Our Quantified Life
The primary measure of progress
SAFe is oriented around volume, not value
Outcomes decide
Design as an engineering problem
Obsessed with absolute numbers
Lost purposes
The case against heatmaps
It's All Over
An Essay by Justin E. H. SmithIt has come to seem to me recently that this present moment must be to language something like what the Industrial Revolution was to textiles. A writer who works on the old system of production can spend days crafting a sentence, putting what feels like a worthy idea into language, only to find, once finished, that the internet has already produced countless sentences that are more or less just like it, even if these lack the same artisanal origin story that we imagine gives writing its soul. There is, it seems to me, no more place for writers and thinkers in our future than, since the nineteenth century, there has been for weavers.
Time-based analytics
An Article by Ryan SingerAnalytics apps don't tell you much about usage behavior. You might be able to see how many users performed an event, or how many times they did it. But none of the analytics packages out there are good at showing you how often people do things. Are they using to-dos once a week? Every day? Only signing into the app once a month but happily paying for years?
Time matters. You can't understand usage without time.
Fast Path to a Great UX – Increased Exposure Hours
An Article by Jared SpoolAs we’ve been researching what design teams need to do to create great user experiences, we’ve stumbled across an interesting finding. It’s the closest thing we’ve found to a silver bullet when it comes to reliably improving the designs teams produce.
The solution? Exposure hours. The number of hours each team member is exposed directly to real users interacting with the team’s designs or the team’s competitor’s designs. There is a direct correlation between this exposure and the improvements we see in the designs that team produces.
Metrics have a strange hold on the imagination
A Fragment by Shawn WangOnce in place, metrics have a strange hold on the imagination: I've seriously had a CTO carelessly reject my genuine idea out of hand because "it doesn't help OKRs", the same OKRs we previously agreed should not describe all that we do.
I agree with Amir Shevat that we should "do the right things over the easy to measure things."
How would you feel if you could no longer use the product?
An ArticleThe product/market fit definitions I had found were vivid and compelling, but they were lagging indicators — by the time investment bankers are staking out your house, you already have product/market fit. Instead, Ellis had found a leading indicator: just ask users “how would you feel if you could no longer use the product?” and measure the percent who answer “very disappointed.”
Site performance is potentially the most important metric
A Fragment by Kealan ParrSite performance is potentially the most important metric. The better the performance, the better chance that users stay on a page, read content, make purchases, or just about whatever they need to do. A 2017 study by Akamai says as much when it found that even a 100ms delay in page load can decrease conversions by 7% and lose 1% of their sales for every 100ms it takes for their site to load which, at the time of the study, was equivalent to $1.6 billion if the site slowed down by just one second.
The McNamara fallacy
A DefinitionThe McNamara fallacy, named for Robert McNamara, the US Secretary of Defense from 1961 to 1968, involves making a decision based solely on quantitative observations (or metrics) and ignoring all others. The reason given is often that these other observations cannot be proven.
The fallacy refers to McNamara's belief as to what led the United States to defeat in the Vietnam War—specifically, his quantification of success in the war (e.g., in terms of enemy body count), ignoring other variables.
Artifice, blindness, and suicide
A QuoteThe first step is to measure whatever can be easily measured. This is OK as far as it goes. The second step is to disregard that which can't be easily measured or to give it an arbitrary quantitative value. This is artificial and misleading. The third step is to presume that what can't be measured easily really isn't important. This is blindness. The fourth step is to say that what can't be easily measured really doesn't exist. This is suicide.
Weighing up UX
An Article by Jeremy KeithMetrics come up when we’re talking about A/B testing, growth design, and all of the practices that help designers get their seat at the table (to use the well-worn cliché). But while metrics are very useful for measuring design’s benefit to the business, they’re not really cut out for measuring user experience.
Predicted Mean Vote
A DefinitionThe predicted mean vote (PMV) was developed by Povl Ole Fanger at Kansas State University and the Technical University of Denmark as an empirical fit to the human sensation of thermal comfort. It was later adopted as an ISO standard. It predicts the average vote of a large group of people on the a seven-point thermal sensation scale where:
- +3 = hot
- +2 = warm
- +1 = slightly warm
- 0 = neutral
- -1 = slightly cool
- -2 = cool
- -3 = cold
What Do Metrics Want? How Quantification Prescribes Social Interaction on Facebook
A Research Paper by Benjamin GrosserWhat are the effects of this enumeration, of these metrics that count our social interactions? In other words, how are the designs of Facebook leading us to act, and to interact in certain ways and not in others? For example, would we add as many friends if we weren’t constantly confronted with how many we have? Would we “like” as many ads if we weren’t told how many others liked them before us? Would we comment on others’ statuses as often if we weren’t told how many friends responded to each comment?
In this paper, I question the effects of metrics from three angles. First I examine how our need for personal worth, within the confines of capitalism, transforms into an insatiable “desire for more.” Second, with this desire in mind, I analyze the metric components of Facebook’s interface using a software studies methodology, exploring how these numbers function and how they act upon the site’s users. Finally, I discuss my software, born from my research-based artistic practice, called Facebook Demetricator (2012-present). Facebook Demetricator removes all metrics from the Facebook interface, inviting the site’s users to try the system without the numbers and to see how that removal changes their experience. With this free web browser extension, I aim to disrupt the prescribed sociality produced through metrics, enabling a social media culture less dependent on quantification.
