While it’s easy to see how a rigid procedure can strip agency from frontline workers—whether at Schiphol Airport in 1999 or on an airline gate—there’s a deeper point worth emphasizing: processes are not villains in themselves but the tools we use to achieve collective goals.
At their best, formalized workflows capture institutional knowledge, ensure consistency, and guard against the whims of any single individual. When they “misfire” in rare edge cases, that usually means one of two things: either the process wasn’t designed to handle that scenario, or the mechanisms for handling exceptions were missing or poorly defined. In other words, a process gone awry doesn’t discredit the very idea of process; it reveals gaps in its design.
Far from being an antithesis to human judgment, exception-handling should be built into every robust system. A well-constructed process explicitly defines who has the authority to deviate, under what circumstances, and how that deviation is documented and reviewed. If you leave out that “escape hatch,” you don’t just create an accountability sink—you create brittle machinery that can’t adapt when reality steps outside its narrow lanes.
It’s equally dangerous, though, to romanticize the notion of solitary moral actors as the ultimate safeguard. Humans carry their own biases, incomplete information, and emotional states, all of which can lead to inconsistent or unfair decisions. What we really need is a thoughtful blend: processes that enshrine lessons from past cases and guardrails against reckless behavior, alongside well-defined channels for human discretion when the unexpected happens.
In practice, designing accountability back into our systems means three things. First, build clear exception frameworks—authority, scope, documentation, and feedback loops must all be spelled out. Second, adopt blameless post-mortems that treat errors as opportunities to strengthen the process rather than occasions for finger-pointing. Third, maintain transparency through audits and stakeholder reviews so that when the system does stumble, we know exactly where to look and whom to consult.
In the end, we shouldn’t view processes as cold, unfeeling machines set against human ethics. Instead, they are the scaffolding that makes large-scale cooperation possible. A more nuanced perspective admits that processes can fail—but also insists that with the right exception paths and accountability measures, we can harness both the consistency of systems and the wisdom of individuals.
I agree—processes are an efficient way to offload the computation/analysis, from being done in the moment (when time is most valuable) to being done during the planning/designing stages (when time comes very cheaply).
This is a cross-post from https://250bpm.substack.com/p/accountability-sinks
— Dan Davies: The Unaccountability Machine
— ibid.
A credit company used to issue plastic cards to its clients, allowing them to make purchases. Each card had the client’s name printed on it.
Eventually, employees noticed a problem: The card design only allowed for 24 characters, but some applicants had names longer than that. They raised the issue with the business team.
The answer they've got was that since only a tiny percentage of people have names that long, rather than redesigning the card, those applications would simply be rejected.
You may be in a perfectly good standing, but you'll never get a credit. And you are not even told why. There's nobody accountable and there's nobody to complain to. A technical dysfunction got papered over with process.
Holocaust researchers keep stressing one point: The large-scale genocide was possible only by turning the popular hatred, that would otherwise discharge in few pogroms, into a formalized administrative process.
For example, separating the Jews from the rest of the population and concentrating them at one place was a crucial step on the way to the extermination.
In Bulgaria, Jews weren't gathered in ghettos or local "labor camps", but rather sent out to rural areas to help at farms. Once they were dispersed throughout the country there was no way to proceed with the subsequent steps, such as loading them on trains and sending them to the concentration camps.
Concentrating the Jews was thus crucial to the success of the genocide. Yet, bureaucrats working on the task haven't felt like they were personally killing anybody. They were just doing their everyday, boring, administrative work.
The point is made more salient when reading about Nuremberg trials. Apparently, nobody was responsible for anything. Everybody was just following the
processorders.To be fair, the accused often acted on their own rather than following the orders. And it turns out that the German soldiers faced surprisingly mild consequences for disobeying unlawful orders. So it's not like the high-ups would be severely hurt if they just walked away or even tried to mitigate the damage.
Yet, the vague feeling of arbitrariness about Nuremberg trials persists. Why blame these guys and not the others? There were literally hundreds of thousands involved in implementing the final solution. The feeling gets even worse when contemplating German denazification trials in 1960's:
— Interview with historian Götz Aly (in German)
At the first glance, this might seem like a problem unique to large organizations. But it doesn't take a massive bureaucracy to end up in the same kind of dysfunction. You can get there with just two people in an informal setting.
