The Knowledge Project with Shane Parrish - Shreyas Doshi: Better Teams, Better Products
Episode Date: September 5, 2023Calling on more than two decades of experience working with some of the biggest companies in tech, Shreyas Doshi joins The Knowledge Project for a deep dive into the connection between building a soli...d team and building a better product. He also discusses the three levels of product work, the origins of conflict on your team, the difference between measurement and evaluation, the benefits and drawbacks of a writing culture, decision-making, growing your competence, and the agency/talent matrix. Doshi is best known as the leader of some of the most successful products from Stripe, where he was one of the company’s first product managers. He also led and grew several products at Twitter, Google, and Yahoo. He currently advises fast-growing startups on strategy, scaling, and product management. Doshi is also a frequent angel investor and has privately coached product managers from Amazon, Meta, Salesforce, Uber, and LinkedIn. -- Want even more? Members get early access, hand-edited transcripts, member-only episodes, and so much more. Learn more here: https://fs.blog/membership/ Every Sunday our Brain Food newsletter shares timeless insights and ideas that you can use at work and home. Add it to your inbox: https://fs.blog/newsletter/ Follow Shane on Twitter at: https://twitter.com/ShaneAParrish Our Sponsors: MetaLab: Helping the world’s top companies design, build, and ship amazing products and services. https://www.metalab.com Aeropress: Press your perfect cup, every time. https://aeropress.com Learn more about your ad choices. Visit megaphone.fm/adchoices
Transcript
Discussion (0)
You know, one of my personal challenges in my own journey and growth as a leader was it was easy for me to judge other individuals or other teams saying like, oh, these people are only focused on optics, whereas I am focused on impact and execution, which are the right things to be focused on.
And when you start with that sort of feeling, it doesn't create or make any room for true collaboration.
Welcome to the Knowledge Project, a podcast about mastering the best of what other people have already figured out so you can apply their insights to your life.
I'm your host, Shane Parrish.
If you're listening to this, you're missing it. If you'd like access to the podcast before public
release, special episodes that don't appear anywhere else, hand-edited transcripts, or you just want
to support the show you love. You can join at fs.blog slash membership. Check out the show notes
for a link. Today, my guest is Shreyes Doshi. He's led and scaled products at companies like
Stripe, Twitter, and Google. An early member of the product team at Stripe, he led some of
the company's largest and fastest growing business lines. Even establishing products,
manager as a function there. Today, he's an advisor. I wanted to talk to Shreyas because I often
find when reading his work that we have similar ideas but we approach them and come at them very
differently. In this episode, we discussed the three levels of product work and where conflict
comes from, the difference between evaluating and measuring something, what he's learned working
at Stripe that he still uses today, the benefits and drawbacks of a writing culture, what
What he's learned about decision making that most people miss, how you can systematically grow your competence, the role of opportunity cost, the antithesis principle, the agency talent matrix, and so much more.
It's time to listen and learn.
I think when I was thinking about where to get started, I want to start with the three levels of product work.
So the execution level, the impact level, and the optics level, can you expand on these levels and where conflict arises?
Yeah, for sure. So this took me many years, almost two decades of working on products, mainly at high-tech companies, to really realize oftentimes conflict between people and teams arises mainly because we're not talking at the same level.
and we might have, you know, similar missions and similar goals and OKRs and whatnot.
But if we are not aligned on the level at which we are talking, that can lead to a lot of
confusion, a lot of distress among individuals and teams.
And so the three levels of product work that I discovered through my observations were
the execution level, the impact level, and the optics level.
oftentimes there would be product managers or other folks on my team who would be very nervous
before presenting to an executive maybe it's a product strategy or something else and they'd be very
nervous and so I'd have a conversation with them about like you know hey nervousness is normal
in these situations etc but what's really going on but what is your real concern and so
they'd often point to past examples where they would say oh you know I
I was talking to the CEO in this last product review and I shared with them exact details of how we can, you know, make this, these goals more ambitious or whatever the case might be.
And that just did not land with the executive.
And, you know, I shared all the details with them, but like I felt like they were confused and now they've asked for this other product review.
And so now I'm frustrated, right?
And in that example, my observation is that, again, it's the case of people talking and expecting different levels where somebody who's close to the ground, like a product manager or an engineer, you are fixated at the execution level, which is, you know, what is it that I can get done in a short amount of time with the resources and constraints I have.
okay so that's the execution level but oftentimes in these situations the executive the CEO
is wants to start at the impact level right they are more concerned about well is this product
going to resonate fine we'll build the product but how are we going to sell the product have we
thought about compelling ways to do that and how is this going to affect the company's brand
right so they they want to start with the level of the impact
and they want to engage in a dialogue with you of how we can make the best possible impact.
But then if you come into this kind of product review as the product manager and you kind of
drown the group in all sorts of execution level detail, which you think are the right
things to share because these are challenges you're facing right now, if you lead with that,
you are going to lose the audience.
and this is merely just one example of where, like, you know, executives are probably thinking
at the impact level, product managers or engineers are thinking at the execution level.
And, you know, I've also encountered team issues, inter-team issues, you know, famously there
are many organizations where two teams can't work together and they complain.
And each team complains that we can't work well with this other team.
even in those situations I've often found that it's actually the leaders of the team
that are fixating on different things.
Maybe the leader of one team is very optics focused.
So they are thinking about, you know, what are the optics going to look like if we combine
our forces together and work on this initiative?
How can we make sure that my team gets the credit that it deserves for doing this work?
And perhaps another team leader is more fixated on the impact level or the execution
level. They sweat and, you know, they kind of litigate and relitigate a lot of details without
really realizing that, oh, the conflict is present mainly because one is operating at the optics level
and the other is operating at the execution or impact level. One thing that you said there that
stuck out to me was they litigate the details. Are they litigating sort of like a different lens
into the same problem? And they keep rehashing their point of view because they think the other person
doesn't see it, but they're coming at it from a completely different lens. How do you get out of
that? How do you become productive in that, in that sort of litigation or argument then?
Look, what we end up doing when we feel like that the other party is not listening is that we just
keep repeating our message and we do it louder each time, hoping it will stick and it doesn't.
And then we are frustrated that it doesn't. It's like, you know, I've told you this five
times. We've had this meeting three different times. And I just don't understand why you don't
get it. Right. Like that's at least the feeling, even if it's not vocalized. The real solution
out of this is take a step back and recognize what is going on. Recognize that, oh, I see this
other team is really concerned about the optics of the situation. So let me explore that more.
