known to be real or true.

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Coming from things you're directly

observing or measuring versus

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information that might be inferred.

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It's not a feeling of clarity.

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It's not a, I sat with

this and now I feel better.

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Ground truth is verified.

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It's a load-bearing fact

underneath everything else.

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It's not the story, it's not

the presenting symptom, and

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it's not what you wish was true.

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I was watching the BBC series Vera,

and first of all, no spoilers.

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Uh, although I don't think spoiling

a:

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available on Brit box is like a thing,

but still, I promise no spoilers.

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In the first season, there's an

episode with an environmental

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surveyor who uses the phrase ground

truth in a completely literal sense.

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She's talking about excavation,

the verified condition of what's

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actually happening underneath

before you can build on it.

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Not assumed, not estimated,

confirmed on site.

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And I stopped the episode because that's

exactly what I've been trying to name.

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Obviously in her case, the

ground she was evaluating

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ultimately held some dead bodies.

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And I don't think that's a spoiler either,

because this is a murder mystery series.

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Um, and frankly, your ground truth

might also contain some dead bodies.

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Meta metaphorically, of

course, where I hope, I hope.

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Ground truth isn't when

you feel confident.

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It's when you've tested the

thing enough to build on it.

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And those are not the same moment.

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I like to call the process plum with

a B, but when you think about the

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plum line, that's the instrument

builders have been using since ancient

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Egypt to establish what's actually

vertical before construction begins.

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It's a weight.

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It uses gravity in one string

to tell you what you can build

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on and what's actually true.

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Not advanced technology, but certainly

reliable enough for the Pharaohs.

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I was at a software company where 90%

of our revenue and customer churn was

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attributed to product issues, and yet

we weren't making any improvements to

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the product, and we were still being

asked why we weren't improving churn.

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Everything else that we

were doing is essentially a

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bandaid on the wrong problem.

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Instead of really building what works.

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We would have meetings to review

the data and it was crystal clear,

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except the product team didn't have

any part of its success tied to

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retention metrics and my team was

100% accountable for churn and had no

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ability to actually fix the product.

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We knew everyone on the call

knew, and that was the thing.

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The ground truth wasn't hidden.

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It was sitting in the feedback

data plain as day, but the

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product wasn't going to get fixed.

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And so everything we did on the

support and customer success side

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was us trying to solve a problem.

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We didn't have the ability to solve.

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We were running root cause analysis on

a situation where we already had the

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root cause and nobody wanted to hear it.

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And that's its own particular kind of

stuck because at least when you haven't

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found ground truth yet, you have the

search to occupy and entertain you when

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you have it and you can't act on it.

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You're just watching these

band-aids slowly peel off and float

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in the depressing pool of doom.

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I wanna walk you through the

four questions I use to test

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whether I've actually gotten to

ground truth or whether I'm just

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comfortable with where I've landed.

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You don't have to use all four

every time, but I'd start with

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the first one and see how far you

get before the answer stops you.

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The four questions are,

does it change shape?

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Can you break it?

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Is this the source or the signal?

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And does it hold alone?

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I'm gonna walk through each one and

I'll put all four in the show notes

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so you have them and don't have to

take notes in case you were okay.

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Question one.

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Does it change shape?

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Does your explanation

about the problem change?

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Depending on who's asking?

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Are you going to describe the

situation differently to your partner

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versus your coach versus your boss?

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Real ground truth doesn't have

an audience dependent version.

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It just is, and the fact that

you're editing it is extremely

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important information for you.

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As a personal example, my youngest is

graduating college next month, and I've

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been incredibly stressed about whether

she has a plan, whether she's gonna

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find a job, whether she's gonna be okay.

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And I can tell you with complete sincerity

that if you ask me what I'm worried about,

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I will say her future, her trajectory,

whether she's gonna be set up for success.

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But if I'm being honest, if I'm running

the ground truth test on my own anxiety.

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A big portion of what's actually driving

the stress is that I'm worried if

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she moves home, she will never leave.

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And that's the real thing.

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And I would not say that to her.

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I would absolutely not say that to her.

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Which means my explanation changes

completely depending on the audience,

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which means by definition I'm

not talking about ground truth.

