The optimal amount of fraud is non-zero
bam.kalzumeus.com
bam.kalzumeus.com
- The optimal amount of fraud in society is 0
- The optimal amount of fraud a business/industry should accept is non-zero
The simple observation that the cost to prevent each marginal fraud attempt increases; the last 0.1% of fraud costs way too much to prevent compared to the first 99%. Obviously society would be better off if fraud didn't exist, but since it does the effort expended is only worth it up until when the marginal cost of prevention exceeds an acceptable threshold (when it starts to lose you money).
The optimal amount of fraud is still 0, but the optimal amount of fraud prevention lies somewhere on the margin.
This is why important transactions like banking have KYC checks, and buying a pair of sneakers don't.
So then we may ask: “what is the optimal amount of fraud in society such that the costs of legislation, education, and enforcement do not exceed X% of GDP?” and that is a different question. You might also throw technology and R&D in there because new tools make it easier to investigate fraud. Of course new technologies also open up new possibilities for fraud, so this is a very complicated exercise. But I think it’s fair to say that given any reasonable constraints, the optimal amount of fraud is nonzero.
The classic principle of Anglosphere common law is that its better to let 10 criminals get away with it than to convict 1 innocent person. The same idea applies to fraud because overzealous fraud prevention causes problems for legitimate users whose actions incorrectly get detected as possible fraud. The benefit to tolerating a low amount of fraud is that your product won't be hostile to your legitimate users. The benefit to tolerating a low amount of crime is that you will live in a free society rather than a dystopian tyranny. Freedom is good and it is worth giving up quite a bit of safety for the sake of being free.
- A utopia where people don’t defect in prisoners dilemmas (most types of crimes like shoplifting: the store won’t have to hire loss prevention and cashiers, and you pay less for their reduced costs) is ideal, but:
- Such a utopia doesn’t and can’t exist because defection individually increases utility at the cost of everybody else. Hence cashiers, loss prevention, KYC, etc.
Thus the real world is a careful optimisation problem where we have to search for an equilibrium at which society as a whole benefits the most. People can argue all day about where this is, because the trade offs involved are non-obvious:
- More surveillance means, all else being equal, less crime, but police officers can defect too and only arrest minorities and use said surveillance for something else, etc.
The problem is walking through a very high-dimensional search space, and we humans are had at it. There’s no real solution though, because individual incentives don’t line up to solve it.
Because its canonical formulation uses defection as a way for law enforcement to catch criminals.
Similarly, people who reliably cooperate in prisoner's dilemmas can run cartels and conspiracies much easier.
It is especially important nowadays because unlike back then where technology was limited and surveilling 100% of the population was impossible, it is very much possible today and is already being done in certain places such as China.
But patio’s argument is that since he works for the fraud department at Stripe payments, he wants fraud to exist so he can keep his cushy job.
Ask the police about the optimal amount of speeding tickets.
The article was kind of long-winded so I didn't read it all. But has a catchy title. So is the title about
a) Optimal amount of fraud to the society at large?
b) Optimal amount of fraud to the businesses which suffer a loss because of it?
c) Optimal amount of fraud to the customers of such businesses?
d) Optimal amount of fraud to the chief of fraud-prevention department?
e) Optimal amount of fraud to the fraudsters?
Nazi laws weren't moral, as it's not moral today to demand half of my profits or I go to jail.
But the whole point is that we will never universally agree on a morality because society's overall preferences shift over time. So targeting zero crimes never makes sense.
> ts better to let 10 criminals get away with it than to convict 1 innocent person.
is arguably false. it forgets that 10 criminals had 10 or more victims. If you optimize for the least number of victims then it's easily possible that convicting a few innocent people has a net positive in lowering the total number of victims including the victims of being wrongly convicted
to put it another way, perfect is the enemy of good. In this case if in pursuit of perfection of having zero wrongly convicted you end up causing more victims of criminals then you've arguably failed
I also believe that it’s better to let 10 criminals get away with it than it is to wrongly convict 1 innocent person. And I’m fairly sure that all the innocent people who were unfortunate enough to go through the court system would agree with me.
Also, not every crime must have a victim. There are a million victimless crimes.
Yes, it’s also debatable whether those should even be crimes (in my opinion - no), but the argument that 1 crime = at least 1 victim is flat out false.
also you too made the exact same error. you discounted the victims of the criminals. yes the 1 innocent wrongly convicted is bad but what about all the innocents that are victims of the criminals. You absolutely have to add those innocents to your total of how many innocents you helped
if you catch 10 serial killers and 1 happens to be innocent you still saved 9-18-27 lives in exchange for one innocent. If because of over zealousness of zero innocents being caught you only catch 5 serial killers you saved 1 extra life and forfeited 5 to 15 others
You arguably believe what I'm saying. no law enforcement can be perfect so it's guaranteed that innocent people will be mistakenly convicted. The only logical conclusion is if you truly believe there must be zero innocents convicted then you believe law enforcement should not exist since there will never be perfect law enforcement
Yes, but 10000 crimes can also have 0 victims.
At this point you're just playing with the definition of crime. I would argue that it is criminal to deprive an innocent person of their freedom, and challenge that your proposed scenario is actually "zero crime".
Secondly, you talk of catching "all of the criminals". In a "zero crime" environment there are no criminals - by definition if there is a criminal, then a crime has been committed at some point.
All that said I agree with your larger point - the cost of freedom is that people are not constrained before the fact from committing crime, and that's a good thing on the whole.
do you see how with the framing your proposing it’s extremely difficult to reason? might even be impossible.
But, besides that, the task of interpreting the results and of potentially selecting new constraints or even a new objective function is a separate matter. Perhaps we should be seeking to maximize trust rather than minimize fraud in society. But then we have to ask ourselves: “what would that look like?”
Also The invention of Lying: https://www.imdb.com/title/tt1058017/
So I guess I did mean optimal in two different ways. One is a utopian cooperative paradise, the other an optimisation problem for an optima where businesses make the most money and society overall is richer than if business activity got crippled.
Eg here’s an online free source but any dictionary will tell you the same. https://www.wordnik.com/words/optimal
It's also not a question of any particular interest; you're interested in what maximizes (good - bad), not what maximizes (good / bad).
