The book is not actually about problem solving, but about deliberate practice. It is a bit tangential, but in seen problem solving as a skill, you can see how the principles in that book apply.
A good book - however, like many books of this style, I find it somewhat repetitive too.
I don't do statistics in my day job, but having a solid foundation in the math and the theory and the proofs really had a profound impact on how I approach problem solving generally and root cause analysis specifically (just thinking about e.g. model specification and how you do it is a good exercise). It's still on my bookshelf and I'll pull it out and do a problem set from time to time just to stay sharp - even though, again, I don't do this for my job. Maybe, one day, I'll get a job with a baseball team or something. Understanding heteroskedasticity for example is one of those things where once you "get it", it really opens your eyes to a lot of things and you can't "unsee" it.
PS there are packages in R nowadays but back in the day we used STATA.
PPS if people don't like Wooldridge, what else would you recommend?
Edit: I know you said "Your choices needn't be only math books" but this is a statistics textbook, so it probably doesn't count as "math".
Both Atlas Shrugged and Fountainhead, can be great creativity catalysts if read in your younger years. Though the rage fades as you age and come to grips with the reality and unfairness of life. They are still great books to read.
“There are two novels that can change a bookish fourteen-year old’s life: The Lord of the Rings and Atlas Shrugged. One is a childish fantasy that often engenders a lifelong obsession with its unbelievable heroes, leading to an emotionally stunted, socially crippled adulthood, unable to deal with the real world. The other, of course, involves orcs."
[Kung Fu Monkey -- Ephemera, blog post, March 19, 2009]
Masterful distillation of the most important parts of current systems engineering and systems management into a broadly applicable systems thinking approach.
- Structure and Interpretation of Computer Programs (doing all the exercises is key). This book helped me think about how programs run, how state is stored, how you can build out asynchronous computation, and how you can build your own languages.
- Designing Data Intensive Applications. This book profoundly changed how I think about application performance and data. It describes so much about different kinds databases and query languages, that now I feel like I've got a big picture view of the whole industry.
- Harry Potter and the Methods of Rationality. This book really taught me to think rationally and logically. I think I really did not understand the scientific method until this book.
I read it recently (and then re-read it twice within a few months), after seeing it referenced here on HN. Seems very much on-brand, and I'm surprised it took me so long to see it referenced.
I came here to comment HPMoR. It's a little embarrassing because the book is very cringey at times, full of itself, and for those who care, quite sexist. But it has some incredible lessons in how to think rationally, especially in situations where most people don't believe you or are very used to doing things a certain way even when that way has bad consequences.
My favorite part of the book is when Harry goes around trying to collect the signatures of people who believe (on flimsy evidence and against their better judgement) that another character has committed attempted murder. Their refusal to directly advertise their beliefs (thus subjecting themselves to later scrutiny if they're proven wrong) is a direct reflection of how people in real society like to take intellectual and strategic positions without accepting any of the risk or responsibility of being wrong.
It's so embarassing and cringey I couldn't manage to read it at all. I've had more luck with Yudkowsky's other book, Rationality: From AI to Zombies[0], which I've rather enjoyed.
Using a special little carveout theoretically satisfies two groups of people:
1) Those who won't engage with material if it's sexist
2) Those who think other people are stupid for not engaging with material if it's sexist
As an example, I could write:
> Because the book is very cringey at times and full of itself.
I've said this before, and the response was multiple times "who cares about that, what about how sexist it is? Can you believe how the female characters are written?" And then the topic of conversation is about the sexism of the author (and whether or not I can reliably identify sexism) instead of the content of the book, which is what I wanted to talk about.
I could also write:
> Because the book is very cringey at times, full of itself, and quite sexist
But then the response is either "why are you recommending it if it's sexist?" or "no it's not sexist, why would you say that?" And then the topic of conversation is again about the sexism in the book instead of the content of the book.
When things like HPMoR come up, the conversation trends towards the more controversial parts of it and less about the useful parts. I thought that using "for those who care" was enough of a lead-in to prove that I both (a) understand that the book is sexist and (b) understand that one doesn't have to ignore all of the content of a work just because it's sexist, but... apparently not.
You just need different approaches to study different subjects.
Here is an approach which works for me which you might also find useful. There is too much out there to Study and Time is limited so the first thing to do is to Skim, Pick out the main Ideas/Concepts, Figure out their relevance to you and only after that revisit the Topics again if needed in Depth and doing the Exercises as needed. You need multiple passes over the subject matter, each focusing on different aspects and the last couple of passes putting everything together in a personal mental model.
Here is a secret which you might find reassuring :-) Most people (including myself) don't do exercises. Merely doing exercises is overrated. What one needs to do is Read a book, follow closely any worked out examples and try and get at the essence of things; Everything else is secondary.
For example when i first read SICP years ago, i was working on Protocol State Machines and was stuck (at work) on how to design a verification framework for the same which our clients needed to satisfy themselves that our implementation worked correctly as the official specifications laid out. SICP gave me enough knowledge to understand the problem and the enthusiasm to design a simple DSL to solve the same. Thus by reading it and without doing a single exercise (nor learning Scheme well) i had a huge ROI on my Time invested in reading that book.
So have confidence in yourself, and read anything and everything that you find interesting without beating up yourself over not doing it "properly". The point is to get exposed to new concepts/ideas and gain new perspectives/insights on already known knowledge.
Thankfully there's a ton of resources out there in blogs and YouTube to explain each question and answer. I got stuck and needed to use those maybe 10% of the time at least. No shame in that.
