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:
- Does it change shape? Does your explanation about the problem change depending on who's asking?
- Can you break it? Can you find the scenario where you're wrong?
- Is this the source or the signal? If you solved this exact thing, would the underlying situation actually change?
- Does it hold alone? Does this still feel true when no one's watching and nothing needs to sound good?
Find me here:
Get clear. Get sorted. Get going. Stay sane.
Transcript
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.