Right? Like, you know, one of my challenge, my personal challenges in my own kind of, you know, journey and growth as a leader was, it was easy for me to judge other individuals or other teams saying like, oh, these people are only focused on optics, whereas I am focused on impact and execution, which are the right things to be focused on.
And when you start with that sort of feeling, it doesn't create or make any room for true
collaboration.
So instead, you know, later on in my career, when I had this vocabulary and this way of looking
at things, when I saw these situations where perhaps somebody else, some other team leader
that I'm trying to collaborate with, is really focused on optics.
I wanted to take a step back then and really experience.
lower their perspective a little more. And perhaps, you know, the reason they were focused on
optics is because they've been burned before, that they helped various other teams with their
initiatives in the past. And they did not get the credit that they felt they deserved. And so
naturally now they're going to be a little bit more wary about collaborating with my team on this
initiative. And they want to make sure that the optics are set right. So it's only through
kind of taking a step back and truly taking the time to explore their concerns.
Like, for instance, concretely, I noticed that, you know, in the past couple of meetings,
you've talked a lot about making sure that executives are aware of the division of responsibilities
between our teams. And certainly my team's perspective is that it is a very ambiguous project,
so we can't really clarify all the strict division of responsibility.
at this very moment, but I wanted to ask you what your rationale is for this perspective,
because I really want to figure out a way to make this work. And so just kind of having that
conversation, engaging in the dialogue, trying to understand where they are coming from,
I have found opens up opportunities for us to recognize, oh, I see, I see this is what is going
on. You care about making sure that these responsibilities are clear for reason X, Y, Z.
So perhaps we can both achieve our objectives here of moving quickly, while yet clarifying, you know, who owns what.
And let's now brainstorm about that.
One of the things that you said online that was interesting is that there's a difference between evaluating how something is going and measuring how it's going.
Can you expand on that?
Yeah, it's often the case, Shane, that, you know, you hear in business meetings, right?
that if you can't measure it, you cannot improve it.
In certainly most of the highly rational company cultures
that I have seen, these kinds of statements
are taken as truths.
And over time, I realized, used in the wrong context,
they tend to cause a lot of damage
that we don't even realize.
Because we feel like we are being smart
when we say, oh, this thing must be measured before we can improve it.
Really, the way I realized some of the flaws in this thinking of you cannot improve
something that you don't measure is kind of looking at my personal life and sort of evaluating.
So I'm a parent.
And so at one point, I asked myself, am I measuring how I'm doing as a parent, right?
or am I measuring how I'm doing as a spouse?
And while, you know, I clearly improved in certain areas of parenting,
I had not done any measurement there.
So then I started asking myself, well, if I've clearly improved in this area of parenting
or this area of being a spouse, but I don't measure it, I don't track it on a daily basis.
I don't have any metrics associated with it.
And yet I can tell that I'm improving in these areas.
So how am I doing that?
Right.
Like how many of us are doing all sorts of activities
and improving in those activities
without explicitly measuring those upfront
or measuring those on an ongoing basis?
Actually, the way I know that I'm improving
is because I'm evaluating, right?
And that's where I feel like there's a difference
between the idea of evaluating how you're doing
and measuring how you're doing.
And then I started seeing in many cases at work,
it was quite similar.
You know, if we start everything with,
oh, we need to measure this thing first
before we embark on this project or this initiative
to improve said thing, there is certainly value in measurement, so don't get me wrong, right?
Like, again, we should not think binary about this.
But in some cases, the effort to measure something is so large that it sometimes dissuades
us from performing the action that makes sense.
The fundamental sort of observation here is that sometimes evaluating how something is going
is enough. And sometimes if you try to measure a thing, you might think, you might improve the
measurement, right, but you might not actually be improving the underlying thing. So that's the
other danger as well. So anyway, those would be a couple of kind of core observations that led
to this insight. Okay, but you're a manager or a product manager or a leader within an
organization and you have scarce resources to allocate. The organization has scarce resources.
You have scarce resources on your team. Often you need other people to buy in to what you're doing
with their, I guess not of approval, depending on where you are at some level. And if you're in a
culture that is very measurement oriented, saying that, you know, we're going to improve this,
but not being able to quantify or demonstrate how it's improved is very tricky to get the buy-in.
How do you go about that?
Yeah, it is very tricky.
And I would say this is why the solutions to some of these problems lie not with an individual
or individual contributor within the company, but they lie with the company leadership, right?
So ultimately, the company's leadership needs to have the judgment,
and if they do not, things are just very hard.
This is why a lot of the work, both the writing I do, the coaching I do and so on,
is focused on leaders and leadership without leadership understanding these ideas
and these principles, it's just very hard.
Now, all that said, what I've found interesting is that it is possible sometimes to pivot
this kind of intense desire for, you know, showing, you know, numbers on a graph
with other ways of showing impact.
Because ultimately, the measurement is not the goal, right?
The impact is the goal.
We hope that the measurement is just a proxy for the impact we made.
Right.
And sometimes we forget that we can't differentiate between the proxy and the goal.
right? And so we make the proxy the goal. So once you kind of understand that, that ultimately
it's about demonstrating impact. One of the core things we need to realize is this idea
of, you know, leading indicators, right? So what I like to do show, what I like to remind people
in these kind of corporate situations is that ultimately we are after this impact, right? Whatever
that is, like customer satisfaction or higher retention or greater revenue or greater revenue
customer, whatever the case may be, right?
That's the impact we're after.
Then I like to sort of clarify and perhaps using even examples that features like this
in the past have taken, you know, three months, six months, a year, year plus to show the
full impact, right?
So, and that is likely to be the case with this feature too.
So therefore, what I want to share with you today is some of the core links.
indicators we have of how this feature is working and so and then I'll go into the leading
indicators and now these leading indicators might be other metrics so they might be things
we have measured right which is like you know the conversion rate in sales calls for
instance right which is a which is an early indicator of potential resonance or the
number of customers who've actually purchased the product and listed this feature
as one of the key reasons why, right?
So I'll talk to my sales teams
and can I get some of those leading indicators to me from them, right?
And again, these could be measurements, right?
These could be numbers.
But the numbers are so small that, like, you know,
all we might be able to say this quarter is like,
oh, we got five new customers who said that this feature
was one of the key reasons why, right?
And you can't really run an A-B test of any sort
or some large-scale experiment with that.
So, okay, five is good, and we've done some measurement.
