data
INSUFFICIENT DATA FOR MEANINGFUL ANSWER.
The Eyes Have It
A Research Paper by Ben ShneidermanThe trend is your friend 'til the bend at the end
A Fragment by Noah SmithIn the past, GDP and resources use have always been tightly correlated. But this is just drawing a line through some data — it’s not based on any deep theory. And in fact, these correlations can change very quickly. Just as one example, here’s energy use versus GDP since 1949.
If you were sitting in 1970, you could look at this curve and claim, very confidently, that economic growth requires concomitant increases in energy use. And you’d be wrong. Because the trend is your friend til the bend at the end.
Embracing Asymmetrical Design
An Article by Ben NadelHumans love symmetry. We find symmetry to be very attractive. Our brains may even be hard-wired through evolution to process symmetrical data more efficiently. So, it's no surprise that, as designers, we try to build symmetry into our product interfaces and layouts. It makes them feel very pleasant to look at.
Unfortunately, data is not symmetrical…Once you release a product into "the real world", and users start to enter "real world data" into it, you immediately see that asymmetrical data, shoe-horned into a symmetrical design, can start to look terrible.
To fix this, we need to lean into an asymmetric reality. We need to embrace the fact that data is asymmetric and we need to design user interfaces that can expand and contract to work with the asymmetry, not against it. To borrow from Bruce Lee, we need to build user interfaces that act more like water:
“You must be shapeless, formless, like water. When you pour water in a cup, it becomes the cup. When you pour water in a bottle, it becomes the bottle. When you pour water in a teapot, it becomes the teapot. Water can drip and it can crash. Become like water my friend.” — Bruce Lee
Goodbye, Google
An Article by Douglas BowmanWithout a person at (or near) the helm who thoroughly understands the principles and elements of Design, a company eventually runs out of reasons for design decisions. With every new design decision, critics cry foul. Without conviction, doubt creeps in. Instincts fail. “Is this the right move?” When a company is filled with engineers, it turns to engineering to solve problems. Reduce each decision to a simple logic problem. Remove all subjectivity and just look at the data. Data in your favor? Ok, launch it. Data shows negative effects? Back to the drawing board. And that data eventually becomes a crutch for every decision, paralyzing the company and preventing it from making any daring design decisions.
Yes, it’s true that a team at Google couldn’t decide between two blues, so they’re testing 41 shades between each blue to see which one performs better. I had a recent debate over whether a border should be 3, 4 or 5 pixels wide, and was asked to prove my case. I can’t operate in an environment like that. I’ve grown tired of debating such minuscule design decisions. There are more exciting design problems in this world to tackle.
The Subtleties of Color
A Series by Robert SimmonThe use of color to display data is a solved problem, right? Just pick a palette from a drop-down menu (probably either a grayscale ramp or a rainbow), set start and end points, press “apply,” and you’re done. Although we all know it’s not that simple, that’s often how colors are chosen in the real world. As a result, many visualizations fail to represent the underlying data as well as they could.
Data Farming
A Research PaperMiners seek valuable nuggets of ore buried in the earth, but have no control over what is out there or how hard it is to extract the nuggets from their surroundings. ... Similarly, data miners seek to uncover valuable nuggets of information buried within massive amounts of data.
Farmers cultivate the land to maximize their yield. They manipulate the environment to their advantage using irrigation, pest control, crop rotation, fertilizer, and more. Small-scale designed experiments let them determine whether these treatments are effective. Similarly, data farmers manipulate simulation models to their advantage, using large-scale designed experimentation to grow data from their models in a manner that easily lets them extract useful information.
Several Short Sentences About Writing
Here, in short, is what I want to tell you.
Know what each sentence says,
What it doesn't say,
And what it implies.
Of these, the hardest is knowing what each sentence actually says.
Sonorisms V
Leave space between them for the things that words can't really say.
To suggest more than the words seem to allow.
Perhaps it renames the world.
The Anxiety of Sequence.
It was all change until the very last second.
The debris of someone else's thinking.
You'll never run out of noticings.
Names that announce the whatness of the world.
What were you trying to protect?
You were protecting the memory.
The tyranny of what exists.
Do any of them sound first?
It sets an echo in motion.
Try writing for the reader in yourself.
So call it "perfection enough".
Toward the name of the world—yours to discover.Both models are completely useless
In your head, you'll probably find two models for writing.