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I found the version I'm

comfortable saying out loud.

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So that's the audience test.

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But even when you're being honest

about what the problem is, there's

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a second question worth asking, and

it's one that gets at whether your

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diagnosis is actually testable.

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Question two is can you break it?

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Can you actually poke holes

in your own conclusion?

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Can you find the scenario

where you're wrong?

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And this is the one that I think

separates a real diagnosis from

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just, you know, a confident

declaration, a diagnosis is testable.

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It has conditions under which

you, you know, you were wrong.

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If someone asked my favorite client,

Jim, what would really make him

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reconsider whether this is an outage?

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He had no answer because

he wasn't diagnosing.

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He was just, you know, making statements

fuming and ranting a real diagnosis.

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Sounds like, I think it's x.

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But if I found out this other information,

I'd look somewhere else first.

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If you can't name what would change

your mind, then you started with the

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conclusion and you built backwards.

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It's like the problem

we all have with WebMD.

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You type in your symptoms and

it tells you it might be cancer.

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Not because that's a diagnosis, but

because cancer matches the symptom

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list and WebMD has no mechanism for

testing whether it's actually true.

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Nobody asks what would have to

be false for this to be cancer.

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It just serves up results.

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We see cancer, we spiral.

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Or for a more personal example, I talked

last week about a job situation that

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wasn't working and for a long time my

diagnosis was exactly that this job isn't

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working, which sounds like a diagnosis.

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But it's actually just a conclusion

I made with nowhere to go.

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So I ran this test on myself.

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I asked what would have to be true

for this job to actually work.

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And when I started writing everything

down, what I realized is that every

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single thing on the list required my

boss to operate in a fundamentally

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different way or for some other major

business changes to happen, all of

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which I had no ability to change.

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So the real diagnosis wasn't.

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This job isn't working, it's

this job will never work.

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And those might sound almost

identical, but they're not because

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one suggests there's a fix.

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One has that glimmer of optimism

and the other tells you what

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you're actually deciding.

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You can't get to that clarity without

asking what would have to be false

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and being honest about the answer.

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You have to be able to distinguish

between a true diagnosis and a story

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that has good posture, but isn't

necessarily true and related to that

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sometimes the issue isn't that we drew

the wrong conclusion, it's that we were

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looking in the wrong place entirely.

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Which brings us to question three.

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Is this the source or the signal?

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Symptoms present so loudly and

causes sit quietly underneath that

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forgotten password made noise.

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Or at least Jim.

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Jim made a lot of noise,

but the platform was fine.

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So you have to ask yourself, if I

solve this exact thing, would the

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underlying situation actually change?

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And if the answer is not really.

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You are treating a symptom which matters

because symptoms have consequences and

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symptoms can be painful, but it's not

the same thing as finding the source.

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My toy poodle pepper is 14.

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She's my soulmate, and in my objective

opinion, she's perfect except for all of

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the terrible things she does every single

day, but she's also 14, which means that

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on a fairly regular basis, she presents

with some new and alarming symptom.

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That sends me on a spiral.

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There's a limp.

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There's a lump.

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She's breathing funny.

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She's snoring louder.

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She seems lethargic, and I'm

convinced something is deeply wrong.

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I'm Googling, I'm asking Claude.

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I am treating whatever the thing is

that's visible to me as the problem

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to be solved, and my extremely patient

vet has said to me so many times in

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the kindest way possible, she's 14.

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That's it.

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That's the whole answer.

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The limp is real and the symptom is

real, but the source isn't the limp.

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The sources that she's 14 and I

can't fix the passing of time.

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I can manage it.

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I can make her comfortable.

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I can go to the vet at the first

sign of anything, and obviously

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I'll continue to do that.

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I can spend a little more time

than is probably rational or

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healthy on the website of Tom

Brady's pet cloning company.

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But I'm not addressing the

problem in any of that.

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I'm managing the reality and

knowing that actually knowing it

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not just intellectually changes

what you're asking of yourself.

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You're not failing to fix something.

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You're just doing what's

actually possible.

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I think this is probably

the most common fail point.