I believe buried in there is one other factor that is somewhat related:
- reducing friction helps drive more legitimate business. Accordingly, over-aggressive anti-fraud practices can result in reduced sales.
A toy example: a business could eliminate exposure to credit card fraud by not accepting credit cards. That would however reduce overall sales.
I guess this can all fit within a “marginal cost” explanation though.
A very real example in retail. I can minimize the possibility that I'll be hit with fraudulent returns. Require a receipt, short window, store credit only, must be in like new condition with all packaging, etc. (Or just sell everything on an all sales are final basis.) Different stores do many of these things to a greater or lesser degree on at least some merchandise. But you'd probably better be offering really good prices if you do.
Yes, but it undermines the first point, a bit. There's costs-- direct and social costs-- to making transactions hard; so perhaps optimal for a society is still not 0.
Also, there's nothing to say that the amount of fraud is stable and that we can't find a world where we have better mechanisms to reduce it for the same cost. (Improved technology, legal structures, norms, etc).
A business could eliminate all fraud, abuse and theft of every type by shutting down completely.
- X is ipso facto bad. The optimal amount is zero.
- X is traded off against Y actually, so in general equilibrium with Y, it's nonzero.
And the above pair could be:
(Covid risk, attending fun parties)
(Risk of getting hit by a car, being able to walk anywhere)
(Discrimination in society, administrative costs of anti-discrimination laws).
The list goes on. It's a simple concept in decision theory, rehashed with an attractive title.
Speeding is another example: the cost (or risk) might be acceptable to you but not to the person you have an increased likelihood of hitting and doing serious injury to.
At a societal level, it holds, which is why we invest in measures to increase the cost of doing the wrong thing (speeding tickets, removing licenses).
Targeting zero payments fraud does mean the business has to bear the costs of the fraud prevention measures, but their customers also have to bear intangible costs, like the annoyance of a detailed, invasive know-your-customer process before being able to buy anything.
But if I'm a user of this computer system that targets 100% uptime, I don't have to see any of the downsides/costs that the business incurs to try to get that uptime. I just see great uptime, and it's all rosy for me.
I think it's important to acknowledge that, in pursuing lower (or zero) fraud, both the business and its customers have to bear costs related to that goal.
Let's make that: "The optimal amount of fraud a business should accept under the current credit card online payment system is non-zero".
There is absolutely nothing intrinsic about online commerce that requires fraud. Online business routinely operate with a money first, zero consumer trust paradigm. They ask for my payment credentials first, and only then deliver the products.
If we were to design the online payment system from scratch, we would use cryptography to completely remove the notion of credit card theft, and escrow to settle consumer complaints, with an option for paid arbitration when things go bad. I guess you can call some of those cases "fraud" and some customers are so unreasonable that they border on criminal, yes, you can't make that segment zero, but I don't think that's the kind of fraud they are referring to.
The reason we can't have those nice things is because of immense momentum of the current system designed in the 60s by companies that have very little reason to change anything. In fact, an online payment reform would most likely strip them of their oligopoly. So yes, the optimal fraud level is non-zero because Mastercard, Visa etc. can push that fraud onto consumers (via retailers), and they are making much more money anyway from the current situation.
If you had zero fraud in society then nobody would build in any defenses against fraud at all.
You'd have a society of completely naive and trusting souls, which sounds blissful until someone wakes up one day and realizes that they can commit as much fraud as they like since society has no defenses against it.
It is like saying that the optimal amount of disease is zero, but if you have never had your immune system challenged by any kind of disease, then the first virus you come across will probably kill you.
Your suffering from childhood colds and getting burned by something like the car-out-of-gas scam help build defenses.
Thus, the global optima is one where there is no fraud and everybody cooperates, but it's not a stable optima and we slide to the real world where there are tradeoffs for preventing fraud, and there reaches a point where rational actors deem the tradeoff unacceptable and thus accept some level of fraud.
With disease, the optimal amount is likely still zero. The immune system we have is not great, its only selection criteria is to keep people alive long enough to have children and keep them alive long enough so they can. We're beginning to understand, like with HPV, that anything from a life threatening case to an asymptomatic one can cause lifelong changes in the immune system and either cause or increase lifelong risk of non-infectious diseases.
And that's setting aside that we can, for example, just eradicate certain diseases if we set ourselves to it. Polio, smallpox, and hopefully malaria.
If we could eliminate certain kinds of fraud - through education, through making it impractical - that seems good, yeah?
And my gut reaction to the title of the article is that we really need less fraud and that we're very, very far from optimal right now. Although I'm not very concerned at all about fraud against government programs to help the disenfranchised. I'm more concerned about the endless e-mail, phone scams, door to door scams and all the stuff that prey on the elderly and vulnerable.
Similarly with the immune system it would be interesting to consider wiping out Epstein Barr and maybe eliminate Multiple Sclerosis, along with exterminating the mosquitoes that bite humans and cause disease.
But zero is likely not achievable or a stable optimum, and we're probably not going to cure the common cold or wipe out influenza and we may not want to (at least not without quite a bit of science fiction, global access to medicine and nearly 100% acceptance of vaccination in the population).
The person I replied to seemed to think that exposure to disease helps in youth? Certainly seems like a widespread idea, but I don't know how true it is.
"Clickbait light"
It's just the political / societal implications. These are beyond "hey it's expensive for banks to cut down on fraud"
I disagree with the "banks should allow certain levels of bank fraud because X" for the simple reason we don't have "banks should provide interest free funding to murderers, sex traffickers, pornographers and drug ring" even though that is often the same thing. (And in a two page HN thread I am sure I am not the first to say that)
(#) someone else mentioned the difference between ideal and optimal which is a very good distinction.
In The Netherlands, direct online payments using debit cards are very common. These are secure payments, verified through a bank’s mobile banking app or internet banking with 2FA.
https://en.m.wikipedia.org/wiki/IDEAL
This means there is no risk for the seller that a payment gets reversed. There is fraud, but it centers mostly on social engineering people to authorise payments for others, or to mail their debit card to “the bank” for “recycling”.
Cost per payment: about 30 cents.
Meanwhile, in other countries, credit cards are the common online payment option. Security? A number on the front of the card and a “secret” second number on the back of the card.
Cost: 1.5-3.5% of payment.