But this is where I like to also add some qualitative criteria, right, which is, and I did this a lot at Stripe, for instance, when we were working on B2B products, that, you know, in some cases they took a year or year plus to show direct revenue impact or volume impact, is I would call out some very big customers that we were able to sign up and their qualitative feedback on this.
recently launched feature, and I would present that in a document, saying, okay, this is what
we are hearing from this customer as a leading indicator, right? So there are ways, even in a highly
kind of, you know, qualitative, quantitative kind of environment to kind of pivot folks' attention
towards what really matters, which is impact, and then help them understand how that impact
has multiple components, some of which may be measured components, while others are qualitative
components. Because ultimately, at the end of the day, you know, regardless of, you know,
what one might cynically think, like, you know, your company leadership is primarily interested
in impact, right? Now, sometimes they're fooled in thinking that the numbers are the only
way to be confident about impact. But if you can make a compelling case of, you know,
tell a story about how it is actually a combination of some of these leading indicators
and they may be qualitative or quantitative, then you'll be surprised how much buying you can get.
It seems maybe I'm wrong here, but it seems from the outside the professional managers
would sort of gravitate towards quantitative indicators, whereas founders would gravitate more
towards the qualitative. What's your reaction to that?
I think if we were talking about general patterns, that matches my understanding and my observations too.
But I'll add an interesting additional observation, which is what happens when the company starts to scale, right?
So now you're going to have to rely on other signals.
And one of the things that you might end up learning along the way is that, oh, yeah, so from this point onwards, you have to manage by the numbers, right?
Because, you know, you're not close to the customer anymore.
You don't have as much, you know, strong empathy for customers as you used to.
And at certain scale, your instincts may actually be wrong, right?
The instincts that actually worked for you early on may not work.
The challenge, though, is sometimes some founders will kind of lose their way entirely.
Right.
And they, again, they make the mistake of treating the proxy as the goal, right?
And they lose side of the real goal, which is impact.
so while I do want you to manage with numbers because that's the only way you can scale
I also want you to not forget that the numbers will only tell a certain story
and so what you've got to still continue to do is expose yourself to some of the signals
and these might often be qualitative signals in the market with regards to your competition
with regards to your customers.
And so, you know, the founders that have been able to scale really well
and their companies have been able to build incredible products over the long term,
I have found they kind of strike this balance really well.
They do stay very close to their customers.
They do stay very close to some anecdotes and don't just kind of manage by spreadsheet.
You worked at Stripe.
And, you know, from the outside looking,
and Stripe is one of the most interesting and considered to be one of the most well-run companies
in the world.
We've had the good fortune of having Patrick on this show.
I'm curious, we're talking a lot about the lessons that you're offering.
I'm curious as to what did you learn being inside that culture that you've taken away with you
and how do you use it?
Yeah, I just learned so much at Stripe.
I was there for over five years.
and I joined as they were just thinking about what product management means at Stripe.
And so, you know, this was a company of a few hundred people at the time.
And, you know, already building really had already built a very compelling product.
And sort of, you know, at least by Silicon Valley standards,
was adding product management a little late.
You know, because usually you'll have product management added at, you know,
several dozen to 100 or so people.
So Stripe was adding product management a little late
and had done just fine without product managers.
So one of the reasons I joined Stripe was because I saw this
as what a wonderful opportunity to really understand
if product management can create unique value
at a company that has already been very successful
without product management, right?
And so that was one of the motivators for me
as somebody who started my career as an engineer,
but had been a product manager for, you know,
over a decade by that time.
And, you know, one of the first things I really learned when I joined Stripe is that
when product and thinking about the product and thinking about the customer experience
is everybody's job, which it certainly was and has been at Stripe for a while,
you know, kind of thinking about the product and fixating on what kind of product we're building
and why we're building it and how it's going to resonate with our users.
When it is everybody's job, you know, engineers and designers and even sales and marketing
and other functions, then you can, you have at least the ingredients for creating magic.
And, you know, too often what happens, and I've seen this at many.
many companies in the Valley, some of the most successful and modern companies in the technology
space is that at some point this idea of like, okay, are we building the right product? Are we
building a product that our customers will really love? And are we building a product that will
win in the market? Those concerns get relegated to one function or a couple of functions.
While the other functions get more focused or somehow are asked to get more focused on just like stay in your lane, do your thing, you know, ship your code, right?
Because and do it on time and do it at reasonable quality, but that's your job, right?
And nothing else.
And if it's something about the user experience, well, you know, you bring in the expert, the product manager or the designer and they will tell you what to do.
you know, in those environments, you just like don't end up building really inspiring products, right?
And so what I saw at Stripe were perhaps like two things I'll flagged.
One was that really every function was treated as equal, right?
Like really you treated every function equally, right?
And now they might perform different roles, but it wasn't like,
one function was better than the others or one function was higher than the others, right?
So what that enabled is a much more focused and much more authentic conversation between
functions of what is the right thing to do here, right?
Like not once in my five plus years there, did somebody play the card of like, well, so I am
the product manager.
So, yeah, I realize all this debate and all of that, but since I have this title and this
question is about the product. So, therefore, I'm going to make the call, right? So it wasn't really
about, like, you know, pulling rank or title. It was about really discussing the idea.
Right. So, so that's one way that I think Stripe put this in practice. And look, the other way
of like the entire sort of fabric of the organization kind of pushing you to build the right
product was that the founders kind of lived these values as well. Right. So, you know, Patrick and John
until a very, very long time as the company was scaling and to a point where you wouldn't
expect the founder to do so, they were talking to customers. They were talking to users and
not only that, in many cases they would kind of have a meeting with the customer and send out
notes. And another interesting thing I found is, you know, normally when a CEO of a company is
talking to a customer, it is usually they're talking to the CEO of that customer. But at
Stripe, oftentimes you would get these notes from the founders saying, oh yeah, so, you know,
I was visiting this customer and I talked to their customer support team. I spent time with their
customer support team to understand whatever it is, how they're using the Stripe dashboard. And so
So as you saw this as an employee, you know, you realize, right, like that this is what the company
cares about, right?
Like, when the founders are actually living the values that are put up on the wall, that
means that they're not just words on a wall, right?
Like, you know, we can all say, you know, yeah, sure, you need to be customer-centric and
so on.
But the actual process of doing so involves a lot of discipline, commitment, and consistency.
