Accounting for Computer Scientists (2011)
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Diving into the world of finance, a 2011 article "Accounting for Computer Scientists" has resurfaced, sparking a lively discussion on making accounting intuitive for tech-savvy individuals. Commenters debated the effectiveness of the article's approach, with some praising its clarity and others finding it confusing, particularly when it came to explaining double-entry bookkeeping. While some users appreciated the article's visual representations, others suggested alternative methods, such as "t-accounts," to simplify the concept. As one commenter noted, understanding the "why" behind accounting principles is crucial to making them intuitive, highlighting a broader discussion on the relevance of accounting knowledge in the tech industry.
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Read the primary article or dive into the live Hacker News thread when you're ready.
https://news.ycombinator.com/item?id=37951781
If you know it, it's easy to use, so why not? But if you don't, whatever method you come up with to track account balances and revenues vs. expenses is going to be useful enough. For individuals not accounting for receivables, debts, depreciation properly isn't likely to make a big difference.
I take it for granted that people want to be able to read a balance sheet and an income statement.
But most people don't.
Early on after 4th diagram, author includes sentence : "Because every transaction appears twice, once positive and once negative"
There is something so obvious about this to accounting folks that they always make the massive jump without any explanation. The previous diagram absolutely does not have positive and negative for each transaction! In fact, there is 5000 going into banking account and 500+5 coming out of it.
Anyway, for the example you mention, it's supposed to mean that it takes 5k from the bubble on the left (founder) and gives to next bubble (bank)
Then each line again takes from left and gives to the new bubble on right. So each line is a transaction that balances out by adjusting both sides.
[1] https://en.wikipedia.org/wiki/Debits_and_credits
* the article still loses me because it defines transactions one way (the edges) and then seems to make this big switch that each edge/transaction is really two transactions suddenly (one on each side of the edge) .
Similarly the explanation In Wikipedia is completely contrary to my mental framework: "tenant who writes a rent cheque to a landlord would enter a credit for the bank account on which the cheque is drawn, and a debit in a rent expense account. Similarly, the landlord would enter a credit in the rent income account associated with the tenant and a debit for the bank account where the cheque is deposited."
I cannot even begin to parse that, and I'm honestly reasonably bright :-). Paying my landlord is "obviously" a transaction from my banking account (negative) into their banking account (positive). How it becomes four transaction is, as ever, the magic bit glossed over. That landlord is entering "debit for the bank account where the cheque is deposited" just feels like someone is yanking my chain.
Anyvoo! Like with French language, I'll try again one day :-). Merci!
For your example of the landlord and the tenant, think, what if the landlord wanted a list of all payments that went into a specific bank account, what if the tenant wanted a list of all rent payments, etc. It's basically a database index to speed up those queries, but for a written database that is updates by hand. The fact that there is redundancy is just a bonus because you can now notice if the two places a piece of information are written down don't match.
Perhaps the word "transaction" should have been explained better. It doesn't mean an entry/record/action. It means a collection of several actions, all happening at the same time. Several actions that are interlinked and only can happen because of one another.
For instance, if I buy a house. "Ensuring the transaction" would be to make sure that a) I get registered as owner to the house and b) that the sellers gets my money. Either a)+b) should both happen (and those two things both happening is ONE transaction), or neither happens. (If I only give the money but don't get the house the transaction didn't complete/is invalid, but incomplete transactions are sort of out of scope for accounting systems)
Back to the article. An edge of 100 from X to Y means "move 100 from X to Y", which is the same as "subtract 100 from X and add 100 to Y, and those two entries belong together and should be done transactionally".
How else would you move money between two accounts if you did not subtract from one and add to the other?
Anyway: The edge is definitely not turned into 2 transactions. But, each edge causes two accounting entries, belonging to the same transaction.
I think this is a perfectly succint explanation for people who have trouble grasping the double entry system. Because they are usually stuck thinking in terms of "move 100 from X to Y". And its hard to get them to think in terms of "subtract 100 from X and add 100 to Y".
So it's two records in the landlord's own books which u dont necesarily know about, and two records in your books.
The author messed up by charactizing edges as one way transactions because in that moment he is only looking at the movement of cash. When he switches to edges being two transactions, he is now recognizing that the exchange of cash leads to the recognition of equities and liablities.