Say a couple perpetually quarrels about who's going to do the dishes. To prevent further squabbles they decide to split the chores on weekly, alternating basis.
Everything works well, until one of the spouses falls ill. The dishes pile up in the kitchen sink, but the other spouse does not feel responsible for the mess. It’s not their turn. And yes, there's nobody to blame.
This is what Dan Davies, in his book The Unaccountability Machine: Why Big Systems Make Terrible Decisions — and How the World Lost Its Mind, calls "accountability sinks".
Something that used to be a matter of human judgement gets replaced by a formal process. Suddenly, nobody makes any deliberate decisions. Instead, a formal process is followed. In fact, the process may be executed on a computer, with no human involvement at all. There's nobody to blame for anything. There’s nobody to complain to when the process goes awry. Everybody’s ass is safely covered.
In any organization, incentives to replace human judgement by process are strong. Decisions may be controversial. More often than not someone's interests are at play and any decision is going to cause at least some bitterness, resentment and pushback. Introducing a non-personal process allows the decision to be made in automated manner, without anyone being responsible, without anyone having to feel guilty for hurting other people.
The one most important contribution of Davies' book is simply giving this phenomenon, that we all know and
lovehate, a name.And a name, at that, which highlights the crux of the matter, the crux that all too often goes unsaid: Formal processes may be great for improving efficiency. The decision is made once and then applied over and over again, getting the economies of scale.
Formal processes may improve safety, as when a pilot goes over a check list before the take-off. Are flight controls free and correct? Are all the doors and windows locked? And so further and so on.
Processes also serve as repositories of institutional memory. They carry lessons from countless past cases, often unknown to the person following the process. Problems once encountered, solutions once devised, all of that is encoded into a set of steps.
But in the end, deep in the heart of any bureaucracy, the process is about responsibility and the ways to avoid it. It's not an efficiency measure, it’s an accountability management technique.
Once you grasp the idea, it’s hard to unsee it. There's a strange mix of enlightenment and dread. Of course it's about accountability sinks!
All of the popular discontent in the West today is fueled by exactly this: A growing rage at being trapped in systems that treat people not as humans, but as cogs in a machine. Processes, not people, make the decisions. And if the process fails you, there's no one to turn to, no one to explain and no one to take responsibility.
This is why even the well-off feel anxious and restless. We may have democracy by name, but if the systems we interact with, be it the state or private companies, surrender accountability to the desiccated, inhuman processes and give us no recourse, then the democracy is just a hollow concept with no inner meaning.
You can't steer your own life anymore. The pursuit of happiness is dead. Even your past achievements can be taken away from you by some faceless process. And when that happens, there’s no recourse. The future, in this light, begins to feel less hopeful and more ominous.
It’s eerie how much of today’s political unrest begins to make sense through this lens.
The backlash against experts? Understandable. After all, they’re seen as the architects of these inhuman systems. The skepticism toward judges? It fits. They often seem more devoted to procedure than to justice. Even the growing tolerance for corruption starts to look different. Yes, it’s bad, but at least it’s human. A decision made by someone with a name and a face. Someone you might persuade, or pressure, or hold to account. A real person, not an algorithm.
And every time you’re stuck on the phone, trapped in an automated loop, listening to The Entertainer for the hundredth time or navigating endless menus while desperately trying to reach a human being who could actually help, the sense of doom grows a bit stronger.
But let's not get carried away.
First, as already mentioned, formal processes are, more often than not, good and useful. They increase efficiency and safety. They act as a store of tacit organizational knowledge. Getting rid of them would make the society collapse.
Second, limiting the accountability if often exactly the thing you want.
Take the institution of academic tenure. By making a scientist essentially unfireable, it grants them the freedom to pursue any line of research, no matter how risky or unconventional. They don’t need to justify their work to college administrators, deliver tangible results on a schedule, or apologize for failure.
The same pattern emerges when looking at successful research institutions such as Xerox PARC, Bell Labs, or DARPA. Time and again, you find a crucial figure in the background: A manager who deliberately shielded researchers from demands for immediate utility, from bureaucratic oversight, and from the constant need to justify their work to higher-ups.
Yet again, venture capital model of funding new companies relies on relaxed accountability for the startup founders. The founders are expected to try to succeed, but nobody holds them accountable if they do not. The risk is already priced in by the VC. Similarly to the role of the Bell Labs manager, the VC firm acts like a accountability sink between the owners of the capital and startup founders.