Have you read it? Judging a book by its cover is kinda like judging a book by its cover.
It definitely makes Harry a massive arse if you enjoy the original character, but once I got past that it was actually an interesting read. A lot of the concepts have stuck with me and I've gone on to look into them further.
I started a reading club at work that met once a week and we'd assign reading about 15-30 pages a week. We'd just have a unstructured chat in the meeting. Maybe I'd prompt people with "did you learn anything interesting from this section?" if people were quiet. There were often enough questions to fill the time.
Also the book could be read out of order, so I'd regularly solicit people to join when starting a new chapter. That helped keep membership to about 5-8.
Also I suggested people put reading the book in their year goals so they'd be motivated to finish.
I also recommended another Heuer's book in this thread! Apparently, he's onto something, or intelligence analysis in general requires a lot of introspection about your ways of thinking (I'm not an analyst, but it was intriguing to learn about their mindset).
This might sound odd for those who know it, but the "48 Laws of Power" I've always felt worth recommending. It gives insight into how the power-hungry think and act, and is a valuable tool for helping to recognizing when a sociopathic/narcissistic person is trying to manipulate or undermine you. I think it crumbled away some of that social naivety I used to have, but in a good way. It made me more empathetic to people who's motives I previously would have failed to understand, and think more clearly about how I approach situations with people who don't have my best interests at heart. In short, it's a great book for making you think deeper and come up with solutions in the social realm.
Interestingly enough, I recommended it to a few friends of mine who quite clearly to me had toxic partners. In both instances, they thanked me for the book recommendation and took action to remove those people from their lives. Especially in relationships, it's good to have a frame of reference to tell whether someone truly has your best interest at heart, or they just want power over you and use your good nature to get that.
Keep in mind that the book is written in such a way to sound like your getting an education in politics from a full-blown psychopath, but once you get past that there's a lot of worth to be found.
Having read that book, I can agree with this a lot.
The book is amazing at teaching you to solve problems, as it helps you analyze and understand the behavior of others.
It teaches you both what to do and what not to do in any given situation, but it also teaches you how to spot those who play the game of power as well.
It's a tool that not only helps you obtaining/maintaining power, but also how to take away power from others.
The principles in the book can mostly be applied to other things as well.
This is an interesting take. Having read the book, I find that following its instructions would only yield relationships with people who aren't necessarily worth your time. Smart people are usually rather adept at detecting manipulative behavior. I concur, the best use for the book is the one you described.
If you liked that book, you should read the original sources from which Robert Greene derived his (too simplified) work viz. the works of Baltasar Gracian, Machiavelli, Francesco Guicciardini, Baldassare Castiglione etc.
These are far more nuanced and all-encompassing books on what i call "Worldly Wisdom" i.e. dealing with the World as is rather than how you would like it to be. These sort of books are some of my favourites that i constantly keep going back to.
And Aristotle's metaphysics and Nicomachean ethics
They had an integrated understanding of the different kinds of knowledge and the phenomenology of the mind and the resulting errors we tend to make.
And since their traditions were esoteric, it's a nice challenge to read them critically to get what they're pointing at.
For those sniffing that these aren't mathematical models or category theories, realize that the entire family of logic can only tell you what's not possible. The real action in thinking is topologically sorting what's relevant, and that mostly depends on understanding yourself and others.
However, reading them is an exercise in frustration without a good classics scholar; they are rare and getting rarer.
Masters of Doom. It’s the story of two renowned game developers, John Karmack and John Romero, and how they built id Software, the video game company that profoundly changed PC gaming and graphics. I was writing software for enterprise / consulting companies at the time (early phase of my career). This book opened my eyes to the crazy/wonderful/scary world of ‘startups’, the idea that people can bring their passion into writing software and start a business or movement. I joined a startup (nothing to do gaming) and never looked back.
Very motivational book. It's a good illustration for the value of technical excellence and, well, single-minded obsession when building something great.
This is also one of my favorite books. As someone who grew up playing Quake this book has one of the best possible combinations of material combined into 1 book (business, life stories, relatable games, nostalgia, etc.).
Highly recommend masters of doom. I’ve read through it a couple of times and find it motivational.
I grew up playing Wolf3D and quake games, and in general have admiration for what they were able to build. So I am not sure if people without that context will feel the same way about the book though :)
After finishing this I have been reading Fabian Sanglard’s books on Wolfenstein and Doom which helped make some of the ideas concrete. I’m not even that into games but just reading about how they had to optimize games for slow hardware is really interesting.
In a similar vein: the making of prince of Persia.
You really see the highs and the lows in this book about the developing of prince of Persia. It is structured as a diary, so you can see other interests (learning Spanish, becoming a script writer). It is a good insight at how long developing something real feels IMO.
I'd argue that not reading, but doing/implementing/experimenting with things made me a better problem solver. If you "just" read on a topic you will maybe learn to recite what you know, but you will not yet be able to differentiate between different solutions or give reason why a solution is good or not. Of course reading or attending a class is a very good starting point, but it's not the way i learned thinking or solving problems.
I'll add Economics in One Lesson by Henry Hazlitt. It provides an introduction to economics from an Austrian point of view, and dispells many common economic fallacies. A big takeaway for me is that the consequences of policies, such as providing loans to certain groups of farmers, have consequences that we cannot forsee.
John Rawls: A theory of justice. It's attempt to derive a theory of justice (obv.) using methods borrowed from analytic philosophy was hugely influential. Whether you agree with Rawls' conclusions or not it's a brilliant, meticulously argued book, albeit incredibly dense.