Better security is possible, but it’s hard to move from a local optimum when you’re locked into a certain ecosystem.
The credit card no-security scheme works because everyone gets reimbursed for fraud. It comes at the cost of retailers handing a few percent of every transaction to intermediaries, instead of just a few pennies.
It took us a decade and counting to get chipped cards, longer to get contactless pay, and even then we don’t really use the PIN part of chip+pin. Something like FedNow is only coming next year.
I mean every central bank could tomorrow just put up a non-permissive (#) blockchain and just make a virtual coin for every cent out there. And this would cause utter chaos. It would essentially end fractional reserve banking. That makes loans ... difficult.
The impacts are enormous, but a digital native currency is so simple, so attractive we may well try it. And then have to rethink our financial regulations. It will look a lot like ICOs.
I still think it is inevitable.
(#) ok the terminology I find either dubious or I misunderstand but basically every wallet holder gets their private / public key registered, then there is a known state of money globally, and the Bank is a verifying party to each transaction. Something like that anyway. Theee are many options but essentially if we all "trust" the money printer then the technical problems simplify.
Not only is it feasible, we've had it forever. BankOfEnglandCoin is more commonly known as the pound sterling.
I think a clean simple version is appealing - it's kind of the case for Bitcoin as a whole. Unfortunately they people attracted to that case did not realise that 75%+ of regulation and layers is trying to protect people from sharks.
Especially if we broaden fraud to include other crimes. There are costs to prevent other badness in society as well. Firstly it's the cost in taxes/allocating resources to its prevention: Do we really want to allocate a really large chunk of our shared human capital to police marginal criminal activity? How much more polices, judges, attorneys, lock makers, etc would we need to stop the last bike theft?
Secondly and arguably more importantly is the cost of freedom. A lot of the digital surveillance initiatives that are discussed and dismissed here on HN are enforced in the name of zero tolerance against (really bad) badness in society.
I think its hard, or impossible, to create a somewhat large society with zero crime rate. At least if we still want even just a sliver of the freedoms we are accustomed to in liberal democracies.
The difference is significant, because if you discover a way to significantly reduce fraud for a low cost (including cost of freedoms and similar), it will be worth implementating. And there isn't some point where you say "we are already down to x% fraud, we don't want to go any lower than that, even if it doesn't cost us anything".
Don't make it illegal-but-not-enforced. Because then, whoever is in power can selectively enforce the law against any group they choose.
I can't think of any resonable society that have taken actions to show that they want the probability to be 100%. I would even argue that the most harsh dictatorships probably have the highest enforcement, but that laws were/are very selectively enforced in the favor of e.g regime officials.
- Outsiders: It's good to keep members of your society fraud-savvy enough that they can safely travel & do business outside your society...without being easy marks for fraudsters.
- Stability over time: If your society somehow gets fraud down to ~0, that'll lead to big cut-backs in anti-fraud efforts, "end of history" dreamers proclaiming that fraud has died, etc. Which is obviously a set-up for a sudden huge resurgence in fraud.
Or consider a simple non-financial example: I left half a dozen pears on the tree this year--getting those last few pears would have required hauling a 50 pound ladder around the house and then struggle with setting it up. (Due to it's size it's a lot harder to handle than it's weight indicates.)
Banks do KYC checks because it is required by law, not because it does anything to reduce fraud. Fake IDs are a thing. Requiring identification does not make transactions safer without a lot of other stuff happening too.
Bad Things(tm) are useful for testing and improving safety/security, and when I see people/institutions with no experience reacting to Bad Things(tm), I know they're in for a world of hurt when it does happen.
Perhaps you mean, the optimal amount of fraud that isn't prosecuted... or not detected... ? Even then, I'd argue that there's a tiny percentage that's useful for keeping the safety/security industry on its toes and at the ready.
As a proof point, if you believe that war (world peace) is not a solved problem, then it's only a matter of time before your city/region/civilization/race faces an existential threat, for which the only true preparation is to be ready to innovate and mobilize.
Sorry if this comes across as dark. I mean it in the same vein as having a small percentage of farmers is desirable.
By contrast, I visited a traditional silk factory in Stockholm (amazing btw) and the craft has been lost to the point where they're struggling to find craftspeople able to work their looms and other old equipment. See Jonathan Blow's excellent talk about lost technology: https://www.youtube.com/watch?v=ZSRHeXYDLko
The author makes the unexpected claim that businesses want a non zero amount of fraud. And so as a reader you are tempted to read on because you haven't heard this before. But essentially the argument is that fraud is needed as an unavoidable byproduct of allowing trust/credit in the system to facilitate transactions. However, if businesses could have the trust without the fraud of course they would. I wouldn't be so upset if the author had been more upfront about what this was about. I'm sure there are plenty of people out there who are learning about the fraud and trust/credit relationship for the first time. Just don't try and spin this in a way that it isn't.
The initial things you realize are, no keys, no locks, no gates, no passwords. ...but it gets even more profound the more you think about it. No police, no military, no cashiers, no ticket collectors, no bouncers, no bartenders (for beer/wine), no security guards, no prisons, no weapons manufacturing or sales, no security cameras or systems, no cybersecurity professionals or monitoring software, no criminal judicial system, no financial enforcement agencies... ...and how many industries would function far more cheaply such as insurance, unemployment, credit cards, and healthcare, due to no fraud?
It's actually staggering how much of society is structured purely around a lack of trust. It's easy to imagine that security is responsible for a huge portion or all human GDP/budgets - maybe 50%?
...and what percentage of the population is really responsible for causing this? It is 1%? 5? Or maybe it's much more? Maybe most of us are not criminals because of the enforcement?
If we could program in obedience in people - what leaps and bounds we could achieve!
But more realistically, there is an equilibrium that exists between dishonest behavior and efficiency. The more common dishonest people are, the more expensive the entire system becomes. ...and it's not at all linear. A change from 0.1% dishonest behavior and 1% dishonest behavior probably results in an outlandishly more complex security setup.
You've ignored one huge category: disagreements. We can all observe the rules, but we may not all come to the same conclusions as to how they bind our actions. Reasonable people can disagree without being "dishonest."
Further, you're pre-supposing a list of rules that does not and does not need to change. Which is far less profound than you make it out to be.
