A professor of mine recently criticized some graphs I submitted on a paper and handed me a book by Edward Tufte called The Visual Display of Quantitative Information. It shreds on graphs made in order to show four numbers, or obvious flaws in design giving misleading impressions of numbers.

He talks about the misconception that graphics lie. Of course some do, but his attitude encapsulates well what I think is great about visualization – good representations convey understanding. Graphics can be the most effective way to get a handle on data, or a trend, and they should reveal what underlies the numbers. But in a world of Excel and every insignificant and meaningless piece interrelationship being plotted in an impressive-looking format, it’s easy to forget this.

A quote I heard recently in my Scientific Visualization course (thanks, Thomas!) puts it well:

Visualize to inform, not to impress. If you really inform, you will impress. – Fred Brooks. SIGGRAPH 2003

Although a child can understand a time series, it wasn’t until a couple hundred years ago that they were actually used, as Tufte points out, but its power to convey is obvious. Similarly, just from glancing at a map like this one from the census bureau, one can almost instantly understand the distribution of income across the United States – literally tens of thousands of pieces of data.

A US Census Bureau graphic depicting the income of the 3000+ counties of the United States.

A US Census Bureau graphic depicting the income of the 3000+ counties of the United States.

In this vein of conveying understanding, I remember several years ago now watching a TED Talk that immediately captivated me with visualization. Hans Rosling talks about how often when we see the rows about rows and tables upon tables of the massive amounts of census data, not only do our eyes glaze over but it becomes very difficult to keep it all in one’s head at any one time. Visualizing the data is thus a key tool for gaining the insight we seek.

The book is full of tremendous insight about how ink should be used as efficiently as possible (within reason – Tufte is quick to emphasize this point) and that the human eye has a great capacity for handling dense data sets if presented efficiently. It is an entirely necessary resource for anyone who intends to pursue any science, nay, anyone intends to pursue any discipline dealing with numbers.

He has several other books, all of which I intend to read as I was virtually unable to put down the book; I was constantly floored by the myriad examples of strong and weak graphics alike. He also published a book by his mother that I happened to encounter recently via Cool Tools.

I’ll close with a brief excerpt from his book with which I was taken:

Words and pictures belong together. Viewers need the help that words can provide. Words on graphics are data-ink, making effective use of the space freed up by erasing redundant and non-data-ink. It is nearly always helpful to write little messages on the plotting field to explain the data, to label outliers and interesting data points, to write equations and sometimes table son the graphic itself, and to integrate the caption and legend into the design so that the eye is not required to dart back and fort between textual material and the graphic.

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How to Ensure Failure

Manhole Fail

Why are manhole covers round?

I was reading an interesting piece recently about survivor bias. It was a book (I’ll try to find it again in the library) talking about building strong companies and they presented a criticism of other such books: that they only tell you what strong companies do. It’s equally important to understand the reason for failure among companies that flounder. They gave a very tangible and compelling example:

During World War II, the Royal Air Force would send planes out on missions and some would return home and some would not. They noticed that of those that made it back, bullet holes were concentrated on certain regions (like the wings and rear gunner positions). Seeing as reinforcing against bullets was costly and also added a lot of weight to the planes, they came up with a perfectly-reasonable-sounding idea – let’s just reinforce the areas that seem to get hit most. They followed through with this inspired idea but found that they did not see any improvement in the rate of planes that returned home.

What they should have done, as this book points out, is to reinforce the places that didn’t seem to get hit on the planes that return. That’s because that’s precisely where the planes that didn’t make it back were hit, and they were seeing a sort of negative filter of the weakest points on the aircraft. Survivor bias – a systematic skewing of data based on patterns in groups from which you gather your data. In some sense, talking about what’s great about successful companies is committing the same mistake.

I am a big believe in `lessons-learned.’ After a project, it’s good to reflect on it, and think about what you’d change. What worked well, and equally importantly, what did not. Similarly, I encourage people to report negative results in their work, as they are sometimes just as useful.

In terms of ensuring failure, I’ve been taking note of a lot of things in the management of this project (the instantiation of this school) that I would change. If you want to make your life more difficult, here are some things you might try:

  1. Keep No Real Records – What we see when we go to the housing office is a couple of guys sitting at a solitary computer and a man with a cell phone and sticky notes sitting at a table. We tell this guy what’s wrong with our apartments, or what we’d like to know, and so forth, and he writes this down on a sticky note. I’ve been asked over a dozen time for my email address by the housing office alone, and I’ve had to explain to them as many times that I don’t have a cell phone. And yet, when developments occur, they try to contact me by phone.

    It’s an endless game of “telephone” where over successive conveyances of information, the message becomes utter garbage. My friend Ben has had his dishwasher checked 4 times by housing maintenance, but it’s his washing machine that’s broken. At the point of collection, make widely-accessible notes of the issues. Better yet would be to allow students to describe in writing their problems directly. (This is especially important when accents are often so thick as to be unintelligible.) It’s almost as if there were dozens of commercial and free tools out there.

  2. Don’t Use Your Products – I swear that our toilet paper dispensers were designed by people who don’t use toilet paper, and our faucets by people who don’t use water faucets. With respect to the faucets, the area of activation for the soap dispenser is a superset of the area of activation for the water, meaning you can’t get access to water to rinse your hands without having more soap applied. There are more examples, I’m sure.
  3. Foster Resentment – Treat your clients like incompetents and infantilize them at every step. When they ask for assistance, give it to them in the most inconvenient way possible.
    I’ve been moved twice since on campus, and each time they’ve given me a 30-minute window from the time I bring up the problem. I have since learned to pack all my belongings in about 15 minutes, but it’s not how I’d like to be treated. Our campus recently hosted 60+ leaders of various nations as part of the inauguration and other VIPs totaling 3,500. There was no room made for the student body one tenth that size. I was sure that the reason for this was the security concerns, until the night of the event they realized they wouldn’t fill the space and sent out buses to campus to round up random people to stand in for the event. It sends a clear message about who this event was for. Even now, some of us have been moved into the maid’s quarters of houses on campus; these serve as a bedroom – 30 square feet all to yourself.

I didn’t mean for this to turn into a rant, but I meant rather to illustrate some organizational observations. Tying this back to the picture at the top, it’s a question commonly asked at interviews (from PhD programs to Microsoft) – why are manhole covers round? It’s because otherwise hard hats would have to be a lot harder. If it’s square (like this one on KAUST campus), the 100+ pound plate can fall down the manhole itself.

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Bad-Code-Free Zone

A little over a month ago, I walked into to my brand new job – an internship at ReadyTalk. Down a corridor, and there’s a wall covered with dry-erase boards, with the phrase “Bad-Code-Free Zone.” At first, I thought this was meant to be a sort of inspirational semi-strict policy / challenge to / for developers until about a week later, a jokester erased to the “Bad,” leaving us all to imagine a “Code-Free Zone.”

A few days later, a “C” disappeared, leaving us without odes of any kind – “ode-Free Zone.”

Days later, “Diode-Free Zone,” with the accompanying symbol for a diode with a large “NO!” written next to it. Now, as I get up to go to the bathroom, I’m left thinking about a “Lymph Node-Free Zone.”

You know, I never much cared for lymph.

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