I am reading Rawls’ followup book, “Justice as Fairness”, which he describes as a kind of restatement or correction to Theory of Justice. I am not sure if it would have been better to read the original first.
The idea of the Veil of Ignorance for deriving fundamental principles of justice is now one of the most fundamental ideas in my own moral philosophy.
Yes! While I'm often suspicious of simplistic models like the Veil of Ignorance, it's really among the best in western philosophy: it's easy to understand, and its implications are compelling and clear.
The concept also carries a kind of common-sense appeal that practically bridges the gap between "is" and "ought." Maybe it bears some relationship to human instincts for social behavior and empathy -- is there any literature that describes such a relationship?
> common-sense appeal that practically bridges the gap between "is" and "ought."
That intrigues me, because if there's one thing that is particularly tiresome about Socialists it's that they invoke Hegel to rationalize everything they want and propose.
There is no necessity of a gap between "is" and "ought" - the assumption that there is presumes that either things are not ordered towards an end or that we cannot known that end. But that's clearly wrong. See Socrates' discourse with the slave boy in Meno and the universal desire for justice and happiness that all human beings posses.
One descriptive theory of morality is Moral Foundations Theory[0]. Jonathan Haidt introduces it in his popular book The Righteous Mind[1].
My current thinking is that, since normative principles (what ought to be) cannot be demonstrated to be universally true, the best we can do is demonstrate that they are consistent with our core instincts and motives. For example, being generous to others is not right based on some external principle, but because if I had sufficient emotionally maturity, security, and insight I would recognize that my deepest desires extend far beyond immediate gratification of my physical desires.
I couldn’t finish The Righteous Mind (too dry) but Moral Foundations Theory (and the examples in the book) has made a profound impact on my understanding of perspectives I disagree with, and generally made me much more empathetic and inquisitive when I encounter such perspectives. Really powerful stuff.
Yes, the veil of ignorance (original position) is a very important idea. It doesn't come from Rawls though. Both Vickrey and Harsanyi wrote about it earlier (and perhaps better, since they didn't introduce implausible assumptions like infinite risk aversion).
I got a minor in philosophy in college and we read this book for one of my classes. At the time it was one of the hardest books I'd ever read. But someday I'll go back and reread it.
It’s not a book, but I revisit Munger’s Psychology of Human Misjudgment nearly every year to remind me of the various biases that we are all susceptible to and to hopefully keep them at bay as much as possible. Link:
...wishful thinking, or symptom management, rather than cutting at the root of the issue (less than rational thinking)? Would be happy to be corrected here.
Basically, it’s remembering to take a step back when thinking through a thorny problem, be it interpersonal, business, or technical, and asking yourself “are one of the big biases at work here?”. It has also informed some of my work habits. For example, I’m less likely now to share investment ideas with more than a couple close associates so that I’m less likely to suffer from commitment and consistency bias.
I recently got hooked onto Munger and his thoughts. Fascinating.
Read this and heard his speeches, took detailed notes and am going through berkshire's annual meeting recordings since 1994 and it's surprising how many of these concepts reflect in warren and charlie's decisions, answers and thought processes.
I don't think I learn much from books. They're good for exposure and direction but haven't made so much an impact on the things I've internalized that let me think about and solve problems.
What has done the most for me is actually running into lots of problems and solving them by digging deep, finding the cause, and a good way to solve it. One thing that's been invaluable is the idea that any problem can be solved, any system can be understood (as well as necessary to solve a problem), and that everything is fair game and in scope for solving the problem (thinking outside the box? there's only the box you put yourself in).
Nowadays, I'm mostly learning how to better explain the thought processes behind good software engineering that is all about tradeoffs and not about following rules or applying patterns without assessing applicability.
Another superpower is always to think of the simplest thing that will work. Avoid using fancy words or creating abstractions that make software seem sophisticated and complex when unnecessary. That only lowers the limit of how complex a problem you can solve. If you get really good at thinking and solving problems in simple ways, you can solve much more complex ones when called for.
I would suggest an entirely different path: play Go, the board game. The rules are incredibly few and easy to learn. The tactics and strategy limited only by imagination and ability to count/execute while balancing priorities (important vs urgent). Another thing that it teaches is the counter-productivity of ego. There's odd parallel I've noticed where getting good at Go makes you better at other things and vice versa. I've taken a year or more off playing and when returning to the game, find I quickly get back to my past level and beyond. Alternatively, if a bit masochistic play StarCraft 2 ladder ;-)
> The Inmates Are Running the Asylum: Why High Tech Products Drive Us Crazy and How to Restore the Sanity
This book changed the way I think about user experience as a developer. I’m not a designer at all but when building a UI I try to think of it from a user perspective now because of this book.
Bad Science by Ben Goldacre. The knowledge in the book is more mainstream now than in 2008, but it gave me more "tools" to understand the fields of medicine and nutrition as a consumer.
Against Method. I had an incredibly rigid understanding of how to do science that was more performative, but Feyerabend opened my mind to approaching my exploratory research in a more chaotic and creative manner.
It's not luck by Eli Goldratt.
Where he introduces the logical thinking processes he used to develop his theory of constraints.
It was graphs (links and nodes) to structure our reasoning.
Then if you like it go to:
The logical thinking processes;
A systems approach to complex problem solving by Dettmer.