One of the things you said there that I found fascinating is that everybody was seen as important
and it was seen as everybody's job to look after the customer, which intuitively I really like
because I always hated people saying that's not my job, that's not my responsibility.
Or conversely, I hated people putting up that card and being like, I'm the product manager,
this is my decision with no sort of like basis for making it that's grounded in sort of rationality.
I'm wondering who is the arbitrator of a tie in those situations?
How does that work when you have maybe two people who are both looking out for the customer,
but they're coming at it from very different perspectives,
and you have to pick one path and you can't have both.
In the case where all functions are sort of equal and everybody's responsible for the customer,
how do you make that decision?
So in practice, I'll observe a couple of things.
Number one, this is where a writing culture helps intensely, right?
So Stripe famously has a writing culture.
And a lot of these discussions would start with a document, right?
And they're asynchronous discussions.
And the reason I think it's key is because just having to write these things down
forced a degree of clarity.
that is often missing when you are kind of having just these debates verbally.
By forcing ourselves to kind of write down our thinking,
it enables the reaching of consensus or a decision better
than if we were trying to do it all just verbally in a meeting.
Because again, oftentimes, you know, when we are doing it in a meeting,
there's also like other factors that come in, right?
like it's not just the lack of clarity and the lack of comprehension, but also ego factors
that become quite, you know, prominent and dominant in how then we decide, right?
So I think that just like, you know, that writing culture helped address a lot of this
where, yeah, we might disagree, but now we understand the root of our disagreement better
because you're trying to optimize this metric and I'm thinking of this other metric.
So let's have a conversation about that first, instead of, again, litigating the minutiae of whether there should be a three-step flow or a two-step flow.
So that is one kind of mitigating tactic to this.
The second one is, you know, oftentimes, yeah, you kind of had to take this decision to somebody else.
typically somebody higher up in the hierarchy to make the decision, which is like, look,
we've had this, you know, what we call rigorous conversation and discussion.
And it's all documented here in this Google Doc or what have you.
And we can't seem to decide.
I think one of the reasons that it fails is because it becomes judgment-based.
And as much as people like to say that they make judgment decisions,
they don't actually like to make judgment decisions
because they like to have a lot of rationale behind
or numbers behind or authority behind
why they make a decision.
And when the judgment is subjective, in this case,
you have a tiebreaker.
Somebody has to be an arbitrator of that,
whether it's the founder or somebody up the line.
But what they're really doing is they're exercising judgment.
And that's where you get a lot of leverage from.
When that judgment's correct, it's really powerful.
And when it's not correct, it can destroy a company.
Absolutely.
I like to observe that, you know, there's a difference between very good teams, teams that
operate quite well and really great teams, the teams that are not only able to operate quite
well on one project, but on multiple projects and are able to kind of, you know, crossfall
in it, you know, their goodness to other teams that they work with, right? And my, one of my observations
about the core difference between a good team and a great team
is the judgment of the leader of that team.
What other observations do you have about the difference
between a kid and a great team?
The first one is really the best way to describe it is
what is, is there clarity on how this team makes decisions?
And I mean it certainly from a tactical kind of process perspective,
but I mean it more from a almost a philosophical perspective, right, which is that, you know,
what are we optimizing for?
And if you look at all those sort of like, you know, the great companies out there, right,
like they have some way of deciding what makes sense, what product to build and how to build
the product, how much attention to detail to give certain things, and how much to be
build fast, right? And hopefully some of those are codified in the operating values or the operating
principles of the company. But does this team have clarity on that kind of philosophy for how
they're making decisions is, I think, a really important factor? And then are they actually
following through on it in their day to day? So that is one thing I like to call out. Second thing I like to
call out is, to what degree is the team willing to bend rules, right? I'm not talking about
like breaking laws because you shouldn't do that, but to what degree are you willing to bend
rules? And there are teams that like want to do the right thing that will follow all the
rules, right? And they do it for two reasons. One is there is usually kind of, you know, a little bit
perhaps some insecurity, perhaps a lack of adequate courage on the part of the leaders of the team.
But the other is being able to defend when things go wrong, right?
So, you know, following rules is very comfortable because if we follow all the rules and it doesn't
work out, we can just point at the rules and say, look, we followed all the rules, we followed
the process. We came to all the product reviews. We showed you all the mock-ups.
and all the intermediate artifacts, as the rule said, right?
And so therefore, now if this product failed in the market or failed to win, don't blame me.
Right?
Like, I followed the rules, right?
And this is how a lot of operators operate in organizations.
I call that the McDonald's problem because, you know, I used to work in tech as well.
And people would do this all the time where it's like, I followed all the rules.
I got the wrong outcome.
and I would say, well, if all you do is follow the rules, you should be getting minimum wage
because what we're paying you for is judgment.
You need to know when to opt out when that doesn't make sense or where it's leading down
the wrong path and that drove people crazy.
Yep, yep, yeah.
It's so interesting that people don't see that the reason they're getting paid the big bucks
is, and the way they'll create alpha for their team or for their company is through
that judgment, right? Because if everybody could just follow playbooks, then, you know,
and they might be wonderful playbooks, but over time, even wonderful playbooks become the industry
standard. So now if you want to outperform, you need something else, and that something else is
always judgment. And so, yeah, absolutely, you know, that kind of like willingness to bend rules.
And now the question is kind of, well, how do I know which rules to bend, right? That's the next
question I get when I write about these things.
And it's like, again, it goes back to judgment.
One, you know, I have quite a few on the list of like the attributes of, you know,
good to great teams.
But another one I'll share that is often not discussed is just, you know, high agency
among the individual contributors of the team.
Because I think like at some point, you know, a team.
say it's like 10, 20, 30, 40 people, 50 people more,
it becomes really important not just for the leaders to be ambitious and have good
judgment and so on, but for the individual contributors to be very high agency people
where they feel that they have the ability to end the sort of desire to influence outcomes.
right and they are going to execute creatively to do that and in some cases they are going to bend
rules and in many cases you know most teams have constraints right whether they're staffing
constraints or funding constraints or whatever else and it's this ability of at least a few
individuals on the team you don't need the entire team to be extremely high agency but the ability
of at least a few individuals on the team to have and embody this high agency approach such that
oh, actually, yes, we do have this obstacle, but here's how we're going to creatively execute
around that obstacle in order to make impact. So those would be a few, you know, items I would
share in terms of kind of that difference between, you know, good and great teams.