One is the familiar model taught in high school and college—a matter of outlines and drafts and transitions and topic sentences and argument.The other model is its antithesis—the way poets and novelists are often thought to write.
Words used to describe this second model include "genius", "inspiration", "flow", and "natural", sometimes even "organic".Both models are useless.
I should qualify that sentence.
Both models are completely useless.The shape of the sentence
You've been taught to overlook the character of the prose in front of you in order to get at its meaning.
You overlook the shape of the sentence itself for the meaning it contains,
Which means that while you were reading,
All those millions of words passed by
Without teaching you how to make sentences.The Anxiety of Sequence
Much of what's taught under the name of expository writing could be called "The Anxiety of Sequence."
Its premise is this:
To get where you're going, you have to begin in just the right place
And take the proper path,
Which depends on knowing where you plan to conclude.You can get anywhere from anywhere
And if you can get anywhere from anywhere,
You can start anywhere
And end anywhere.
There is no single necessary order.Significant everywhere
Writing isn't a conveyor belt bearing the reader to "the point" at the end of the piece, where the meaning will be revealed.
Good writing is significant everywhere,
Delightful everywhere.It was all change until the very last second
Every work of literature is the result of thousands and thousands of decisions.
Intricate, minute decisions—this word or that, here or where, now or later, again and again.
It's the living tissue of a writer's choices,
Not the fossil record of an ancient, inspired race.Attention requires a cunning passivity.
A renaming of the already named
A true metaphor is a swift and violent twisting of language,
A renaming of the already named.
It's meant to expire in a sudden flash of light
And to reveal—in that burst of illumination—
A correspondence that must be literally accurate.The debris of someone else's thinking
A cliché isn't just a familiar, overused saying.
It's the debris of someone else's thinking.How each sentence got that way
When the work is really complete, the writer knows how each sentence got that way.
This small internal quaver
Pay attention now:
No matter how much you know or learn about syntax, grammar, or rhetoric,
This small internal quaver, this inner disturbance,
Is the most useful evidence you'll ever get.
Someday, you'll be able to articulate what causes it.
But for now, what's important is to notice it.
Noticing is always the goal....the faint vertigo caused by an ambiguity you can't quite detect.
What matter is what it points to.
Find out what's causing it and fix it
Even if you're not sure how.The urge to be done
"Flow" is often a synonym for ignorance and laziness.
It's also a sign of haste, the urge to be done.Talking and writing
Talking is natural.
Writing is not.It may seem strange that the manual dexterity needed to hold a pencil—or use a keyboard—comes later than the lingual and mental dexterity needed to speak.
But it does.What were you trying to protect?
As the piece evolves, you try to protect those original, effusive sentences.
Only to realize, at last, that what you're writing won't come together until they've been removed or revised.What were you trying to protect?
The memory of the excitement you felt when those words "came to you."
(Where did they "come" from?)
You were protecting the memory
of the excitement of really concentrating,
of paying close attention to your thoughts and, perhaps, your sentences,
the excitement of feeling the galvanic link between language and thought.The discoveries you make in the making
Style is an expression of the interest you take in the making of every sentence.
It emerges, almost without intent, from your engagement with each sentence.
It's the discoveries you make in the making of the prose itself.Where ambiguity rules, there is no "style"—or anything else worth having.
Pursue clarity instead.
In the pursuit of clarity, style reveals itself.The virtue of already existing
It can be overwhelming—the inertia of the paragraphs and pages you've already composed, the sentences you've already written,
No matter how rough they are.Whether you love what you've written or not,
Those sentences have the virtue of already existing,
Which makes them better than sentences that don't exist.
Or so it seems.Composition and revision
Revise at the point of composition.
Compose at the point of revision.
Think of composition and revision as the same thing.Squander your material
Squander your material.
Don't ration it, saving the best for last.
You don't know what the best is.
Or the last.Do any of them sound first?
Just try out some sentences.
Lots of them.
See how they sound.
Do any of them sound first?You're holding an audition.
Many sentences will try out.
One gets the part.We have testimony
Proof is for mathematicians.
Logic is for philosophers.
We have testimony.When you're interested in what you're working on
It's never hard to work when you're interested in what you're working on.
But what if you hate what you're working on?
It helps to examine the content of your loathing.
What is it you hate?The work selects its audience
Imagine a cellist playing one of Bach's solo suites.
Does he consider his audience?
(Did Bach, for that matter?)
Does he play the suit differently to audiences
Of different incomes and educations and social backgrounds?
No. The work selects its audience.