And finally if you need to improve not only you thinking but that of a group in an open discussion go to:
Dialog Mapping by Cocklin
I often say to people that the most important thing physics gave me was being comfortable not knowing something. My math and physics education have 100% changed the way I think and address problems in life, despite not going into a physics career.
Since it is a book thread:
The Information: James Gleick - really made me take a step back to think about what information is and how we talk about it
Reinventing Discovery: Michael Nielsen - It was some years back now but I had trouble reading it because I kept having to write things down or read about a new idea the book just put into my head. It really was thought provoking at the time.
The Beginning of Infinity: expanded my understanding of what science is, exposed me to Popper's ideas of conjecture and refutation. Many profound concepts which I think about regularly.
Thinking, Fast and Slow: introspection about how the mind may work, common biases and traps. I often think about the fast/slow system divide and notice when I just want to coast along doing fast thinking.
The Scout Mindset: very neatly describes a way of being which I rarely attain, but aspire to.
Came here to say Thinking Fast and Slow by Kahneman and The Black Swan by Taleb.
I don't know if it's strictly applicable to OP's question - but these books shaped how I see the world more than anything in life - and I think my view is way more accurate and I'm infinitely happier as a result.
In these conditions, I think problem solving becomes a lot easier...
Thinking, Fast and Slow is still worth it, but anyone thinking of reading it should probably be aware that it's taken a pretty hard hit in the psychology replication crisis. A lot (the majority, at least at one point) of its cited studies have failed to replicate. They may still be true (I think Kahneman has said that he believes most of them will bear out eventually) but worst case there may be entire chapters that are basically no good.
The book is basically a bible among top tier management consulting firms as it has some fantastic principles for breaking down complex problems and communicating it to others (e.g. MECE; Mutually Exclusive, Collectively Exhaustive)
Feeling Good, by Dr. David Burns is the Cognitive Distortion description and analysis book that deep dives and destroys Imposter Syndrome, as well as a huge number of other self deceptive mechanisms in one's self conversation. It is literally a revolution for many self critical personalities, as it provides the self arguments necessary to defeat one's self critic. After that self criticism is quelled, the tools provided continue to serve as fantastic and scientific discrimination tools for discerning subtle information, maintaining an objectivity that is easily deluded and lost.
This suggestion is humorous, but absolutely true: Potty Training In 3 Days.
Before having children, I thought I was fairly empathetic and introspective, but raising a child helped me realize how superficial those traits in myself were.
I'm being completely honest when I say this book made me a better leader and project manager - having a better understanding of the motivations of others, incentivizing those looking to you for guidance based on their own goals/desires, providing those with tools they need to succeed, and taking a macro view of a problem and allowing those under me to flourish and find creative ways to solve problems that take advantage of their strengths and idiosyncrasies.
I'm in no way suggesting that you infantilize those around you, just that teaching my toddler to shit opened my eyes to the way I approached problems, and Brandi Brucks' book helped me approach things differently with great success!
Totally agree! We used this book for our 3.5yo son and then even faster with his 2.5yo brother. It somehow gets a layer deeper in terms of understanding, empathizing, and managing behavior.
Absolutely. It's amazing how concisely she lays it all out too. I hope people don't think I'm being sarcastic when I say that it is the perfect example of how a guide/tutorial should be written. The book could also be named the Mythical Dad-Week.
Being a soldier is more than just about fighting in war. It’s about handling difficulties. It’s about constantly being on the move even when you are tired. It is about protecting your comrades. It is about containing your anger in difficulty. It is about discipline. It is about management, leadership, camaraderie. It is about being human.
It is about way more stuff than that. And maybe one day someone will share everything it is and more. Or maybe like me you willl just keep wondering and keep learning.
I will tell you as someone who had to do mandatory army service that this wasn't my experience at all.
Being a soldier is about being a mindless vessel that can take orders, execute them and report back for more orders.
If you start to think, think creatively or show too much empathy or compassion you might get punished.
Mandatory army service can be like that. It’s like everyone’s miserable to be there. The grunts hate it. Their superiors think they hate it and so treat them like they are worthless. A soul sucking experience if you are unfortunate.
> Before having children, I thought I was fairly empathetic and introspective, but raising a child helped me realize how superficial those traits in myself were.
Ditto. I also realized that I am not laid back or easy going, and that I can be quite aggro at times.
I'm currently potty training my toddler and I completely agree with you! I also suggest How to Talk so Little Kids will Listen. That book improved my ability to empathize with both little and big people.
Structured Analytic Techniques for Intelligence Analysis (Randolph H. Pherson, Richards J. Heuer Jr.) I am not an intelligence analyst, but this book is very insightful on thinking about your thinking.
SICP was a game-changer for the way I think about software and problem-solving in general. Reading Aristotle's works also opened my eyes to all the different ways one can think about a problem (it rids of you of the narrow problem-solving methods we use today). Reading about history in general also opened up my perspective to think about problems in new ways -I recommend the Story of Civilization by Will Durant.
Here are some classics in cognitive psychology with direct quotes that illustrate some of the main themes:
Richard Rhodes (1986) Making of the Atomic Bomb
"In scientific work, creative thinking demands seeing things not seen previously, or in ways not previously imagined; and this necessitates jumping off from 'normal' positions, and taking risks by departing from reality. The difference between the thinking of the paranoid patient and the scientist comes from the latter's ability and willingness to test out his fantasies or grandiose conceptualizations through the systems of checks and balances science has established – and to give up those schemes that are shown not to be valid on the basis of these scientific checks. It is specifically because science provides such a framework of rules and regulations to control and set bounds to paranoid thinking that a scientist can feel comfortable about taking the paranoid leaps. Without this structuring, the threat of such unrealistic, illogical, and even bizarre thinking to overall thought and personality organization in general would be too great to permit the scientist the freedom of such fantasying." (p. 151)
Daniel Kahneman (2011) Thinking, Fast and Slow
"In the current view of how associative memory works, a great deal happens at once. An idea that has been activated does not merely evoke one other idea. It activates many ideas, which in turn activate others. Furthermore, only a few of the activated ideas will register in consciousness; most of the work of associative thinking is silent, hidden from our conscious selves. The notion that we have limited access to the workings of our minds is difficult to accept because, naturally, it is alien to our experience, but it is true: you know far less about yourself than you feel you do." (p. 52)
Thomas Kuhn (1962) Structure of Scientific Revolutions
"One suspects that something like a paradigm is prerequisite to perception itself. What a man sees depends both upon what he looks at and also upon what his previous visual-conceptual experience has taught him to see. In the absence of such training there can only be... a 'bloomin’ buzzin’ confusion'" (p. 113)
1. 'The Secrets of Consulting: A Guide to Giving and Getting Advice Successfully' I was put off for a decade by the click-bait title but this is a profound little book that helped me get perspective on problem solving in my work and myself.
2. 'Becoming a Technical Leader' The text is great; working the exercises for yourself will make you a stronger thinker.
3. 'An Introduction to General Systems Thinking' One of his densest, driest books, but a great summary of the highlights of the field with plenty of thought problems in the exercises and plenty of pointers for digging deeper.
Dialog and progressive discovery are crucial to solving problems, and these things happen even after (mostly after?) you arrive at a good solution. _P&R_ provides a working example of how this might go, and how a diligent and magnanimous mind might approach the process. I think it's a really fun and engaging book, too.
Works on pragmatism by CS Peirce were really impactful, though I can't recommend a specific book. In a very focused way, Peirce advocates for evaluating ideas in terms of their real-world effects, often by employing a measured skepticism.
On the psych/behavioral side, _Gut Feelings_ shows how to be an efficient thinker. Largely contrary to Kahneman's work, it vindicates intuition, but does so in a qualified way. It explains when and how to trust your instincts, and emphasizes the importance of cultivating them.
"The Logic of Real Arguments", by Alec Fisher, has had a pretty big impact on me. He develops a framework and some tools to use when analyzing real-world arguments, including extracting "A and B therefore C" statements, and asking questions like, "How would I know if this were wrong?" Then applies it to a number of passages from famous works. Discussing ideas with people with whom I disagree (at least initially) is both my job (only sometimes thankfully) and my hobby, and this book has allowed me to be a lot more effective in listening and communicating back.
For another logic text, I really enjoyed Walton’s Informal Logic: A Pragmatic Approach.
It describes arguments as existing within different types of dialectic contexts (e.g. debate, deliberation, negotiation). Arguments that are fallacious in one context (e.g. threatening your opponent in a debate) are not in other contexts (e.g. threatening your opponent in a negotiation). From this, informal fallacies are defined not as inherently bad arguments that must always be avoided, but rather they emerge when one inappropriately shifts the dialectic from one type of argument to another.
For many years I recommended everyone on my team (that was interested in retooling their brain in a more functional way) read "The Little Schemer". My only caveat is that they read it without touching a computer. Like... read it on an airplane. While I had no interest in using Scheme/Racket/Lisp for actual work, I found that it brought so much simplicity to my thinking.
I've always wanted to look into these other books! (I even purchased The Reasoned Schemer - but failed to start reading it). Someday... probably when I retire.
When you’re stuck or your team is stuck, do what he calls a “question burst” to ideate all the questions that need to be asked. It’s so simple but highly effective
It gave me a whole new perspective on virtually everything. It answers a lot of the ‘why’ questions about how we got to the place we are in this world.
Interesting fact is I noticed that not many book titles are repeating in this thread. This means there is no single book that can change your thinking, I think one have to find it on their own. Most of the time the best book for you is the one that you don't know will be the best book. You just figure it out months or years later.
Or it means that it's very easy for books to change your thinking. When you spend a lot of time and focus on something (e.g., reading a book) it can have an effect on you.
1. Increase context on problems being solved
2. Improve tactics/strategies/systemic understanding
3. Improve physical health/mental health
If you want to think better, I think physical health and mental health will have the highest return by far.
Thinking is kind of like driving. Imagine driving a car where some parts are broken (mental health problem) or a really uncomfortable seat (obesity), improper fluids (can cause parts to break or decay faster), or lack of routine maintenance (exercise).
You can think of dopamine kind of like fuel and it will directly influence the amount of time and effort you can spend to solve problems or overcome setbacks.
There is nothing other than practicing Self-Discipline to manage this.
Isolate yourself in a room with Book to study, Notebook to take notes in, Pen/Pencil. No Music/TV/White Noise/Distractions etc. It is just you and the subject to be studied. Set yourself a Functional unit of study (say a complete chapter) and fixed amount of Time(say 30-mins to 1-Hour) to do it in before you take a break. This is key. Your Mind will take some time (say 10-15 mins) to calm/settle down so you have to persevere. That is where taking Notes (eg. Cornell Note-taking method) comes in handy. It helps your Mind gradually Focus on the subject matter by involving your entire organism through the process of active Writing. You can also read out aloud along with the above. Another Technique to help your Mind Focus is to invent a ritual to do explicitly only before starting a study session. The Mind works contextually and hence once trained with a specific ritual before a study session will automatically switch to that state on encountering the ritual. This is the formation of a "Habit"; and Self-Discipline is the key.