We're going to go back to writing in a second, but we just hit on the agency. So I want to go
down to rabbit hole here, which is you came up with the agency talent matrix. I'm wondering if
you can explain what that is and how you use it. Yeah. And so, you know, I, as I was thinking,
thinking back a few years ago about like the people I've seen that have outsized outcomes
consistently, both for themselves and for the teams and the companies they're part of, I'd
realized that there were some patterns between those individuals.
That's when I came across this term high agency, which I believe Eric Weinstein coined
the term and you know essentially it's a high agency is about uh it's basically about you know
doing certain things doing taking on hard things without waiting for condition to be
conditions to be perfect or otherwise blaming your circumstances i wanted to kind of marry
this idea of high agency that i came across uh with the idea of
of your talent, right, the degree of talent you have, or the degree of competence, whatever kind of
term we use there. And so then you can kind of start to imagine this, you know, two by two matrix
of like, you know, low agency, high agency on one axis, along one axis, and then low talent and
high talent along the other axis, right? And so you get this kind of, you know, these kind of four
quadrants, if you will, where if you have low talent and low agency, then you are going to be
a cog in the wheel. You're going to perform some undifferentiated work. And maybe that's essential
work, but whatever work you do is not really going to substantially change or improve the
trajectory of the team or even of your own outcomes. Right. So that's kind of
are the low talent, low agency quadrant. Then you have the high talent, but low agency person.
Okay. So like these might be, you know, really brilliant people. Maybe they went to, you know,
really amazing schools. They have great pedigree, et cetera, et cetera. But, and we've all worked with
such folks over time where, you know, they have tremendous potential. But somehow there is probably,
something that's kind of
stopping them and they're often
kind of looking around them and
complaining about
well but this is not right
and but like we don't have clarity on the
cross-org goals and we don't have
you know we don't have the resources we need
and we don't have the cross-org support
we need and the cross-functional support
etc etc
and look like
pointing these things out
by itself I don't think is a bad thing
You need to confront the reality of your situation.
But what happens to kind of, when you have low agency but high talent is you have the ability to point these things out,
but you don't quite demonstrate the drive and the resilience, the confidence,
and sort of the creative execution to do something about it.
You're waiting for conditions to be perfect.
And you have this fantasy in your head that when conditions are perfect,
I will be able to achieve the potential of myself or my goal, of my team.
So that quadrant, I call the frustrated geniuses,
there is no situation that is ever going to be up to the standards of perfection
that they're hoping for.
Then you also have the high agency, but perhaps low talent group.
And that group I call go-getters, right?
So these are folks that are just like, they're very ambitious.
they want to get things done. They are, you know, often very creative. They're very excited.
They want to take on new projects. They have a high degree of optimism. But perhaps they're
early in their career, right? And so they don't yet have the talent and the full competence, right?
So GoGeters is an interesting group. And like one other observation that I made over the years
is that, you know, given generally this is more a guiding principle than a rule, but like
given a choice between hiring a frustrated genius and hiring a go-getter, if it is a role
that has a high degree of ambiguity, I would rather hire the go-getter than the frustrated
genius. Because I know the go-getter will work hard to resolve the ambiguity versus, you know,
complain about the ambiguity and in many ways product management you know the the role i have
done for many many years is a role whose primary responsibility is to resolve ambiguities and act
in the presence of ambiguities so for pms it becomes really important um to kind of have this high
agency and then lastly the last quadrant in this matrix is uh you know the high agency and high
talent quadrant and these folks i just call them game changers right like they they change the game
for the company for the team for themselves um and but the reality is that there are very few of them
right so if you come across a game changer early in their career uh you better hold on to them
right and you better provide them with the opportunities and the support uh that is necessary for
them to achieve their potential um and uh last thing i'll say on this topic is
sometimes go-getters, over time, become game-changers because, you know, with enough experience,
now you can increase your competence.
So you can go from the low, perhaps on the low talent side to the high-talent side just by virtue
of having that much more experience.
And so, again, you know, in many cases, you know, for certain roles, I would rather prefer a go-getter
who's perhaps a little bit lacking on certain experience factors,
because I've found that those experience factors can be rapidly made up for.
I want to come back to the writing culture just for a second here,
because I always think about writing as making the invisible visible.
So you're taking your thinking, which largely happens in your head,
and now you're forced to explain it to other people.
Because you're forced to explain it,
you have to walk through all the steps by which you arrived at your thinking.
So you're actually forced to walk through your thinking step by step,
and lay out some sort of rationale for why you think the thing that you do. And the process
of writing things down is thinking, right? It is a form of thinking. And it's often the process
by which we come to realize we don't know what we're talking about. So the act of writing it is
very helpful for the person writing it. But the act of consuming somebody else's writing is also
very helpful for what we talked about when we first started, which was perspective taking.
right? So you're showing me what the world looks like from your vantage point, what variables matter, why this matters to you and how you arrived at this conclusion, assuming you're doing that honestly. I'm curious as to you, in practice, I've never worked in a writing culture with the exception of Fernham Street, but what is it like in practice being on the inside? Where does it helpful and where does it slow you down?
Yeah, I think one of the areas where it's extremely helpful is when you have a writing culture, it becomes more of a permissionless environment.
You know, in a, you know, say, non-writing culture, where perhaps the way big decisions are made or proposals are shared, it's usually in some meeting where perhaps, you know, we have a discussion or I walk you through a slide deck.
Well, the observation is that all of a sudden, if that's the way that big proposals need to be made or even small proposals need to be made, now you need permission, right?
You need permission to join the meeting.
You need permission to present at the meeting.
You need to ask for permission to take a synchronous, meaningful slot of everybody's time to be able to share what you want to share.
And a true writing culture kind of removes a lot of those constraints.
Right. So if you spot something that you think needs to be improved in a writing culture, in a true writing culture, you can write about it and share the document and see what people have to say, see if it resonates.
And certainly, you know, at Stripe as a writing culture, I saw it often where there were people, you know, regardless of their role and their function within the organization.
kind of wrote down something super insightful.
And as they shared it, it kind of spread through various Slack channels saying like,
oh, this person wrote this doc, you know, you should check it out.
And now all of a sudden people are going in the dock and posting comments.
It's like, oh, this is actually an interesting point.
Can you expand more on it?
Or like, you know, I don't quite agree with this.
What's your perspective?
And all of this is happening in a fairly permissionless manner.