If you give your startup $5000 in cash, you expect to have $5000 in equity on the company books. When you charge to a credit card to buy food, you spend $13 buying food and paid $5 to your creditor so you still owe $-8 in liablities.
>Paying my landlord is "obviously" a transaction from my banking account (negative) into their banking account (positive). How it becomes four transaction is,the magic bit glossed over.
The magic of double entry is that you are only taking into account how your transaction affect your own balances. Thats why you need two entries, If you only debit your own account for rent, you would have a non-balanced set of books which would indicate that something is really wrong. So that why you have to credit Rent expense which is an account that doesnt track an actual balance in your bank account but a running total of all your rent expense for the year.
In the wikipedia example, you have your own set of accounting books and the landlord has his own set of books. That is how there are four entries, but you as an indivdual would only see and deal with your own double-entry.
https://django-hordak.readthedocs.io/en/latest/accounting-fo...
https://github.com/adamcharnock/django-hordak/issues/59
A way I learned about it was that you want to be able to know the tangible cash value of your business at any given moment.
It only makes sense in the context of a company. Yes you can shoehorn it into a personal context and/or treating it like some sort of database like hn's accounting posts love to do but that's not what the real accounting world looks like at all.
An accountant armed with a low/no code solution isn't going to write great code. That I think is obvious to every hn reader. But somehow hn gang think they'll reinvent a system that has been in place for 100s of years because it's backed by a different DB tech that's better suited to double entry.
I know a decent bit of both worlds so that disconnect in perceptions always amuses me.
[As a side note I don't think the average tech guy gains much from learning "accounting". Even that is a complete misunderstanding of what it is. Unless you're dealing with cap tables and corporate structuring you're better off doubling down on personal finances & taxes and risk management...not double entry]
edit: yes am accountant, yes can code..rust and python mostly, not amazing at either
Double-entry bookkeeping was from its inception an error-correction code that could be calculated by hand.
Modern databases contain much more powerful error correction methods in the form of transactional commits, so from a pure technical point, double-entry bookkeeping is no longer needed at all; that's why programmers have a hard time understanding why it's there: for us, when we store a value in the DB, we can trust that it's been recorded correctly and forever as soon as the transaction ends.
The thing is, cultural accounting still relies on the concepts derived from double entry bookkeeping as described in the article; all those assets and debts and equity are still used by the finances people to make sense of the corporate world, so there's no chance that they'll fall out of use anytime, at least 'in the context of a company' as you out it.
Now would it be possible to create a new accounting system from scratch that relied on DB transactions and didn't depend on double entry? Sure it can, in fact crypto coins is exactly what happens when computer engineers design a money system unrestricted from tradition. But in practical terms it still needs to relate to the traditional categories in order to be understood and used.
```json { "from": "Checking", "to": "Savings", "amount": 100 } ```
This is basically what a crypto ledger does.
But the main reason why we need double entry accounting is that not all accounting entries are transfers. For example, is we are logging a sales, cash increases by $100, and revenue increases by $100. What's the "from" here? Revenue isn't an account where account is taken from, it is the "source" of the cash increase. So something like the following doesn't capture the true semantics of the transaction.
```json { "from": "Revenue", "to": "Cash", "amount": 100 } ```
Instead, in accounting, the above transaction is captured as the following.
```json { "transaction": "Sale", "entries": [ { "account": "Cash", "debit": 100, "credit": null }, { "account": "Revenue", "debit": null, "credit": 100 } ] } ```
It gets worse with other entries like:
- Depreciation: Nothing moves. You're recognizing that a truck is worth less than before and that this consumed value is an expense. - Accruals: Recording revenue you earned but haven't been paid for yet. No cash moved anywhere.
The limitation of ledgers with "from" and "to" is that it assumes conservation of value (something moves from A to B). But accounting tracks value creation, destruction, and transformation, not just movement. Double-entry handles these without forcing a transfer metaphor onto non-transfer events.
I explicitly recognized that the practice of accounting as a discipline keeps using traditional concepts that are culturally adequate for its purpose. What my posts are pointing out is that the original reason for double-entry records, which was having redundant data checks, is no longer a technical need in order to guarantee consistency because computers are already doing it automatically. From the pure data management perspective I'm analysing, that's undeniable.
The most obvious consequence of this analysis is that traditional bookkeeping is no longer the only viable way of traking accountability; new tools open the possibility of exploring alternative methods.
Compare it to music notation; people keep proposing new ways to write music scores, some of them computer assisted; and even none of them is going to replace the traditional way any time soon, there are places where alternative methods may prove useful; such as guitar tablature, or piano-roll sheets for digital samplers. The same could be true for accounting (and in fact some people in this thread have pointed out at different ways to build accounting software such as the Resources, Events, Agents model.)
https://en.wikipedia.org/wiki/Resources,_Events,_Agents
It is true that by enforcing that value movement have both a source and a target, we make it possible to add a useful checksum to the system. But I believe this is a side benefit to the more fundamental trait of requiring all value flow to record both sides, in order to capture the cause for each effect.
I agree with your general perspective though: technology has afforded us new and different tools, and thus we should be open to new data models for accounting. I don't agree with other commenters that we should tread lightly in trying to decipher another field, nor do I agree with the view that the field of Accounting would have found a better way by now if there were one. Accountants are rarely, if ever, experts in CS or software engineering; likewise software developers rarely have depth in accounting.
Source: just my opinions. I've been running an accounting software startup for 5 years.
Just because databases are transactional doesn't mean the entire system is. Double-entry accounting still helps catch errors.
A concrete example, since people like to think databases dealing with money are especially transactional, when they're not ...
I used to work at a small regional bank. In the course of some network maintenance, I accidentally disrupted the connectivity to an ATM while a customer was doing a transaction.
The next day, our accounting folks caught a problem with reconciliation, and the customer called to follow up as well. My interruption caused a deposit to proceed far enough to take their checks and money, but failed to credit the customer's account.
It's very hard to orchestrate transactions perfectly across multiple organizations and systems. You can't hand-wave this away by pointing at db consistency guarantees. Traditional accounting techniques will catch these errors.
I'm not sure that ATMs even have the ability to communicate certain failure classes back to the acquiring bank. eg, a cash dispenser malfunction is common enough to be mentioned by VISAs network rules explicitly, but as far as I know will almost always require manual reconciliation between the ATM operator and the network.
Don't you think it can make sense in terms of pension contributions?
I used to track my finances very carefully (but now I'm more lackadaisical). Double entry would've been helpful for "I'm taking money from this pocket and putting it in this pocket".
While I completely agree with you and have had the same experience, I'll try to phrase it in a way that might "click" for you:
- An account is an abstract bucket that aggregates things of the same type. For example, the "Sales" account contains all the income from sales and the "Furniture" account represents the value of all the furniture. The "bank account" represents your dollars stored in the bank. - A transaction is an event where something of value is moved from one account to another. For example, when you buy furniture, money goes out of your bank account and is "transformed" into furniture. When you get paid, dollars go from an "Income" account to a "Bank account". - The goal of double-entry bookkeeping is to show both the source and destination of every transaction. For example, if you have furniture worth $375 in your possession, where did that value come from? Right, a transaction "debited" the furniture account by $375 and also "credited" the "bank account" with the same amount.
I suspect the original article only makes sense if you already have a solid understanding of both graphs and double-entry bookkeeping though...
They can, but the probability of two opposite errors of exactly the same magnitude is much lower than of any individual random error.
It's the same as with any other error-correction encoding. You don't have a guarantee that all errors will be caught by it, but most of them can be, so it's overall useful.
https://en.wikipedia.org/wiki/Error_correction_code
It's just a convention to be able to capture the flow of money. Roughly, money comes in via Income, stays in Asset, goes to Expense (there is also Liability and Equity). Let's consider a home, as an asset. You could have got it with your own money (`Asset:Bank -> Asset:House`), or by taking a loan (`Liability:Home Loan -> Asset:House`). Both have very different implications. If you are just tracking current value of home, it won't capture the whole picture. E.g. if you want to sell the house, the price is going to be different in both cases.
Double entry is just a way to track the flow of money from these different categories of account. Once you have that, you can do a lot over it, generate all kinds of report that companies can use to understand their operations (and to share with investors).
There are even attempts to go beyond with triple-entry account, etc. I think the way to look at it is, companies need a way to understand and report the flow of money, the current state etc. Double entry helps with that. And they way it helps, it to keep track of both where money came from and where it went.
Any way to contact you to talk?
It's the same thing with double entry accounting! The two entries are on different accounts.