Sounds like a holistic question: depends on what is happening with you and the causes of the distraction. For example if you do 60h work weeks then maybe you simply are too tired.
My top 3 (with a recency bias of course):
1. The Field Guide to Understanding 'Human Error' - most of the book I thought "but it's obvious", but it still made me actively think about system design choices not from the standpoint "how it should be used" but "how can it be misused"
2. Thinking fast and slow - just another reminder that my brain is a lazy bastard and information/awareness hygiene is very important
3. Hooked - whenever I work on any side-project I repeat the mantra "solve your personal problem first!". It was a catch for my long-term motivation in cases when I ask other people on feedback for a very raw project...
Thinking, Fast and Slow is also what I came to say. There is a lot of insight in how all of our thoughts are anchored in some way. Once you understand that, you understand the power of introspection which is our one true super power.
Everyone should read this book!!! It isn't perfect and does lose its way towards the end but the insight into HOW and WHY we think is invaluable.
RE: Thinking Fast and Slow - I seem to remember a few times where that's been posted here that some say some of the concepts have been disproven/aren't rooted in science. I'm not sure if I'm thinking about the same thing. I've always been intrigued by that book.
Also, do you mind explaining a bit about what you mean by "information/awareness hygiene"? I'm intrigued by that as well.
Great suggestions here, but one thing I would like to point out to the original poster is that, while I have read a lot of books, people have had a far greater impact on my thinking than any books. So I don't discount books, but it you want to be a better thinking look around for successful people and pay attention to how they work.
Thank you for your tip. I don't often run into successful people and the few that I do run into it's pretty difficult to have deep conversations. However, I have found people are a lot more open to divulging their inner workings on podcasts. So, I think podcasts are pretty adept at discovering successful people and their strategies.
Life hack: choose to read books written by researchers about their field of study, rather than by non-experts dabbling in social science / psychology.
Positive Psychology is a great example -- rather than reading one of the dozens of books written by non-experts, why not go with something like The How of Happiness or Stumbling on Happiness - by people who actually study and run experiments they write about.
In USSR there was a very popular method of problem solving developed by Altshuller called TRIZ[1].
It seems that it is still being used in some other countries like Japan, S. Korea to improve manufacturing processes.
I read the books but I don't think it helped me to become a better problem solver...
I wonder if anyone looked at it too.
Triz is included in the list of "liberating structures" [0] - facilitation techniques that have become fairly popular in the agile community (scrum.org trainers definitely talk about them). So yeah, it's being looked into :-)
Philosophy comes to mind. As it helps you think out of the box.
The big 3 philosophers and stoics are a great place to start. Explore the differences of western and eastern philosophies too once you get a taste for the west.
You'll naturally come across mental models this way rather than have to read a farnam street blog on.
It requires minimal mathematical background (undergraduate level discrete math). But you will learn a bunch of relevant algorithmic concepts. And the problem sets are hard!
“Out of the Crisis” by Demming: helped me see the best way to manage projects isn’t always about fixing problems, it starts with reducing uncertainty.
“Seeing like a state”, “Knowledge and Power”, and “Antifragile”, top down control of a system always clashes with bottom up understanding, so experts in a field need humility when working with a new system and need to learn from the people who work with it every day.
“Critique of Pure Reason”, there are things we can’t know using only logic, so don’t try to use it to understand everything.
George Gilder, definitely a more niche and controversial author with a lot to disagree with, but I think his frameworks finds the right balance between libertarianism and full government control of the markets.
I was wondering if there's much utility in reading and learning about the ways higher ups set up and/or manipulate the socio-economic systems. I personally feel pretty much like a cog in the machine that can't really influence the machine overall, just play my part in it. I recently came across the book "Seeing like a state" in the podcast Balaji S did with Lex Fridman. Though it's intellectually interesting to learn about how the state works and what alternative think tanks propound (ex communism, libertarianism), delving into history I have found that things happen in really grand ways (i.e. an idea works only if there's a whole load of people behind it) and often these circumstances arise out of happenstance. Being a CS geek, I feel kind of pigeonholed into a role in society that learning about the state, economic theories etc feels unneeded and maybe even a waste of time. From history, it feels like it's the liberal arts or the army types that affect economic and geopolitical changes.
A book I'm surprised doesn't get more love, this book really helped pull together a lot of things I "knew" about computing at the time and how to approach knowing things from breaking them down more generally.
It’s really a summary of a single idea, but the most valuable idea I have encountered- how to recognize that the hardships and problems we face mostly come from failing to identify what we actually control, and mistakenly focusing our efforts and concerns on what we can’t control while neglecting what we can.
The Scout Mindset: Helped reinforce the difference between being right and getting the right answer. Removing my ego from the equation has made it so much easier to admit being wrong.
"The Decipherment of Linear B" by John Chadwick is the story of how Michael Ventris, an architect with no formal education in linguistics and cryptanalysis, defied conventional (and his own) dogma and revealed the ancient Linear B script to have been used to write down the Greek language. This rewrote European history over night, and ends with a lovely section on what the now-readable documents reveal about the civilization who produced them.
Wonderful lessons therein on:
- thinking from first principles and following the evidence and solid metrics
- being willing to be proven wrong, and keeping an open mind in the face of new facts
- the value of open scientific collaboration
- resisting arguments from authority
- how fundamental skills and intelligence transfer across domains
Ventris did not have a Rosetta stone at hand, so he had to decipher the script from what he could suss out using statistical methods and building up an internal logic. It's also a fun story of a great puzzle.