So I think that is a very key aspect that people tend to
of kind of this writing culture and it has you know done right has like really profound
effects on the degree of transparency cross organization clarity and really kind of innovative big
thinking that you can engage in you know the the problem is that not everybody is a good writer
some people have also told themselves stories about oh I'm not a good writer and so
one of the challenges is that such a culture makes it hard for people who kind of think they're
not a good writer to be able to influence, right? Because ultimately, you know, any form of
communication in an organizational setting is a form of influence, right? So I would, you know,
I managed, you know, and mentored a number of people who'd come to me and say, like, look, I wrote
this document down. I shared it. It took me two days to write it. And nobody looked at it. You know,
the executives don't care. Or they're just like cynically, they're giving us busy work, right?
So one of the things I did, you know, in these situations is, and this was often situations
where somebody on my team or in my org was kind of bringing me this problem of like, what do we do?
it kind of became important for me to start sharing some principles of how you influence
we are writing. Number one is oftentimes when this was happening, when they were describing
this type of frustrating situation with the writing culture, I observed that in that the documents
had all the right ideas, but it was hard to find those ideas. It's like here's 20 pages,
but there's like three good ideas in here. Go find them. Yeah. Yes. And it was hard to
understand the true value of those ideas in that noise, right? And so when I observed that,
I started trying to identify why is it the case, right? And then I realized after some time
that the reason that some folks do this when they are writing is because they want to
communicate everything they know about this topic. And of course, when we do that, the story
we tells ourselves is, oh, I want to build a bullet.
proof case. So I'm going to provide all of this detail. And of course, what actually ends up
in practice is regardless of how well you write this thing, the reader is lost. And so oftentimes
people would come to me and say, like, look, I have this document, but I feel like I'm not using
the right words. So can you kind of lightly edit it? And then I look at the document. I'm like,
you know, I have to tell you, like, and this is not going to sound like happy news, but I would rewrite this whole thing, right? Because, you know, here you are, you're saying like, well, maybe you can just use a few better words, but the problem is not the words. We need to create greater clarity. And that means we have to rethink the structure. We need to write with empathy for where the reader is likely coming from.
And that is much more work than changing a few words here and there.
But once we kind of start talking about it in terms of, no, no, no, the goal is not to
communicate everything we know about this topic.
The next step to take is then to ask, which is what is the most important thing I want
to convey?
And start with that message in any kind of document and proposal in the work setting.
you know, share that message very early on in the document, whatever that might mean.
You know, our core insight is X, and based on this core insight X, our proposal is that we do A, B, and C.
Actually, your proposal to do A, B, C might be informed by, you know, 10 other insights, PQ, R, S, et cetera, right?
But that can come later, right?
Or that can come in an appendix section.
for the more curious, right? But if X insight is actually the core insight, then that's really
what executives need to know. It's not a movie, right? Like lead with the best here. Don't build
up a climate, like don't build up for it because most people stop reading. You have, I think,
about eight seconds to grab somebody's attention in an email or document at work. You got to use
that time wisely. Absolutely.
movie is an experience. A book is an experience that somebody is creating. A podcast is an
experience. And so similarly, a document that you're writing is an experience you're creating
for your target audience. So it helps to be very intentional about what do you want them to
experience. And I'm not talking about fiction writing, right? I'm talking about just like business
nonfiction writing about a certain product or a certain whatever. But it's really
important to work backwards from, you know, do I want them to be excited? Do I want them to be
slightly concerned? Do I do I want to kind of clarify that like we should be afraid about a certain
competitor or whatever the case might be? And then, you know, kind of keep that in the back
of our minds, right? Because then as we kind of write, the words we choose, the structure we
choose. The things we choose to emphasize, you know, change drastically based on kind of this
working backwards view of what it is that we really want to evoke in the reader.
I want to switch gears from writing. Come back to decision making for a second. What do you know
about decision making that most people mess? You know, there are certain truths, you know,
or maxims that we learn or we discover about the world and how the world operates.
and then we use those maxims for making many decisions.
Sometimes we should use the antithesis of that truth or maxim when it applies to us.
So I call this the antithesis principle.
One kind of truth that we might know about the way the world works is that most people learn
better when the content or the teaching is entertaining, right? When it's entertaining, it's like
it's got great stories, amazing analogies, people just learn better. And there are many people
who proudly say, right, like, you know, and I come across such folks all the time as a teacher
myself or as somebody who writes online and so on, is that, well, I only learn through engaging
writing. As a smart person who wants to make a big impact on yourself and on the world,
right, if you think really deeply about this kind of truth, let's just say, right,
which is most people learn better, learn the best when the content and the teaching is
entertaining, is that if you want to help people learn something, make it very engaging
and entertaining. So that's the obvious conclusion that almost any smart person will reach.
But it turns out there is actually one more conclusion you should draw to be a better
decision maker and to have better results for yourself, which is it is actually not in your
best interest to be the kind of person who only learns from entertaining content, right?
In fact, to go even further than that, you should not even be the kind of person that needs
any sort of entertainment as a prerequisite to learning, right?
And so I would say that most smart people don't consider this second conclusion, right?
And we make decisions for ourselves and we create identities for ourselves around these kinds of areas
because we see these truths in the world and we assume those truths must apply to us.
And that's why it's the antithesis because, you know, actually what you should do if you want to optimize
and maximize outcomes and your impact on the world is you should turn yourself into the kind of person,
doesn't need any sort of entertainment to learn something right so because that way you know while
most people will discard a profound book that doesn't have an attractive title you will actually
take a take the time to read that book and to kind of really learn from the book despite it having
a terrible title right so so that's just like one example there's just like once i sort of saw
this in myself first, I realized that this actually, this idea of the antithesis principle
applies to, you know, all sorts of things. And I'll just share one more example and kind of
would love your thoughts afterwards is, you know, one of the things that, you know, if I post
on Twitter that, you know, a great manager is really important for your career, right? I will get
a gazillion likes, because it's something people love, which is like a great manager,
just follow great people, great leaders, and you will have an amazing career, etc., etc.
Right.
So that's kind of perhaps the truth you observe about the world.
But now what are you to conclude from this, right?
