Welcome to another rousing article on how to not be a jackass when running a business! Today we are talking about the curses of statistics applying to business metrics.
How do we define metrics? Well, here's my off-the-cuff definition:
Metrics are data points used to derive some sort of insight into a business process to drive conclusions or outcomes of any kind. These manifest as Key Performance Indicators, Objectives and Key Results, spreadsheets, graphs, financial reports, monitoring charts, or anything that can be used to aggregate data into something visual to then be consumed by leadership or other interested and/or accountable parties.
Okay, well, that's a little long with a ton of business crap in it, but it's accurate. In short: metrics are anything that makes pretty graphs so you can see things happen. Metrics in their own right are not bad. Honestly, they're usually pretty cool! Everyone likes to see "line go up" (unless we're talking about HTTP error rates on a website)! But, they can hide all sorts of nuance and detail that can rot out a business or its people or its systems from the inside, even when the graph says everything is hunky-dory. We're going to talk about a few key concepts of why this happens, and how to avoid it, and why it's such a major pet peeve of mine. And as usual, to help organize my thoughts, we're going to start with a basic table of contents.
Section A: The Phrase "Lies, Damned Lies, and Statistics"
Section B: Goodhart's Law and the Perversion of Metrics
Section C: Video Games and the Ideal State of Metrics
I will try to keep this interesting for my less business-y inclined readership through my usual wit, which usually involves calling middle manager types a bunch of things you can't say on LinkedIn. And pictures.
The Phrase "Lies, Damned Lies, and Statistics"
Required Reading: https://journalofethics.ama-assn.org/article/median-isnt-message/2013-01
Numbers in their own right are insufficient to draw conclusions. Typically, these statistical elements play into making the numbers turn into some kind of conclusion:
- A baseline
- Year-over-year / Month-over-month / X-over-x comparisons
- Trendlines
- Anomaly detection (e.g. sharp spikes or dips)
- Context (the most difficult one!)
These all assist with getting good conclusions out of the datasets you are visualizing, and they're all valid in what they're good at, but they don't address these major issues:
- Structural issues with the data
- Accidental inclusions or exclusions of load bearing data points
- The actual conclusions themselves
- The biases and objectives of the statistician themselves (Please don't call me woke. This happens all the fucking time.)
- The deadly sin of assuming correlation equals causation.
And what happens when your pretty charts fall victim to the above?
- The root cause of trends is never identified.
- The data points are gamed or manipulated based on weaknesses in the metrics, poisoning the conclusions.
- Corrective action fails to rectify any issue identified in the charts, or has utterly the opposite effect.
- Any positive conclusion from the charts may be a false sense of security.
- You'll probably get fired because you fucked up.
Statisticians (of which I do not claim to be) call these "Confounding Variables" and/or "Lurking Variables", or basically "your metrics / stats suck because outside influences you didn't properly account for led to conclusions that were incorrect". If you want a punchier example, consider an example from Discover Magazine: Hot weather causes both ice cream sales (you eat ice cream to cool off) and drownings (you jump in a lake or river to cool off) to go up, but if you didn't realize hot weather existed or people's innate tendencies to cool off in hot weather, you might conclude that ice cream leads to drowning, and everyone would point and laugh as you try to point to your chart that tries to argue that position. And then you get fired.
Goodhart's Law and the Perversion of Metrics
Required Reading: https://en.wikipedia.org/wiki/Goodhart%27s_law
Numbers, bar charts, graphs, and other products of metrics and statistics are a simplification of underlying datasets to drive better understanding of those datasets, at their core. This, in itself, is not evil. Example time!
You have 1,000,000 web requests in a log file and you'd like a distribution of requests by IP and you write a shell command to awk out the IP and pipe that to a pretty bar chart and it is spit out and you determine one asshole from Egypt is absolutely destroying your services. Nothing about this is evil in its own right. Rifling through a million logs sucks. A chart makes it easy to draw conclusions from the dataset. And you banish that guy from Egypt to the void. Well done, pats all around. In this specific example in a vacuum, you've probably made the right call, and I'm not going to sit here and go "But wait! He was actually cool!". Because not in every case does the chart lie. But, in some cases the chart can lie, and can even mislead you to nuking someone actually innocent, or doing other bad things. So let's do a more interesting example!
You are an IT Service Director for BigCorp. You have 50 support technicians organized by juniors, seniors, leads, and managers at your disposal. You run a help desk which processes 10,000 tickets a month from multiple channels: phone, email, in-person, etc. You are judged on your various service metrics, or Key Performance Indicators (KPIs): SLA met percentage, CSAT scores, closed ticket count, and so on. As the director, you are responsible for keeping these metrics in order. You don't do the tickets yourself, but you are accountable for their completion and the smooth running of the help desk. And, being the shrewd director you are, you make a nice dashboard for yourself and upper management to pore over using live help desk data, and you start putting pressure on the managers to pressure the leads into pressuring the frontline workers to start increasing the good metrics and reducing the bad metrics so you can report progress to upper management and get your well deserved yearly bonus. This scenario is extremely common and can apply to any sort of service organization in a large company, but IT help desks I know all too well, and I suspect some of my readers do too, and the above shouldn't sound all that crazy for anyone who has worked in a knowledge worker environment for more than three months. And those who read the first section probably know what's coming.
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