On October 1st, 2017, a hospital emergency department in Las Vegas faced a crisis: A mass shooting at a concert sent hundreds of people with gunshot wounds flooding into the ER at once. The staff managed to handle the emergency in a great way, violating all the established rules and processes along the way:
— How One Las Vegas ED Saved Hundreds of Lives After the Worst Mass Shooting in U.S. History
As one of the commenters noted: "Amazing! The guy broke every possible rule. If he wasn't a fucking hero, he would be fired on the spot."
Once, I used to work as an SRE for Gmail. SREs are people responsible for the site being up and running. If there's a problem, you get alerted and it's up to you to fix it, whatever it takes.
What surprised me the most when I joined the team was the lack of enforced processes. The SREs were accountable to the higher ups for the service being up. But other than that they are not expected to follow any prescribed process while dealing with the outages.
Yes, we used a lot of processes. But these were processes we chose for ourselves, more like guidelines or recommendations than hard-and-fast rules. And in an aftermath of an outage, adjusting the process became as much a part of the response as fixing the software itself.
There is even an explicit rule limiting the accountability of individual SREs. The postmortem, i.e. the report about an outage, should be written in a specific way:
— Site Reliability Engineering, How Google runs production systems
On February 1, 1991, a jetliner crashed into a smaller, commuter propeller plane on the runway at Los Angeles International Airport. The impact killed twelve people instantly. The small plane, which was pushing the larger one ahead at a speed of one hundred and fifty kilometers, exploded in the fuel tank and caught fire. Passengers tried to get out of the burning plane, but not everyone succeeded. The death toll eventually rose to thirty-five.
Here's a great article from Asterisk about the event:
When you read the report of the investigation, your perspective suddenly changes. Suddenly, there is no evil controller Wascher who needs to be publicly punished. Instead, there is a team of controllers who, despite all the broken radars, poor visibility and distracting duties, heroically ensure that planes do not collide day in, day out.
And if the result of Washer giving a honest report about the incident is that a second ground radar is purchased, that the interfering lights are relocated, or that various less important auxiliary tasks are not performed by the flight controller in charge, the effect on air traffic safety is a much bigger than what could be achieved by firing Wascher. Quite the opposite: Punishing her would have a chilling effect on other experienced controllers. At least some of them would be unwilling to take responsibility for things beyond their control and would eventually leave just to be replaced by less experienced ones.
Some of my former colleagues at Google were part of the effort to save Obamacare after the website that people were supposed to use to subscribe to the program turned out not be working. Here's Wikipedia:
Suddenly, a website was in the center of attention of both the media and the administration, even the president himself. As Jennifer Pahlka writes in her excellent book Recoding America: Why Government Is Failing in the Digital Age and How We Can Do Better:
Having the support from the highest places, the people in what was to become US Digital Service, outlined a plan:
— ibid.
Again, sidestepping accountability had a beneficial effect. It managed to cut through the seemingly unsolvable internal hurdles and unstuck a stuck system.
Dominic Cummings, chief advisor to Boris Johnson during the COVID crisis, recounts:
By taking over responsibility, Johnson loosened the accountability of the civil servants and allowed them to actually solve the problem instead of being stuck following the rigid formal process.
Finally, consider the mother of all accountability sinks: The free market.
We want government to enforce the rule of law, to enforce the contracts and generally make sure that the market operates freely. But we also explicitly don’t want government interference in the day-to-day workings of the market beyond ensuring compliance with the law and taxes.
Much has been written about how markets act as information-processing machines, how they gather dispersed data from across society and use it to optimize the allocation of scarce resources.
Much less is known about how the lack of accountability gives entrepreneurs the ability to take huge risks. If your company fails, the blame is yours and yours only. No one will come after you. There’s no need to play it safe.
While ignoring the law of supply and demand may have been the primary cause for the failure of communist economies, the fact that the management of every company was accountable to the higher-ups and eventually to the communist party must have meant that they tried to avoid any risks at any cost, which eventually led to terrible performance in implementation of new technologies — even if they were discovered by the scientists — and business practices and to the overall economic stagnation.
By now, you probably have a few ideas of your own about how accountability sinks can be creatively incorporated into institutional design.
But before I wrap up, let me make a few basic observations: