Monday, December 14, 2015

Stay out of court and save millions with WIP limits!

Last time, I wrote about the concept of technical debt for scientific work. The most important example of this is poor lab notebook practices—It’s the Mother of All Technical Debt. Cutting corners on notebook keeping is easy, saves time, and doesn’t cause immediate problems. What’s not to like? For starters, how about any of the following:

  • Your work won’t be repeatable by others. That could be a company employee you’ll never meet, but it could also be your future self.
  • There's a risk of having the company’s patent invalided in the event of a court challenge. If that happens, millions in profits go out the window — along with your job!
  • Being unable to write an adequate patent or journal publication because key experimental details are unclear or missing.
  • Opportunities for learning and synergy with colleagues past, present, and future simply vanish because the SECI knowledge spiral is interrupted.
Here’s a pithy restatement of that from Adam Savage of Mythbusters fame: “Remember kids, the only difference between science and screwing around is writing it down.”
Clearly there’s much more downside risk than upside gain. But if that’s true, why do so many otherwise stellar researchers perpetually struggle with this issue?
A Slippery Problem
There’s two main reasons for this perpetual bugbear. First, keeping a good lab notebook (LNB) really is a nuisance. Most of the notebook’s utility is for other people in the murky future. There’s little short term benefit to the researcher despite all those huge downside risks in the long term. Under these circumstances, it’s human nature to cut a few corners. We tend to discount the impact of future events, no matter how negative. Today’s work seems much more important because it’s in front of us right now. The inhabitants of a distant future won’t help you get things done today.
Secondly, there’s always pressure to be as productive as possible. Filling your fume hood with as many reactions as it can hold seems like a good way to do this—until it comes time to finish those experiments and write them up. Take a look at the figure below. The balls at the top represent our work in progress, and the balls at the bottom are finished tasks. It’s easy to see that our capacity to start tasks easily outstrips our ability to finish them.

This is why we say stop starting and start finishing. You can become more productive by widening the spout at the end of the funnel, but that's pretty difficult. Cramming more items into the top is much easier, but it still isn’t the way to go. That creates excessive multitasking which hobbles productivity and diverts attention from what really matters.
Only Human
In their book Switch, Chip and Dan Heath relate a story from W. Edwards Demming about a company plagued by a rash of small fires in its factory. Most of them didn't cause much damage, but eventually one surely would. The company president's solution was to send an all-hands letter urging employees to please set fewer fires. I’m guessing it didn’t help. Nobody actually wants to set fires in their workplace, so the real problem was not with the people, but their environment. Change the environment and behavior will follow. 
Poor LNB practices are just like those fires. Most of them are small and cause minimal damage. While the chances are very low that any random fire will grow out of control, it's only a matter of time before one of them will. For lab notebooks, that means a conflagration of liability, headache, and lost time. Just like wearing your seat belt, it’s not the odds but the stakes that matter.
Unfortunately, what’s the usual approach used to prod scientists into keeping a better notebook? More of the same: Send an all-hands email asking everyone to please keep a better notebook. It’s not effective because the real problem was overlooked. Begging and pleading won’t change human nature. Neither will a carrot and stick approach. But what about the researchers’ work environment? Could something be influencing them to neglect their notebooks? Could it be tweaked for the better?
Change your WIP, change your life
Limiting your work in progress (WIP) is a pillar of Agile practices, but in the absence of an Agile mindset, most people operate as if WIP limits don’t exist. Like it or not, we all have one even if we're not aware of it. If we exceed our natural WIP limit, we get less work done because costs of task switching strangle our time and attention. It leads to a downward spiral of time scarcity and poor decision making. See Sendhil Mullainathan and Eldar Shafir’s excellent Scarcity for further reading. But how do WIP limits encourage better notebook keeping practices? The answer is that they don’t work directly on the problem, but rather on the environment. Appropriate WIP limits reduce the sense of overwhelm and time scarcity, encouraging researchers to focus on important but not urgent tasks like good LNB practices.
Appropriate WIP limit acts like a flow regulator for your work. Now our funnel looks like this:
As C. S. Lewis said, “It’s not the load that breaks you down. It’s the way you carry it.” Because of this, it’s ironic that productivity tends to increase under these conditions. In time, the scientists discover the biggest winners are themselves. Their own well-written notebook entries from the past help them with current work, including composition of journal articles that boost their reputation and career. These benefits don’t just add up over time — they compound! Researchers truly own the solution and become enthusiastic about it. No longer is keeping a good notebook a nuisance to be avoided. Not when they have proof that it’s a sound investment in themselves. And don’t forget about the company itself. Executives and the legal department can breathe a sigh of relief too.
Conclusion
Technical debt will always be a problem, but it makes sense to go after the biggest items first. Good notebooks are the cornerstone of good science. The risks are too great to ignore, but we can’t ignore human nature in our search for an effective solution. It’s tempting to conclude that there’s a trade-off between productivity and quality, but good WIP limits are a tweak to our work environment that lets us have both. Try it out for yourself and you won’t be disappointed!

No comments:

Post a Comment