How do you kind of like act on this observation?
well the first conclusion you can draw and this is the more sort of more obvious conclusion
is that you should try to be a highly competent manager yourself and you should try to be a really
great manager of people so you can attract you know highly energetic highly talented people
and you can help them do really good work but there is a non-obvious conclusion that the
antithesis principle suggests, which is when it comes to yourself, you should turn yourself
into a person who can do really good work even without having a great manager. Even if you
have an okay or absentee manager, you should turn yourself into a person who can do really great
work. Now, this second conclusion is the non-obvious conclusion that very few people draw. And
in fact, most people will blame in some way, you know, the fact that their manager doesn't do
one-on-ones with them as frequently as they expect and say, well, of course, this is why, you know,
I'm not performing as well or whatever. And, you know, perhaps that is a reasonable statement
kind of if you're early career. But if you're 10 years into your career, 20 years into your career,
right, and you are in a career which kind of rewards you for your judgment and your agency and
so on, right? It is actually in your interest to pay attention to the antithesis principle.
Because again, if you just rely on great managers around you, then you're kind of limited in
terms of how much impact you can make. So yes, by all means, be a great manager yourself and
try to be the best possible manager you can. But at the same time, don't always expect that
you can only do good work if you are working for a great manager.
So again, this kind of applies to so many examples.
And I think people make this fundamental mistake when they're going to just making decisions
for themselves for like what works for them and what kind of person they want to be.
I think that's a powerful encapsulation of an idea which boils down to you need to be able
to operate regardless of the circumstance that you find yourself in.
you can only operate in ideal circumstances, you're only going to be average because
circumstances are never going to be ideal. And you need to find a way to operate no matter
what the circumstances are. Yeah. And I think the challenge for many people is that the
reason the antithesis principle is not extremely intuitive. And certainly it wasn't for me
early on in my life, is because it requires us to embrace inconsistency.
Like, we just like habitually look for consistency. So the thing we observe in the world,
we want ourselves to act consistently with the thing we observe in the world. But the
antithesis principle says that the very fact that you made an observation about,
this thing in the world, the way the world works.
And in all of its imperfect ways, it indicates that, yeah, sure, by all means to have an
impact and to be effective, you need to recognize the way the world works.
But that doesn't automatically mean that you also embody that in yourself, right?
And perhaps just to kind of, you know, drive the example home, the first time I really realized
this is when you know i was just kind of reading we've all heard this kind of anecdote and i don't know if
it's true but like it's the what is that the idea that um you know people form a strong impression of
you within seven seconds of meeting you right and so so what that suggests is um that like you know
if you want to be influential if you want to you know make an impact uh you should work towards
creating a strong positive impression, right, in the first few moments of any interaction.
And I think many people do that, right?
But when I started thinking about it for myself, I realized that, but wait, if I fall prey to
that same bias, right?
I am going to unfairly judge other people who are otherwise great, perhaps, but perhaps
they did not make a strong, great impression in the first seven seconds.
So I need to actually follow, for myself, I need to follow the antithesis of that when I am meeting somebody new, right?
And again, that kind of inconsistency is not natural to us as humans.
And so it kind of, like, we really need to be intentional about developing it.
I want to ask you about how you think about opportunity costs as they relate to decision making.
Yeah, most of us and most teams certainly are our, our,
they are return on investment machines and the way we evaluate things is
evaluate work whether to do a certain work or not is is this going to provide
us with a positive ROI right and and again during my own career as a you know
as a person who was responsible for deciding what should we build when should
be built it what should be built first for a long time I used
R-O-I as a core kind of way of thinking about the work we do.
So it sounds good, but the challenge is, like, you know, the formula for R-O-I is like, you know,
the value you got minus the, you know, the effort or the time or, you know, expense you put in
to get the value divided by the effort-time expense, right, whatever the case might be.
So it's a ratio, right?
Now, whenever you have a ratio and you want to increase that ratio, so in this case, ROI, you can increase the numerator or you can play a trick and decrease the denominator, right?
So you can keep the numerator constant, but if you just decrease the denominator, you can increase the ratio.
And so I saw that tendency play out very often in making decisions about what to work on next, what to prioritize, how to think about our priorities.
is oftentimes, you know, teams will gravitate towards things where the denominator is small, right?
So practically what that meant is, this is low-hanging fruit.
This is a quick win, right?
Oh, it will only take one day to do it, right?
And then I'd ask, like, what's the impact of it?
Well, it doesn't have a very high impact, but again, because it's quick, let's do it.
right and and so so we get kind of really seduced by this kind of you know tendency to want to
reduce the denominator and what does that do what that leads to is a lot of me too products
it leads to us kind of just meeting table stakes it leads to kind of picking the safe things
because the safe things are you know easy to quantify and they're safe because they're easy to
quantify. And look, I have nothing against those kinds of improvements. I think those are
important. Those incremental improvements are absolutely important. But I find that a lot of product
teams, when they're making decisions about where to spend their time, they are solely working
on those kind of high ROI things and typically things which kind of just reduce the denominator.
And they are afraid to pick up the ambiguous thing, which might have a very large return,
but might require some effort, right,
and might involve just working through the ambiguity.
So that's when I realized that actually, you know,
a better way, when you're in a very high-leverage role,
a better way to think about these decisions
is through the lens of opportunity cost, right?
Where opportunity cost is, you know, roughly,
it is, you know, the value you get out of, you know,
the optimal option, and the value you got out of the option you chose, right?
So the delta between those two, right, the option you chose and the value you'd get out
of the optimal option, that's what kind of your opportunity cost is.
And when you look at things through an opportunity cost lens, what you really realize
is that for certain things, you want to kind of minimize the opportunity cost, meaning you
want to pick the thing that is as close to optimal as possible.
And so that's kind of how you'll minimize the opportunity cost.
So that's why I like to say that, you know, in a high leverage role, your goal should
not just be to increase ROI.
You should also think about how you're going to minimize the opportunity cost.
And the last thing I'll say here is oftentimes people say, but well, you know, we can work
on a number of different things because who knows what the optimal thing is.
We can work on a bunch of different things, and as long as those are generally positive, we will be fine, right?
And we can always backtrack if they're not.
But the problem I found in practice is that it's easy to say in a meeting when we're trying to just like decide on something.
They're like, yeah, yeah, of course, if it doesn't work out, we'll just backtrack.
But in practice, I saw us never doing it.
And so I also looked into why.
And what I realized is that, you know, it's kind of like the IKEA effect takes hold, right?
Where we put in a bunch of work behind this.
And so now we think it's more valuable than it truly is, right?
And now we are going to just like, you know, stick to it despite the world telling us or giving us evidence to the contrary.
So that's the cognitive bias there.
But there's also more than just cognitive bias.
there's a practical issue, which is, you know, our code,
so I'm talking about software products for the most part,
but it applies to many other products and initiatives as well.
But our code is not as malleable as we think, right?