I've literally just had this conversation today about jet aircraft with my 5-year-old, and how when you push air out of the jet engine really fast, that action pushes the nozzle forwards - it's not pushing against anything, it's like if you push against the sides of a box.
But he's still not quite got it, so we're going to go to the workshop and play with a high-volume fire pump.
Sounds like a joke. Had me laughing. (I would not let a 5 y/o play with a fire pump!)
I love them all really.
Double-entry accounting is basically checksum. For any transaction, the total in and out of all accounts involved in the transaction should be zero. If it's not, you have an error.
Conceptually, one of the hard parts to grasp and what many accounting students struggle with in the beginning is that in accounting financials, asset accounts have the opposite polarity as revenue accounts. This is because revenue is treated as an item that flows into Equity (in the famous equation Assets = Liabilities + Equity). The cash earned from a revenue-generating transaction is a (positive) asset, and so to balance it you need that revenue amount to be a negative somewhere in the books. This just affects the accounting financial statements (like the income statement or balance sheet; in the books both numbers would be entered as positive amounts in a transaction known as a "journal entry" in which you report the increase to one account and the offsetting decrease to another account.
Credit = money flowing out of an account or creating a new liability = decreases asset and expense accounts but increases liability and revenue accounts
Debit = money flowing into an account or reducing a liability = increases assets and expense accounts but decreases liability and revenue accounts
The important thing is just a shift of perspective. It is just a different way of viewing the same system. The website doesn't contradict the things you write about at all.
Saying "double entry book-keeping is basically a checksum" and "a transaction of two entries is basically an edge in a graph" is just two views into the same model. Like working in real space vs Fourier domain. You can move between the representations but they represent the same underlying thing.
It seems your main gripe is the use of negative numbers instead of credit/debit.
I feel certain that if negative numbers where around when double entry book-keeping was first done then credit/debit would not have been invented.
Once you "grok" it, viewing an income account balance as a negative number and an expense account as a positive number makes so much sense.
Yes, using credit/debit instead of +/- is more normal, and if you use +/- you have to be prepared to translate at the UI later to terms more commonly used in accounting. But is is the same thing. You can just translate between them.
The article is not nonsensical at all. But perhaps it should have explained the regular use of debit/credit instead of negative numbers more explicitly.
The words used doesn't change the concepts though.
They were; one of negative numbers first documented uses in Europe after the Classical period was by Fibonacci in the specific context of financial calculations, around the turn of the 13th Century; the first evidence of the double entry bookkeeping is also in Italy, around the turn of the 14th Century.
But probably they were not as widespread and natural to people as today?
Or perhaps having income account balance grow to a larger and larger negative number is an intellectual moat that would have made credit/debit invented anyway.
This website would not help a layman (i.e., non-accountant) or accounting student understand accounting, at all.
My issue with the website is not the use of credit/debit vs negative/non-negative numbers. My issue with this website is that it presents transaction flows without properly explaining the accounting logic of those transaction flows to its intended audience and even then it's way of framing transaction flows only works for the simplest transactions. The website's chosen way of explaining accounting would be actively harmful to understanding more advanced accounting issues. It would be like trying to teach someone how the internet works by framing everything in terms of plumbing.
So the electronic store hasn’t made any money on the transaction. They lost $200 dollars of tv and received $200 of cash. So the tv account got deducted 200 and the cash account got increased 200.
For example, you have £200 in cash. £100 was your own earnings, £100 your mum gave you to pass on to someone. In pure single entry system, Cash account would have £200, with no distinction between the two. Double entry tracks ownership explicitly: £100 would be recorded in Equity and £100 in Payables.
Isn't it more about showing the -100 in the mum account and the -100 in the company account so that everything balances to zero?
This isn't quite right, but it is a simplification that works here.
> The previous diagram absolutely does not have positive and negative for each transaction! In fact, there is 5000 going into banking account and 500+5 coming out of it.
Yes, those are two separate transactions. Each arrow is a transaction, and each of the accounts that it connects reflects the transaction (one as a positive, the other as a negative.)
> Nothing in 4th diagram is obviously the negative of that 5k transaction, to me.
The arrow with the $5000 has both the positive and the negative.
Each arrow (each edge of the directed graph) represents a "negative" for the account at the tail and a "positive" for the account at the head.
But it does. The $500 transaction for furniture is an edge from the bank to the furniture asset account. This edge is outgoing from the bank account (-$500) and incoming to the furniture asset account (+$500). That’s it, that’s double entry bookkeeping. Each edge represents both entries.
There have been attempts to correct this, such as the "Resources, Events, Agents" (REA) model[1], which according to the Wikipedia article "is a standard approach in teaching accounting information systems." But it doesn't really seem to have had a substantial impact on the practice of accounting.
The bottom line from a modern system design perspective, is that double-entry accounting makes much more sense if you treat it as a view of some more fundamental underlying model. REA provides one example of such a model.
[1] https://en.wikipedia.org/wiki/Resources,_Events,_Agents
Recheck your math the left two balances is actually 505.
5,000
-4,495
=====
its (4,495) not (4,995)So it all balances out, which is what accountant actually do but intstead of choosing any two disjoint sets. Specific nodes are grouped into either Assets or Liablities+Equity. Essentially group all the accounts with negative balances and all the accounts with positive balances into another set. Which in this case is 5008 and -5008.
That's actually what's missing in this presentation: how do you deal with time?
The biggest shift from conventional accounting is the use of negative numbers instead of debit/credit.
I believe that accounting would have been a lot more accessible to professionals from science/math backgrounds if negative numbers had been used instead of debit/credit.
I think biggest challenge to introducing negative numbers in accounting now is that people don't like the look of an income account accumulating a negative balance and the expense account accumulating a positive balance. But once you bend your mind around that it makes perfect sense...expense is where the money "went" (positive), income is where the money "came from" (negative).
(The alternative sign convention would make cash on hand negative.)
That said: Credit/debit does carry an extra bit of information, because you can put negative numbers as credit/debit to convey flow going the opposite direction of the usual one. This can also be inferred from the accounts being credit-normal or debit-normal, just wanted to note it is not 100% the same model.)
I note that my Norwegian small business accounting system vendor (Fiken) has started to present data using +/- in addition to debit/credit columns, perhaps there is some adaption happening..
A negative number in my comment is just the "from" part of a flow.
Just like in engineering, if you consider a dam, you can talk about the outflow as "-100 L/min" to indicate that the dam looses 100 litres per minute, for instance.
That does not mean that the litres of water anywhere ever becomes negative.
You do not say using negative numbers in engineering is a hack just because some numbers (like volume of water in the dam) is constrained to be positive.
In accounting one instead talks about the dam being debited 100 L and the electric plant being credited 100 L. That is basically just a different way of spelling "minus". It is the same thing just using different words.
And it is of course entirely possible to overdraft an account by debiting too much and get an invalid state entirely without negative numbers.
Negative numbers are actually a "hack" (or useful invention) in engineering and everywhere else too. They don't actually "exist", it is an abstraction similar to imaginary numbers and real numbers. But all of these are useful.
Of course, to users and an in UI, you just flip signs on credit-normal accounts so that numbers are always positive.
There are usually multiple levels of abstraction in code. When choosing the one to use for a particular task, it's a good idea to prioritize both simplicity and conceptual clarity. Bad things often happen, when the two priorities disagree. And you should try to use the same terminology and same concepts as the user as much as reasonably possible. Otherwise it's easy to make wrong choices by thinking about the problem from a wrong perspective.
For Asset and Expense accounts, yes. For Liabilities, Equity, and Revenue it is the opposite.
However, I think that both the diagrams and the matrix accounting are not really practical compared with the double entry accounting, but that does not mean that they are not worth anything.
It addresses how to model dr/cr in a DB with positive and negative numbers, but still produce reports with positive numbers as expected
Just need aome form of graphic persistence then ways of summing across partitions of nodes to generate reports. And some convenience methods for adding transactions.
Final step would be to slap a CLI or UI on top of everything.
Accounting for computer scientists (2011) - https://news.ycombinator.com/item?id=37940973 - Oct 2023 (50 comments)
Accounting for Computer Scientists - https://news.ycombinator.com/item?id=15446202 - Oct 2017 (1 comment)
Accounting for Computer Scientists - https://news.ycombinator.com/item?id=2298471 - March 2011 (75 comments)
My professional career has been 20 years of physical ai research and now industry. My dad insisted I take corporate accounting in undergrad.
It’s a skill I use every single day, double entry bookkeeping is one humanities great inventions and deeply related to conservation laws utility in various other areas. Could not have built my business without having gotten so into this Topic.