A society like that, with no defenses, would be very vulnerable. That's why it's better to actually have some bad actors to keep "selective pressure" on societies so we evolve our defenses.
> It is 1%? 5? Or maybe it's much more? Maybe most of us are not criminals because of the enforcement?
Far more. The number of people who speed consistently and only slow down when they see a cop is the most visible evidence of this. Marijuana use was something like 20% of the population before any legalization passed.
I don't know that I agree with the ethical conclusion that the optimal amount of fraud is therefore non-zero. The leap from "anti-fraud efforts are expensive" to these sentences in the final paragraph was not, in my opinion, convincingly made here:
>We should, as a society, accept non-zero amounts of benefits fraud. We should accept non-zero amounts of cheating on taxes.
I’d much rather see a few people who didn’t need benefits manage to claim them than see people who do need them be left without. The first option costs tax payers a bit more money. The second results in people’s lives being made significantly worse, and in some cases in deaths.
I grew up in an area where many parents could afford (maybe if they budget carefully, maybe just anyway) to privately educate a child. But they mostly didn't, because the government funded schools were pretty good. In fact, as children it was actually a minor stigma to be privately educated, because if your parents are spending a lot of money on the fancy school, either they don't know how to spend their cash (so they're stupid) or you're really stupid and they sent you to that school in the hope of making up for it. It was seen as like easy mode. Smart kids don't go to private school, why would they waste the money?
The first option costs taxpayers significantly more than a ‘bit’.
Just look at how much it cost when they basically turned off all the checks in order to get covid relief into the hands of people who really needed it. In Arizona, after a while, they made it so you had to sit on (virtual) hold for 8-10 hours to verify your identity with a human or they would cut you off. Which worked well enough to ensure only the people who really needed it went through all the hassle. It really sucked for those people but they stopped sending billions of dollars overseas to people who just googled someone’s address.
That's not quite what I got from the article. I read it as the more friction you put in place to prevent fraud, the harder it is for legitimate transactions to happen. Therefore, it's not so much about the cost of the fraud, but the opportunity cost of legitimate transactions which don't happen in the zero-fraud environment.
Actually, now I'm thinking about it emotionally as well. Best way to prevent myself from getting hurt is to close off as much as I can. Also the best way to prevent myself from feeling joy and all the other things I want to feel.
So thank you for this reminder.
However, I'm not nearly as breezy about $20 billion annually in fraud. Maybe that's fine from the perspective of the merchants and credit card networks. But from the societal perspective, that's subsidizing bad actors. People and groups who will not stop at one kind of crime as they try to grow. People who will divert other people into being parasitic. That's not healthy for society or for the individuals who end up living lives of crime.
So I think the society-optimal level of fraud is way below the merchant-acceptable amount of fraud.
Incidentally, this shows that the 'perfect' ethical stance is not necessarily the one that delivers the most benefits at the least cost, aka when ideals meet the real world...
“It is better that ten guilty persons escape than that one innocent suffer”
At some point in pursuit of “0 crime” you will be imprisoning 10 innocent men to capture 1 criminal.
To put it another way you're forgetting the victims. The 10 fraudsters made 10 people suffer. their suffering needs to added to the equation
The current system from that perspective works great. You have to get pretty unlucky to get convicted as an innocent, especially in this day and age where a cop’s testimony isn’t worth nowhere near as much as it used to be.
And morally alone it’s far worse to wrongfully convict an innocent person than to let a guilty one go free.
1. Pass the cost towards self regulation of people, using client facing measures e.g. prove their innocence if they are an outlier
2. Catch a couple of cases and over market your policing ability to disadvantage the most gullible.
3. Catch a couple of cases, even minor infractions and destroy them with disproportionate fines or jail sentences, economy of randomness or economy of those who have the best lawyers.
Fraud against government, as above but add:
4. Add arbitrary constraints, you don't really want the system to work, you just fake it for political reasons
This isn't hypothetical; it's the issue underling the "program design" controversies about means-testing in public policy.
(And of course, if you did want to maximize tax revenue, you'd focus enforcement on the big fish.)
With the intent to incentivize and train criminals to stay small and low impact.
If you're a retail platform, and you have a few scammers making a few grand of 20-100 dollar scams. You can play wack a mole with them and then that keeps people doing that small fraud rather than leveling up and potentially doing crimes that could endanger the whole business with the exposure.
It’s like saying that the optimal dirtiness after cleaning your house is non-zero (greater than zero) because cleaning it perfectly takes much more effort than it is worth!
That’s not counter-intuitive at all. It’s just an obvious fact stated in a silly way (for clicks or whatever else).
It's not just stated in a silly way, it's stated in a way that's incorrect because they didn't mean what they said. "The optimal amount of fraud is nonzero" does not actually mean the exact same thing as "in an optimally-beneficial fraud prevention effort, the amount of fraud is non-zero".
But the very point of the article is to not take zero-fraud in isolation and instead, explain how non-zero-fraud is an unavoidable tradeoff when balancing 2 simultaneous goals:
- (1) prevent fraud transactions as much as practically possible
- (2) make legitimate transactions as easy as possible
If one accepts the premise of pursuing those 2 goals at the same time, then by definition, we're no longer talking about "in isolation". You've now unavoidably entered non-zero fraud territory.
Perhaps it's the author's particular wordsmithing of what he's trying to convey that just rubs many readers the wrong way.
The post makes it clear that the discussion is not about theory or taking anything in isolation - it's about fraud in the real world. In that context, the way it's stated is correct - if you have zero fraud in the real world, that means that you designed the tradeoffs wrong and that the cost of your fraud prevention (in terms of actual dollars as well as inconvenience to customers, etc.) is greater than the overall cost would be if you allowed a small amount of fraud to occur (looking at the total cost of that fraud as well as the cost of preventing additional fraud).
I suppose the problem is that whether or not the title of the post is true or not depends on the context in which it's taken, and the title itself doesn't have any context. Since the post does offer context, though, I think it's reasonable to take the title in that context.
Yeah, but that phrase won't get any clicks.
I gave up about half way through the article and just skimmed through the rest.
And the argument that more stringent anti-fraud protections increase the burdon on legitimate claimants is absolutely spot on, and has parallels in all sorts of other legal, financial, and market situations c:
If your incentive is to have zero fraud, the organization will find ways to not detect fraud or add so many controls and audits that the cost of doing whatever will go up.
There’s a balance. In the tax world, the de-clawing of the IRS for certain things have dramatically impacted compliance. You want enough enforcement that you’re discouraging median cheater, but not so much the cure is more expensive.
We can start with payment. What would someone pay with? Credit/debit numbers can be stolen. Checks can be stolen or forged. Cash can be counterfeit. What form of transaction has zero chance of fraud?
To make transactions available to people you need to introduce systems that can have fraud in them. There is a balance between availability/ease and fraud.
If we view those repeated tricks as business as usual - we should probably make them accessible to everyone. Otherwise the small fraud becomes rampant.
And benefits are for helping people who are in poverty.
> the policy choices available to them impact the user experience of fraudsters and legitimate users alike. They want to choose policies which balance the tradeoff of lowering fraud against the ease for legitimate users to transact.
You encounter well known tension pattern several places. For instance, in safety critical systems there's a tension between safety and progress. Or take IT-sec industry; tension between usability and being secure.
Risk is never zero and achieving it prevents everything.
It seems that a society can bear a certain amount of cheating before the system breaks down, a 'tipping point' of sorts. As long as we keep the cheating below the tipping point, the game continues, which is after all the most important aspect, I think.
Like the whole troop owes one groom per day. But nobody can pinpoint who was the shirker.
Spending $100K to avoid a loss of $500 is something most sane businesses will not do, but to government this makes perfect sense, because they have a rule that the acceptable amount of fraud is zero.
Hence, they'll spend nearly infinite resources to try to bring fraud down to closer and closer to zero.[1]
You see similar things with risk aversion. Some risk is inevitable, but again, government departments will cheerfully blow billions of dollars to avoid the slightest risk. Projects like ITER and the SLS are highly risk averse and their costs reflect that. Meanwhile smaller, newer, more risky projects will run circles around them.
[1] At least what is perceived to be zero. In actuality fraud remains rampant, but as long as it is technically legal, it is not subject to this rule.
In short: no. That's the perception but is not correct, at least security risks.
So since you mentioned SLS (you mean CMS and healthcare.gov maybe? Hello from a friend of people who made those things) I assume you mean US government. Now I totally agree that is perceived. Few parts of risk management are mandated at least in terms of the infosec side of the fence with risk management beyond what is in law (FISMA and thus Risk Management Fraework made to address it as a req). The NIST RMF (SP 800-37 and SP 800-53) is very flexible and without even mentioning quantitative methods in those documents would inherently be at odds with your example; it is the opposite of risk management. But I do agree USG staff and contractors perpetuate this fallacy when provided the checklists of high-level recommendations and don't bother reading 800-37 at all, which explains the rationale strategy and approach that explain this example you give is bad and for good reason. They essentially document that not all systems get the same breadth and depth of security across govt in all agencies and projects equally for this reason. It doesn't scale or make sense.
Sorry for the rant. I have it once a week with friends in public and private sector and the perception is true and may happen but the docs and the people who wrote them (also friends) can tell you that is very much the opposite of what's recommended by NIST and those upstream guidelines are those derived from law.
The prior comment (and my rebuttal) were that it must be intentional re measurement, re the risk of doing and not doing things and what the cost is (a.k.a. risk-managed programs in the parlance NIST helped standardize). No, it is not. As for what you are leaning into: perhaps quantitative measurement of risk is important, but perhaps raw costs are not the only factor? I agree, in some (I am not sure it is over 1/2 and I can say most, but I am not suggesting it is a really small fraction and completely disagreeing with you) or many cases, raw cost is a factor that seems to be ignored. How is that? But there are others where we (as civil servants) probably could try to explain implied costs (I have failed ironically to get people to consider a mathy approach to this a few times) around things you and I probably see as qualitative. But sometimes we in govt have to do things because elected officials in the govt make us do so through changed or new laws. Other times the perception of the very ineptitude and indifference to hard-to-quantify factors you cite is a risk unto itself (just harder to quantify) for the larger agenda and that drives the need to purse it anyway.
I recommend people read this article and cite it often when presenting about how to help government help itself. I started doing that as an outsider, and now it rings truer than ever to me on the inside.
Later on, though, I remember pissing one off when he had to wait in line behind people buying drinks and he declared he would not be buying the $300 espresso machine he had come in to buy. I wonder if my actions resulted in a net gain or loss to the store...
FWIW I strongly doubt that people who say things like that ever really intended to buy the thing. If you were really planning on buying a $300 expresso machine today, are you actually going to change your mind because you had to wait an extra 5 minutes?
And it takes a while to become that realistically cynical about retail work. We were actually treated pretty well, had mostly friendly customers, and got along with management. At least at the time.
Sorry, I didn’t understand this part. Did he expect to cut in line because he wanted to buy the machine rather than a drink? I don’t get what you were supposed to have done differently. Or maybe I do, but the expectation doesn’t make sense to me, I have never seen anything like that done anywhere.
It's not a crazy idea; we appeared to have some spare capacity for it (although we really didn't). And he may have spoken to someone else about it earlier. It also wouldn't have been unreasonable to expect that once he got to the front of the line he would have been directed to the other register to wait anyway. He may have been trying to minimize the disruption he caused to the line. He may have also thought the line was too long and we should have already opened up the second register. We were very efficient with a single-register flow, but customers always tried to start up a second line before it was really necessary.
I'm not confident I did the right thing by him; just that there may be situations where losing a $300 sale may be the most profitable choice.
I didn't realize that is who usually pays for fraud. I see two problems with this arrangement:
1. The credit card companies, who in some ways are probably in a better position to prevent fraud, are less incentivised to prevent fraud, because they aren't the ones paying for it. For example they could make credit credentials more difficult to steal, by making it so the raw credentials never go directly to online businesses, either by using asymmetric cryptography rather than a number or using an oauth style flow with the credit website in order to complete a transaction. But the credit company would bear the bulk of that cost and it would primarily benefit retailers. 2. Consumers that pay using a method with less fraud risk, such as cash, still have to pay a higher price to cover the cost of absorbing the fraud cost.
On the other hand it does allow businesses to self select how much fraud they are willing to accept.
I loved the way American Express implemented it. They sent you a one-time passcode on your first purchase with the merchant, and then you could also choose for them to not bother you with any further purchases from the same merchant. I had this enabled by default, it made the experience a million times more enjoyable.
Unfortunately not everyone took AmEx, and I no longer live in UK (or a country where AmEx has presence for that matter), and the way banks in my current country of residence have implemented it is absolutely abysmal.
1. The billing address must be a match 100% of the time, which is painful in situations where you can't specify separate billing and shipping addresses and you want the item shipped to a different address (could be 3 for me)
2. Mandatory 2FA on every transaction, depends on the exact implementation, but typically you must wait for a notification on your phone, and then type in a PIN. In some implementations you have to scan a QR code, and then type in the said PIN. Sometimes the solution they use for this is down.
3. If anything is wrong at all (billing address/mistyped CVV/whatever), the transaction just gets refused at the end of this loop. Was it something you did wrong? Is some system down? Let's try again.
And sometimes this even messes up recurring subscriptions. My Microsoft 365 Business sub that's billed monthly on a credit card GETS REJECTED EVERY TIME UNTIL I MANUALLY GO THROUGH THIS STUPID PROCESS.
It has made paying for things online a chore. I couldn't care one bit about all the fraud this presents, because I was never liable for it in the first place. That decision was previously up to the merchants (who could have implemented all of this if they wanted to). Now it's forced on everyone.
I really enjoyed the whole thing.
The article is specifically limiting its discussion to situations where a payment credential is stolen. Those cases cost $10-20B per year.
This is HN, so most people here can figure out how to secure payment credentials, especially given the assumption that each credit card contains a tamper resistant computer with durable storage (as they currently do).
Instead of ending credential theft (at least in cases that don't involve violence/coercion), the payment networks pass the cost on to vendors, then advertise fraud protection as a feature to card holders.
This only works because the payment processors' monopoly prevents the merchants from fixing the underlying security issue.
So, the payment networks charge the merchants a large percentage of sales (imagine what your local government could implement if it increased sales taxes by 3-5%!) to supposedly pay for fraud protection.
This is exactly like a classic protection racket, except that the thugs that smash up the business don't actually work for the credit card companies.
(I do agree with the premise that driving crime to zero is usually not worth the cost, but that's just "Innocent until proven guilty", and not the subject of the article.)
I'd object to paying for PCI DSS if I were them, to be honest. The idea that every merchant (or credit card reader) even has access to credentials is ludicrous.
The currentc was of email lists, not the payment flow. It's embarrassing, but still a better track record than the existing payment processors (which probably suffered 10,000s of payment flow breaches as I typed this.)
> the policy choices available to them impact the user experience of fraudsters and legitimate users alike. They want to choose policies which balance the tradeoff
What I don't get is how policy makers can appreciate such nuances and then not see how attempting to ban encryption could possibly break modern society... different policy makers I have to assume.
https://en.wikipedia.org/wiki/The_Evolution_of_Cooperation
If you allow a population of individuals repeatedly playing prisoner's dilemma against each other to evolve their own strategies, you end up with a large percentage of the population cooperating with each other by default, but punishing cheaters after they are observed cheating. But a small percentage of cheaters will always persist, because as the number of cheaters goes down, the number of naive cooperators will go up, thus making it more advantageous to cheat.
In evolutionary jargon, cheating behavior undergoes "negative frequency-dependent selection". And you end up with a low, but nonzero, equilibrium frequency of cheaters.
This outcome here depends on the order of rewards/costs: the best outcome comes from cheating on a cooperator; next best is cooperating with a cooperator; then cooperating with a cheater; and worst is two cheaters cheating on each other.
It's a caricature, but the evolutionary dynamics seem to map pretty well to the kind of examples people are bringing up here in the comments.
(The actual "prisoner's dilemma" is rather a confusing story to use, because it's about criminals trying to decide whether to cooperate with each other or betray each other to avoid jail time. So you end up talking about the evolution of cooperation among a population of criminals.)
Some banks used to take a thumbprint when you cashed a check in person. Very few do that now. When they did it, it was more symbolic than useful, because they didn't have a useful checking system. Today, if banks took fingerprints, they'd find out more than they wanted to know, because immediate lookup is possible. It's not their job to filter the entire population for warrants and illegal aliens.
In-person identification is getting really good. Here's HIKvision's new ID unit.[1] Face recognition, iris recognition, fingerprint recognition, and RFID card recognition in one convenient iPad-sized unit. Iris recognition now works at 70cm range, so it can be used routinely. In China, there is no right to be anonymous.
Worth noting: credit card companies absorbing losses varies by country. The US is pro-consumer on credit card fraud, but not on debit card fraud. This differs by country.
No, this fraud argument does not apply to child abuse or sex trafficking. The reason is because the fraud argument is talking only about direct financial loss of fraud compared to direct financial loss of enforcement. The fraud argument doesn’t actually work if we’re talking about individuals losing their savings, it only makes sense if you assume the cost of fraud is borne by banks, and that it’s a marginal cost and does not bankrupt anyone.
There is no amount of money that makes the damage done by sex trafficking or child abuse okay, and there is no reasonable way to convert the damage done by these crimes into money. To suggest that the optimal amount is non-zero would only be an externalizing of the damage and costs of such crimes, and to essentially reduce our morals to money. And that’s exactly what this very argument does in other contexts; it externalizes non-financial damage, and sometimes financial damage too. This argument is made in other contexts, and it’s sometimes wrong and/or full of assumptions that aren’t true.
We could imagine extreme hypothetical situations that might clarify the argument or how to think about it - is it equivalent if 1% of people suffer a 100mm knife wound or 100% of people suffer a 1mm knife wound? The 1% would all die. In the other case, everyone suffers a mild inconvenience they forget about by tomorrow. Despite the equal amount of flesh damage, these are not remotely equivalent, and thus can’t be compared or declared as optimal. The type of damage done matters, and the number of people affected and amount of damage done to individuals matters.