We just think, oh, we're going to write this code, ship it,
and then, ah, if it doesn't work, we're going to undo it,
we're going to change it, we're going to learn, et cetera,
and all of that is good, but our code is not as malleable as we think.
And so it takes us much longer than,
to kind of, you know, try to find that kind of optimal thing.
We are making changes to the code.
And at some point, our code just refuses to cooperate.
And so we get left with this kind of highly suboptimal product.
One of the things that you've given a lot of thought to that I do want to ask you about today is how do we systematically grow our competence?
You know, one of the core things in kind of systematically growing our competence is,
the idea of decomposition.
And, you know, anytime we say, okay, we want to get better at decision making, or, you know, in the product world, a version of that for product decisions is product sense.
Okay, I want to get better at my product sense, which I define as the ability to usually make the correct decision about a product or a product fee.
feature, whether it's macro or micro, even in the face of very high ambiguity.
And so when somebody is confronted with something like that, and that being a core part
of their competence, it is very confusing because, like, what step do I take here?
So that's where decomposition comes in very handy, because you can look at almost any area of
competence, and you can decompose it into its constituent elements.
All right.
And so let's take, in this case, again, let's take product sense.
Well, product sense, which is, again, the ability to make the correct product decision.
This is by the way, by the way, like some people are really great at consistently building
very good products.
This is why some companies are very good at, you know, building products that resonate with
their users is because they really embody that product sense in the work they do, right?
So, well, it turns out product sense has three components.
The first is cognitive empathy, which is, do I understand how you think as a user,
how customers think, how they approach situations, what will resonate for them or not, right?
That is cognitive empathy.
Second is domain knowledge, right?
Do I understand enough about this domain, about the,
technology, about the market, about the competition, et cetera, et cetera, such that I can make a
decision that will differentiate us such that, you know, I do understand regulation and the
limitations of what we can get done, et cetera, right? So that's kind of domain knowledge. And then
the third piece is creativity. And creativity is about taking these two inputs, which is cognitive
empathy and domain knowledge, and turning it into a concrete proposal for what we are going to
build. So you can have the first two, but if you don't have the creativity on your team,
then you can take all those inputs, but you won't be able to convert those inputs into a
compelling product proposal and a compelling U.S. and a compelling go-to-market approach and
a marketing approach and so on, that will actually then resonate and, you know, lead to product
success. So these are the three components of product sense. So now if I want to increase my
competence, grow my competence systematically, right? It becomes much clearer how I do that, which
is, okay, in order to grow my product sense, I need to grow my cognitive empathy, I need to grow my
domain knowledge, and I need to grow my creativity. Now, there are details of how you might do that,
but the point is now you have, you know, much more clarity on kind of this systematically growing
your competence. One other tactic I'll share.
on this topic of systematic competence is you have to understand.
A lot of people think that at some point in their career,
they reach a stage where they start making the assumption
that the only way that they'll grow their competence
is through projects they do at work,
which is, hey, I'm clearly doing all this work,
and I'm learning all these new things, right?
And that's growing my competence.
And absolutely, it is, no doubt whatsoever.
But the challenge is that what I ask people to do instead of just being focused on learning from projects at work is, you know, look, you have 168 hours in a week.
Like, you know, take some number of hours and call it your career time.
And I don't care if it's 30 hours, 40 hours, 50 hours, 60, or 70, 80, 90, whatever.
You do you.
You pick some number of hours in a week, which is your career time.
And your career time certainly involves all the time you spend on your work, on your projects
at work, right?
But let it not be 100%.
Right.
I want you to carve out 5%, 10%, 20% of your career time.
And I want you to allocate that time on learning outside of your work projects.
Right.
And this is something I personally did, you know, like since the very,
early days of my career. And I found that what happens is that kind of, even if it's 5%,
right, say 5% of 50 hours, right, so in a week. So that's 2.5 hours a week where I'm explicitly
not learning just from, you know, doing projects at work. And what that does is that compounds
like crazy over time, right? And the interesting part is some people say, well, but I can't do it
because I'm so busy at my work. Right. I already like don't have enough time.
to do all the things I need to do.
And now you're saying, like, take two and a half hours less or take three hours less.
But what they miss is that those two and a half hours or three hours a week,
if you invest consistently, will make you much more effective and efficient
at the remainder of your project time.
So you'll naturally just be able to do things, you know, much faster and much better
in the time that you're spending on your projects.
And in fact, will take you less time now to do, you know, to have the same degree of impact.
So, you know, of course, the last piece here is this requires, you know, a mindset towards growth.
This requires some degree of ambition.
And this requires taking responsibility for one's own competence.
And so those are prerequisites, right?
Without those mindset changes, none of what I said will actually be put in action or resonate with somebody.
Because if you are going to say, well, it's the organization's job to grow my competence, then sorry, it's not going to happen.
Shreth, this has been a fascinating conversation.
We always end with the same question, which is, what is success for you?
Oh, I love that question.
Success I define as the optionality I have with my time.
And it took me a really long time to really understand this well.
because I was always very ambitious as an individual,
and so I wanted to be very successful.
But when I achieved certain goals that I thought,
you know, work towards my success,
I was still left a little unsatisfied.
And so I kept looking for this kind of,
what is success for me?
And I finally cracked it in my very late 30s,
which is success for me is time optionality,
but particularly it's about,
am I able to spend the time I,
want to spend on the top three things in my stack rank of my life priorities.
And so I have about like a few things that are like, you know, buckets of my life priorities.
So one is career, another is family, third is interest, fourth might be friends, fifth
might be community, et cetera, right?
So like I kind of like to think about these buckets in terms of like a stack rank.
So at this point in my life, what are the top three things in my stack rank?
And that stack rank changes.
And then I like to evaluate, you know, am I able to spend the time I want to be spending on the top three things in my stack rank?
And if I am, then I'm successful.
And so by that metric, I wasn't really successful in my 20s or mid-30s because I was not able to spend all the time I wanted to spend on the top three things in my stack rank.
But luckily, now I am.
So I feel like I'm kind of successful.
It's a great definition of success.
And I thank you for spending your time with us today.
Thanks, Shane, for having me.
It was really wonderful to chat and longtime listeners.
So really, really happy and honest.
to have this conversation with you.
Thanks for listening and learning with us.
For a complete list of episodes, show notes, transcripts, and more, go to fs.
org slash podcast, or just Google the Knowledge Project.
Until next time.
Thank you.