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So often we jump to what we can

see for that very obvious reason,

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and we need more perspectives

to point out what's not visible.

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If you don't have those outside

perspectives at the ready, just try for

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a minute to put on the hat of someone

who doesn't have your vested interest

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In the current explanation, would

they answer the question the same way?

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So those first three questions are really

about the problem, but I think the last

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one is more about you and as a result,

it might be the most important one.

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Question four is, does it hold alone?

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Does this still feel true

when no one's watching?

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And nothing needs to sound good when

you're alone, when you're writing in

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your journal, when it's two in the

morning and you wake up with a panic

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attack, does this still feel true?

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Because at the end of the workday when

I have a glass of wine in hand and I'm

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making dinner with my husband, Jeff,

I'm revved up while I'm storytelling.

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I'm on a roll.

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My justice complex and my need

for attention are doing all the

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driving, but that's not ground truth.

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That's just a great story.

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I'll be mid-sentence, making a point

that seems airtight to Karen, the dinner

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prep performer, but something underneath

me will go, is that actually right?

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And that's the question

worth stopping for.

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If you're trying to get to ground truth,

it's absolutely worth stopping for.

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If you're really trying to solve

a problem, you cannot ignore

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that feeling or that resistance

that's kind of holding you back.

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None of these are necessarily

comfortable tests, and they ask you

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to be really honest with yourself.

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That's the point though, because if

ground truth was easy to surface,

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you'd have already found it.

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The discomfort is not a sign

that you're doing it wrong.

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It's usually a sign that

you're getting closer.

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So just to recap, the four questions

which you can find in the show

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notes are, does it change shape?

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Can you break it?

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Is this the source or the signal?

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And does it hold alone?

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So let's say you've run

through those questions.

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Let's say you sat with the discomfort,

you found it, you found the thing that's

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actually true, not the thing you've

been performing or saying is true.

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Here's what I want you to

know about that moment.

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Ground truth doesn't feel triumphant.

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It can actually feel very

deflating because now you

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have to reckon with the gap.

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The gap between where you've

been spending all your energy and

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where the actual problem lives.

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But it's also the only place that

architecture and solutions can

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begin anything else Is a bandaid

on the wrong problem instead

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of really building what works.

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You can't skip just to the good part.

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When clients of mine get to ground

truth for the first time, they're

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not necessarily doing a jig.

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They often go quiet because it

means they've been working on

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something that wasn't right, and

that can be very discouraging.

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And now they have to start somewhere new.

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But that quiet, that is the work and

it's starting that, that's gravity

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on the plumb line doing this job.

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And I'm not gonna pretend that's easy.

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Starting again when you thought

you were already underway.

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It takes something, but the

alternative is staying busy on the

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wrong thing, and that's really,

really expensive misdirection.

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I think there's ultimately something

so freeing and saying, okay, actually

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I'm gonna start spending my time

now on the thing that matters.

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Now.

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At least you know you're not doing

a bunch of performative bullshit.

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You're at least getting

to the heart of it.

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Or maybe you're not ready to work

on it or solve it, but at least

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you're being honest about what's not

working and you can go from there.

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Deciding to put something in a box

and not deal with a problem is not

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necessarily the worst thing in the world.

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Making sure you've actually gotten

clear on what the problem is before

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you decide to ignore it, at least

then you're being honest with half

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of it, and that's both a step forward

and a step in the right direction.

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Before I let you go this week, I

would love it if you could take one of

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those four questions and apply it to

something you're currently working on.

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I'd like to know what you're thinking.

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You can find my email in the

show notes, but please reach out.

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My hope for everyone is that all

of your platform outages turn,

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turn out just to be forgotten.

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Passwords, I'm Karen Doak This is okay.

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Actually.

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Hopefully we're getting clear

because that's the focus of

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ground truth, so that we can get

sorted, get going, and stay sane.

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About the Podcast

Okay, Actually
Okay, Actually is a show for people who are competent, well-resourced, and still somehow building the plane while flying it. Each episode is a direct conversation about the problems, decisions, structures, and resets that get you from chaos to clarity — without the fluff or the hustle gospel. Get clear, get sorted, get going, stay sane in under 30 minutes.

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Karen Doak