Beware arguments that reduce negative outcomes to money. These tend to favor businesses (who are biased to prefer less regulation) and tend to externalize all the indirect costs and the costs to society. This is exactly what has been done with regard to pollution over the last century - it has been successfully argued that the optimal amount of pollution is non-zero, and we’re starting to see the consequences of that and pay costs for decisions made long ago. There was a pretty good paper I read [1] that re-evaluated these arguments for several specific large public works projects in the 50s through 70s, where the post-facto costs and outcome benefits calculations were shown to be different by orders of magnitude compared to when the decisions were being debated. IOW there is good historical precedent-based reason not to trust someone who claims the damage will be minimal or equivalent to the case where we put some effort into minimizing it.
[1] https://scholarship.law.georgetown.edu/cgi/viewcontent.cgi?a...
The three digit CVV code should be a one time passcode (OTP). Banks have been using these since the 1990s for online logins.
Using 90s technology, the card issuer would issue one of these OTP fobs along with the card. It has the card number printed on it, a button and a LCD screen where the OTP is displayed. The CVV is already sent through to the computer that authorises the transaction, the software that checks the CVV would need to be changed.
So we have a trade off of the user having to have a separate thicker card, to fit the battery, for online use.
I just googled, you can get batteries that are 0.4mm X 22mm x 29mm, a credit card is 0.76mm. Eink is old technology now with the right performance characteristics. I suspect in volume using this technology you could integrate the OTP device in the standard card form factor for less than a couple of dollars a card.
So with a bit of innovation the friction of payment / fraud tradeoff goes away.
This all strikes me as fairly obvious to someone designing these things, is there another tradeoff going on here?
That's why IT sec all around banking is just the bare minimum required by regulations.
Those sec-specs are also usually at least one decade behind the state of the art… And they get updated only extremely seldom as this would cause "a lot of paper work" at the banks, so the banks are always against any changes to that regulations; and if something changes finally it takes the banks again at least half a decade to adapt to those changes; they can do it like that as the time windows to comply are usually set to be very long, because you know, it's really a lot of paper work…
They have successfully shifted liability for the problem to banks and merchants.
Instead the innovation has gone into things like Paywave which reduces payment friction.
Add two factor authentication, if you want, but fix the underlying giant issue first.
For the card to sign the transaction, you need to add some kind of card interface to the users device. Maybe this is what happens with chip cards when you use it at a shop with a card terminal.
As someone who has worked in the industry for the past 15 years, I can see a few things that I believe are causing risk tolerance levels to increase across the industry.
1. Startups/new businesses that are in growth stage have a large appetite for risk which is pushing the more traditional/legacy companies to also take more risk.
2. High friction experiences that are designed to stop fraudsters require you to provide timely support to any good users that might be blocked by mistake. We all know the trend for most companies has been to move away from providing timely support to their customers as it is extremely expensive. This is another cost (on top of potential lost sales) of creating a high friction experience.
If you think the optimal amount of crime is greater than zero, at some point we are clearly using different applications of the word optimal. One person is talking about the level under the optimal “solution”, while the other is talking about one constraint that still must be balanced against other constraints. The optimal amount of fraud spending is zero, but then we’d be left with a ton of fraud.
Basically, for most businesses the amount of "friendly fraud" which means customers disputing charges because they changed their mind or didn't want to talk to the company or whatever is 10x the amount of fraud from stolen charges. (Visa estimates this as 3x but my experience is different).
Civil asset forfeiture is the government seizing property without trial, and it is slightly more than theft each year.
So between these things, it seems pretty easy to reduce fraud by 75% without much additional friction.
This is something I now ask when I try out for jobs in Fraud teams. If my hiring manager expects me to bring fraud down to zero, I immediately know that this work relationship may not work because we would be on completely different pages on how some fraud losses are the necessary cost of running a business.
https://www.zdnet.com/article/chip-and-pin-is-broken-say-res...
The mobile popup is a reasonable mitigation though; it seems likely to limit fraud to small purchases, or encourage sim swapping, etc.
If you carefully scrutinize any large election you can almost certainly find at least one example of fraud. However, isolated cases of fraud or human error are not evidence of widescale election rigging.
Except for a small number of cases involving pre-paid cards, I have never seen a merchant refuse to accept a valid credit card payment for an online purchase. I have however encountered and heard of cases of banks declining transactions they considered possibly fraudulent.
The intuition behind this is their uplift in sales from a small price cut must equal the revenue they lose on all existing items, and their costs of producing the extra items. So if they have a gross margin of 50%, they need price elasticity of demand to be -2, since a 1% price cut will sell 2% more, raising revenue by 1% and costs by 1%.
The same applies for blocking fraudulent customers, you want your assessed likelihood of fraud to be higher than your gross margin. If I think you have a 25% chance of being fraudster, and I make a 25% margin, then selling to 4 customers I will make 25% 3 times, and lose 75% one time.
If you have more complicated factors like cost of processing chargeback, different interventions like 3DS/manual review, then the threshold is different, but the overall probabilistic framework and calculating breakeven thresholds can still be used.
It is very easy to explain such things, if you can hold two ideas in your head at the same time. It goes like this: "We will pursue benefits fraudsters via every method available to us that does not compromise our ability to get benefits to people who need them, which we must never forget is our primary mission."
People used to talk like this. Politicians used to talk like this! Within my lifetime!
Alas, I know the author is right. That thought is too complicated for us now. Monomania is the curse of the age, which is tragic. Life is complicated enough to require thoughtful tradeoffs between several competing variables, and cannot be simlified.
* As you need both the card and the code, and as cards are almost impossible to clone, card fraud and identity theft are almost nonexistent.
* Plenty of online shops allow me to buy something without creating an account or providing a billing address.
* As the whole thing runs on debet instead of credit, nobody cares about credit scores.
* A common complaint from merchants is that the system is expensive. My paper merchant recently grumbled he paid around €4000/year. I don't know if this is normal or how much the credit card system costs for a merchant, but substracting these amounts would provide an upper bound to the preferrable amount of fraud.
So while kalzumeus might be right, I believe the system he describes/is used to allows a lot more fraud than required.
I would disagree with the world “optimal”. The optimal number of fraud and rapes is both zero, but unfortunately we don’t really have the realistic ability to achieve that.
It's really a simple cost-benefit calculation; the cost of preventing the last 0.1% rape on earth is surveillance cameras in every home and egregious violations of privacy, obviously the cost of such a scheme is probably not worth it.
The simple observation is that there are tradeoffs: in exchange of preventing <bad thing>, we have to give up <good thing>, at some sort non-linear curve. The cost of rape prevention goes up with each rape prevented, there reaches a point where the cost is no longer worth it and we should call it a day.
People can (and do) argue all day about the point where the marginal cost of rape prevention is too great, but I'm fairly certain most would agree that it's not infinite.
> In the overwhelming majority of cases, that is where the waterfall ends. While insurance is available (both specialized chargeback insurance and general business insurance), overwhelmingly businesses simply absorb fraud costs in the same way that they absorb their office rent, staff salaries, and marketing expenses. That $10 to $20 billion number we threw around earlier? This is what happens to it, in the ordinary course of business.
This claim of “overwhelming majority” being businesses and being a marginal insurance-covered cost does not square with the fact that millions of individual are losing billions of dollars to fraud and suffering very negative consequences.
“In 2017, an estimated 3.0 million persons (1.25% of all persons age 18 or older) reported that they were victims of personal financial fraud during the prior 12 months. […] About 14% of financial fraud victims reported the incident to police. About three-quarters of financial fraud victims reported the incident to their family and friends (77%), two-fifths reported the incident to a company’s customer service (42%), and one-third reported the incident to their bank, credit card company, or other payment provider (31%). More than half of financial fraud victims said they experienced socioemotional problems as a consequence of the incident (53%). Financial fraud victims lost $1,090 on average and more than $3.2 billion in total.”
https://bjs.ojp.gov/content/pub/pdf/ffus17_sum.pdf
And what about the opportunity cost & lost potential to innovating better solutions to fraud? There’s no good reason to assume the cost to solve this problem is an ongoing expense.
http://frankackerman.com/publications/costbenefit/Prospering...
I think herein lies the crux: All things interact, and if you think they don't you are just not aware of how. The game is identifying and moving the cogs that a) are either most important and isolated to get you where you want most efficiently or b) interact favorably in concert.
You win relatively by understanding this better than others. You win absolutely by seeing or creating an opportunity to implement a brand new cog.
If on the other hand the cost of misidentifying a case fell on the institution then they would simply accept only personally identified payments e.g. sms or other 2fa at virtually no cost for them and effectively zeroing fraud
In some places with more modern banking, this is pretty common
I can see why this clown is the most famous redditor in the world.
The criminal moreover produces the whole of the police and of criminal justice, constables, judges, hangmen, juries, etc.; and all these different lines of business, which form equally many categories of the social division of labour, develop different capacities of the human spirit, create new needs and new ways of satisfying them. Torture alone has given rise to the most ingenious mechanical inventions, and employed many honourable craftsmen in the production of its instruments.[1]
Fraud is waste. Businesses optimise for profit, and that optimisation often leads to some level of waste. No process is perfect.
But what if there isn't such a static condition and you could jump to a less fraud (higher revenue) situation with different technical measures? So changing the revenue/fraud curve.
Like: 2fa (like an app confirmation) based on heuristics?
Yes, the fundamental statement is the same, but you changed the existing "rules"
We can wrap up the unintentional HN slogan contest right now.
The statement obliterates the nuance of which tradeoffs need to be made and the cost and impact of those tradeoffs from an economic and social perspective that are foundational to being able to reason about risk.
I would have liked to see, say, some nuts-and-bolts discussion od fraud handling in some particular industry -- that would be novel and interesting to me.
Yes such a system is annoying, I know because we have something kinda similar here in Europe, but because all the merchants are using it, I have no choice but to go to a retailer who doesn't use the system (I probably would if I could, because I tend to use my computer to do things).
A business which has draconian policies can go downhill pretty fast. Facebook, maybe?
But for me at least, it grates more than a little whenever Self-Assured Tech Person With Logic and Statistics In Hand assures you, dear reader, that if you actually crunched the numbers instead of gobbling up pablum from the Washington Post like a lemming, would in fact realize the Free Enterprise Is Going Just Great.
The World Economic Forum has sufficient data to do a plausible “Social Mobility Index” on 82/195 UN-recognized sovereign states: and its just one of many data points that Capitalism Muzzled by Social Democracy is in fact what you want if “people having a shot at doing better than their parents in large numbers” is a priority.
I’m old enough to have watched the effects of the Operational Research PhD’s at Megacorp “optimizing” every angstrom of human joy and dignity out of living in a Free Enterprise Zone. You can’t do anything these days that involves commerce without bumping into this. Friendly dare for US readers: try invalidating a credit card number in a way that stops every recurring auto-pay that has barnacled itself onto your economic ship is forced to get you to re-auth it. Good luck.
So while driving “fraud” to “zero” might be silly, we can almost surely take a big whack out of it by making a salutary example or 1000 of companies that have “optimized” the right amount of paying OSHA fines rather than allowing bathroom breaks to “all of them”, or “optimized” the right amount of cheap and fast municipal fiber to “zero”, or the right amount of employees to force just below the “gets benefits” line to “whatever the maximum is”.
I worked in butcher shops and call centers and retail in the Clinton Administration, and boy were they after you for every dime. Having been an over-privileged techie for the last decade or two I’ve personally been largely insulated from how much worse it’s gotten since then, but the kids I grew up with for the most part haven’t, and it’s a little hard to regard the significant fraction of them with some “grey at best” side hustle as doing anything other than scamming the scammers who have Corporate Backing.
Take, for example, many sites asking for the CVV code when using a saved card. In many cases, why?? If I supplied the CVV once and I haven't changed anything since what's the chance a subsequent order is fraud?
There's also the problem that some anti-fraud measures would have to be implemented by the credit card company but they're not the ones that eats the cost. I could see a market for a credit card with better terms but where you must approve every transaction with an app on your phone--but how do you make that work in the current marketplace?
I have a credit card that supports virtual numbers--but it's a pain to use. Their benefit, but a hassle for me.
Agreed :)
> Take, for example, many sites asking for the CVV code when using a saved card. In many cases, why?? If I supplied the CVV once and I haven't changed anything since what's the chance a subsequent order is fraud?
As a fraud risk manager, I've seen this scenario way too often: Say you have your card saved on a merchant website - fraudsters can often compromise your login on said merchant site and go on a spending spree with all your saved cards (unless you ask for a CVV from time to time, that is).
I just got an email from Capital One pushing me to link my card with Google Checkout because it would use a virtual card number for each transaction.