A Burglar's Guide to the City
To commune with the space
...having realized long ago that the best way to commune with an architectural space was by breaking into it.
Every building is infinite
For the burglar, every building is infinite.
Putting the streets to use
Tad Friend writes, if you build “nine hundred miles of sinuous highway and twenty-one thousand miles of tangled surface streets” in one city alone, then you’re going to find at least a few people who want to put those streets to use. This suggests that every city blooms with the kinds of crime most appropriate to its form.
Topology by other means
The burglar is a three-dimensional actor amid the two-dimensional surfaces and objects of the city. This means operating with a fundamentally different spatial sense of how architecture should work, and how one room could be connected to another. It means seeing how a building can be stented: engineering short-circuits where mere civilians, altogether less aggressive users of the city, would never expect to find them. Burglary is topology pursued by other means: a new science of the city, proceeding by way of shortcuts, splices, and wormholes.
Burglary's White Whale
If all cities already contain the crimes that will occur there, then, taken to its logical conclusion, this suggests there might be a kind of Moby-Dick of crime, a White Whale of urban burglary: a town or city so badly designed that the entire place can be robbed in one go.
Tarzan of the concrete jungle
Weissmuller was most famous for playing Tarzan, and swinging into his apartment from a ledge outside had a wild irony, like some new Tarzan of the concrete jungle updating the character for an urban age.
The source code for SimCity
Local Code was Sorkin’s attempt to design a whole city from scratch—with one big twist. The whole thing had been written as if it were the byzantine, nearly impossible to follow codes and regulations for an entire, hypothetical metropolis. The effect is like stumbling upon the source code for SimCity. Sorkin’s exhaustively made point was that, if you know everything about a given metropolis, from its plumbing standards to its parking requirements, its sewer capacity to the borders of its school districts, then you could more or less accurately imagine the future form of that city from the ground up.
Architectural dark matter
Every building had its rhythms. These service corridors were the internal hinterlands—the architectural dark matter—so beloved by Bill Mason.
Vamburglars
Burglary was originally only possible in a household or dwelling; the very word contains an etymological variant on the Latin burgus, for “castle” or “fortified home” (from which other words, such as burgher and even borough, also derive). Common law definitions of burglary also originally required the person to break into a house or dwelling at night. Giving historical burglary an oddly vampiric dimension, you could not, legally speaking, be a burglar while the sun was still out.
The close
Think of it as an invisible geometric shape perceptible only to lawyers—a conceptual pane of glass that might not have kept the rain out but could, for legal purposes, be used to define the original limits of the car’s interior. This is the close, and defining it is ultimately just a form of connecting the dots: drawing an imaginary line from the corner of an open window to the edge of a nearby wall to the front gate of a home garden, and so on.
Breaking the close thus constitutes entry into a “protected interior” or “specified enclosure".
To deter crime
“To deter crime,” Cisneros explains, “spaces should convey to would-be intruders a strong sense that if they enter they are very likely to be observed, to be identified as intruders, and to have difficulty escaping.”
Architectural sequences
Noted designer and architectural theorist Bernard Tschumi would call the predictable repetition of events inside an architectural space a sequence: a linear series of actions and behaviors that are at least partially determined by the design of the space itself.
Architectural screenplays
Tschumi began to explore this notion through what he called screenplays: each “screenplay” was a black-and-white diagram breaking down a range of events that might occur inside an architectural space. Tschumi drew them in a way that resembled dance notation or the spatial analysis of a film scene.
The City of Light
Streetlights were one of many new patrol tools implemented by Louis XIV’s lieutenant general of police, Gabriel Nicolas de la Reynie. De la Reynie’s plan ordered that lanterns be hung over the streets every sixty feet—with the unintended side effect that Paris soon gained its popular moniker, the City of Light. The world’s most romantic city takes its nickname from a police operation.
Spatial expectations
Loya, who served seven years in prison for multiple bank heists before becoming a writer, explained to me that it was during the getaway that he often had the best chance of thwarting people’s spatial expectations. In his case, this meant that what he did immediately after leaving the bank was often the most important decision of all.
The getaway to end all getaways
Any attempt to track down the perfect getaway is made all the more complex because almost everything we know about burglary—including how they did (or did not) get away—comes from the burglars we’ve caught. As sociologist R. I. Mawby pithily phrases this dilemma, “Known burglars are unrepresentative of burglars in general.” Great methodological despair is hidden in such a comment. Studying burglary is thus a strangely Heisenbergian undertaking, riddled with uncertainty and distorted by moving data points. The getaway to end all getaways—the one that leaves us all scratching our heads—to no small extent remains impossible to study.
Every heist is a counterdesign
Heists obsess people because of what they reveal about architecture’s peculiar power: the design of new ways of moving through the world. Every heist is thus just a counterdesign—a response to the original architect.
All the things we want to do
This is precisely where “burglary” becomes a myth, a symbol, a metaphor: it stands in for all the things people really want to do with the built environment, what they really want to do to sidestep the obstacles of their lives.