It's a short and great book and was formative to me. There's newer books on the story that do a better job of highlighting the contributions of Ventris' collaborators (particularly the impressive Alice Kober), but Chadwick's is still the most concise and enjoyable, I think.
The private thoughts of a person with terrible power. An emperor who could put to death anyone he chose. Create the law by speaking it. Command any one to his bed if the mood took him. These pages are filled with Aurelius’ private struggles to be a good man, despite the frustrations of the world.
I highly recommend the version published by Penguin Classics: ISBN-10: 0140449337
This version is translated by Martin Hammond. He does a fantastic job at making this a comfortable read. And another bonus, this version is Narrated by Richard Armitage. His voice filled the book with life.
One of my all-time-favorite philosophers is Daniel Dennett. He wrote many excellent books through which you can learn how to think better on specific topics and in general. But one of his books he focuses specifically on thinking:
A bit of a cheat answer. The book here represents the game of Go. I found getting into this hobby helped in problem solving other areas of my life since it exercises analyzing many branching paths.
There are often too many possibilities to try every one, so it requires intuition to narrow down the good options, and then you can visualize how it might play out.
The authors use a variety of independent evidence (historic, lab experiments, etc) to show that a culture of honor exists, what it is, how it is perpetuated, and how we can make predictions based on it. This book is superb!
Feynman’s Lectures on Computation: https://www.amazon.com/gp/product/B07FJ6RRK7/ref=as_li_tl?ie...
You might be familiar with Feynman's Lectures on Physics, but his lectures on Computation (based on a class he taught and his work in 'Connection Machine') aren't any less amazing. Through this short book, Feynman guides us through the concept of computation and the van Neumann architecture in his unique style, from logic functions, to Turing machines, coding and even quantum computers. It will give you a unique appreciation of the finer points in which computers are "Dumb as hell but go like mad" and give you a completely different way of thinking about computation
Test Driven Development by Kent Beck. Split the process of development into small steps. One does not always have to design the complete solution beforehand. Periodic improvement/refactoring leads to better solutions than up-front/big design.
Haven't seen this mentioned yet, so How to Solve It (1945) by George Pólya? I haven't read it myself so I can't comment (I'm a muddy thinker and rubbish problem solver), but I think it was mentioned in a good light in one of Hofstadter's "Metamagical Themas" pieces.
It's my favorite book. No other book has so many useful strategies for problem solving. It took me a year to work through because any time I'd read it I'd have to stop and write down all the new things that made sense after. There's a short summary at the beginning of the book. Just start with that. https://www.math.utah.edu/~alfeld/math/polya.html
To me, the most influential book is Allisons’s Essence of Decision. Most people seem to treat it as a book about the Cuban middle crisis, which of course it is, but the event is analyses through the lens of several analytical techniques. That’s the part that is fascinating to me, especially the organizational process model.
These are books that I've reread major portions of repeatedly because they consistently trigger broader thinking about their subject matter.
Purely Functional Data Structures by Chris Okasaki broadened how I think about algorithmic complexity analysis, after decades of mostly imperative programming. Other books on lambda calculus, type theory, OCaml, Haskell, etc. preceded this in my reading list, but this book clinched my love of functional programming.
The Garbage Collection Handbook by Richard Jones, Antony Hosking, and Eliot Moss provides broad, yet sufficiently detailed, coverage of automatic memory management that most techniques can be understood and implemented without digging into the primary literature. That said, this book (actually its predecessor, Garbage Collection by Jones and Lins) inspired me to dig deep into memory management, and jemalloc is one of the incidental results.
On the interpersonal side, “How to Win Friends and Influence People” by Dale Carnegie. The title sounds Machiavellian, but it is basically a manual on how to deal with people i.e., take an authentic interest in people’s lives, and make a strong effort to see conflict from the other person’s point of view.
Bible as an atheist (with Jordan Peterson biblical lecture on youtube as an introduction)
We live a story and to make society work that story has to be shared.
The goal of life would be to be in self-sacrifice in service of truth and love, in a sense it’s similar to the stoic philosophy but with more dept.
So much of our humans problems and pitfalls are outlined perfectly, but we have to find a way to read it without prejudice, with the intention of discovering what we don’t know.
There is a deeper meaning than the bearded magician in the sky, but it’s a process for a scientifically minded person to be open to what is there (we have been taught that it’s a bunch of lies and superstitions)
If you’re into probability, statistics and/or ML, Judea Pearl‘s The Book Of Why enlighted me kind of.
While reading and applying, the suspicion had grown in me that probability is embedded in causality. Specifically when using Bayes theorem I had tweaked notation for me, so P[X|Y] would mean that X depends causally on Y. Then
P(Y|X)=P[X|Y]P(Y)/P(X)
would clearly show the reverse problem character, and how evidential reasoning is built on causal reasoning.
Thus what Pearl and a lot of contributors built fell on fertile ground with me. I think it is an amazing addition to reasoning tools.
The first explores the extent to which humans are dependent on culture. It also underscores that we're not as smart as we might think. There's valuable knowledge that accretes culturally over time, and this book was the first to make me consider the ramifications of that on family, business, and community. The second book starts from the premises of the first and highlights the strangeness of Western Educated Industrialized Rich Democratic (W.E.I.R.D.) cultural norms.
Both books compelled me to consider the power of culture on human behavior and thinking. We're less smart than we think, and there's more knowledge buried within our cultural norms than we realize. I'm not sure it's made me a better problem solver, but it has made me more likely to ask myself "does tradition/norms/etc. suggest a direction for this problem?" Time will tell if that approach leads to better problem solving.
I can't think of any book that's really helped me solve problems. The reason for this is that reading isn't a problem solving activity, it's relatively open ended. You can do exercises, but most of them don't have any sort of grading system that outputs a pass or fail. So there isn't any signal to train off of
The thing that taught me the most about solving problems was doing a bunch of autograded systems programming assignments, and reading about how other people went about doing the assignments
I developed this mindset (note this is for writing code for an autograder that no one else will read, it isn't going into a long term codebase):
- only do the bare minimum necessary to satisfy all criteria
- ignore any bloat that people suggest unless it's part of the shortest cost path
- figure out one way of doing something and just reuse it so that you can use the mental energy elsewhere
- reread the instructions so many times that you can mentally "see" all the logic before the first line gets written
- try to work in long bursts over a short term as opposed to short bursts over a long term because context switching is too expensive
Ways of Seeing by John Berger. It's a short book, written about 50 years ago to accompany a British TV series, which you can find on YouTube, and which I highly recommend before reading the book.
Its a book about visual experience. Painting, advertisements, television. Pardon the pun, but it was eye opening when I read it and understood how advertising works, and today, years after the first reading and now in the context of what is the most graphically and visually intense society we have ever lived in, I find the messaging even more relevant.
1. I would fiercely recommend reading “An Engine, Not A Camera” (Donald MacKenzie). Formally, it reads as a sociological study of the practice of finance - how financial markets shape society instead of simply capturing its needs and desires at large. More importantly, however, it made me think deeper on questions about fields of study that are (were?) distant and to question assumptions: a lot of ideas that we take for granted as absolute truths are simply consensus-derived and have no objective reality.
2. On a similar theme, “The Lady Tasting Tea” (David Salsburg) was a wonderful history of the development of statistics as a mathematical discipline. I found it absolutely fascinating to map out how individual personalities were buffeted and shaped by larger historical events and movements (e.g. eugenics in the late 19th century, WW2, the rise of the Soviet Union, etc.) into asking questions of data that propelled statistics forward. Disciplines we think of as being “hard” (math, CS, statistics, physics) have been shaped by social forces in a non-linear non-Hegelian fashion, in fits and starts, quite contrary to the way they are presented in a pedagogical setting.
For me a book of chess problems to resolve like : "My 60 Memorable Games by Bobby Fischer" are book that i read to help me thinking and in "background" and inconsciously resolve my problems. It make me thinking in a way imaginative. I solve problem by really resolve problems but in a game : chess.
It's the first volume of a set of biographies of Lyndon B. Johnson, but it's so much more an exploration of how power works and shapes. Caro is obsessed with power (thus the other classic: Caro's The Power Broker). Learning how Johnson learned how to wield power made me see the impact of power in my daily work and interactions, and hopefully, taught me how to predict how 'upstairs' reacts. It's all about power.
Intellectuals and Society by Thomas Sowell really challenged my political ideology in my mid-20s. I left unsatisfied or in disagreement with a lot of it, but it was the first time I could clearly apply conservative ideals to my social justice beliefs. Most importantly, it helped me sniff out all of the BS in our (U.S.) sociopolitical system, and subsequently not have my emotions co-opted by the us vs. them culture wars.
From an interview with the founder of Wordpress - "NVC - non violent communication". I didn't find a "best" book to describe the basically simple process though.
As far as problem solving specifically I enjoyed taking the CFA exams. Particularly L1 was good for looking a Financial problems.
All good thinking starts with the realization : "This is odd - why would it be like that?"
In my experience, my co-workers tend to accept many concepts / structures / processes for granted whose design is non-obvious, yet they accept them although they don't understand them.
They're relying on an illusion of understanding - better thinking starts when you realize that you had no real understanding to begin with. I am not sure that you can teach this from a book. It requires an inquisitive mind and the courage to think for yourself.
Defies categorization, difficult to summarize. A tutorial for effective and fulfilling learning, grappling with challenging intellectual problems, and for cultivating creativity.
It’s easy to read it superficially. The authors recommend reading it three times through. I read it again with first semester college students every fall. In actual fact, returning to it always reveals more insights (at least for me).
Most students roll their eyes and miss the value. But every year students come back and tell me that it changed the way they think when they got to college.
A penal code includes a closed set of behaviours, also called crimes. In order to commit a crime you need to check if both actus reus (the act) and mens rea (the criminal state of mind). So you have to analyze all the parameters that may apply which may be multiple. How to defend a criminal is a great exercise to become a better thinker and problem solver.
It's a bit of an overhyped "must-read" math/compsci book, but Godel, Escher, Bach: An Eternal Golden Braid was great for both enlightening me as well as utterly confusing me ;)
Various books on military science/history/geopolitics like Understanding Modern Warfare and Strategy (Lawrence Freedman), and books on Philosophy such as recently I'm reading books by Alvin Plantinga.
I find that reading books from those genres makes me question things more, which I find is a good exercise towards becoming a better thinker and learning how to piece ideas from different areas together.
For software, has got to be "Web Scalability for Startup Engineers" because it gave me a sweeping tour of most of today's software development, and various books on compiler development as building compilers taught me how to decompose things into smaller chunks.
When you mention any book please add a line or two as to why it made you a better thinker and problem solver.