Treadmill progress, 2023

Data analyst wannabe runs 5K

Collage of treadmill results showing run distance, time, and calories burned

I’ve been going on a treadmill for almost a year now. I took a picture of my results every time, and now I put everything into graphs to see if I improved at all. I’m not a hardcore runner, it’s mostly just to burn calories or get my blood pumped. My best record is 5K in about 27 minutes. Not bad, but not outstanding.

Data was sourced from the treadmill itself. I got a smartwatch halfway through the year, but decided to stick with the treadmill’s measurements for consistency.

Quantitative progress

Each graph has two data sets, shown by blue squares and orange diamonds. Blue squares use the left axis, orange diamonds use the right axis. Blue squares represent absolute data (distance, calories) and orange diamonds represent rates (speed, calories per hour).

Distance and speed

Scatterplot showing treadmill distance and speed

Honestly, I thought I would be running longer distances over time. But there’s a lot of days where I didn’t run for very long. It could have been a lack of discipline or stomach cramps, I don’t know. The data from February and March show a generally improving trend, but my distance swings wildly from July to October. After the second gap, I changed strategies from long distance running to aiming for 5K under 25 minutes. That explains the sudden rise in rates.

Calories and caloric rate

Scatterplot showing treadmill calories burned and caloric rate

The calories graph almost perfectly matches the distance and speed one.

Time

Scatterplot showing treadmill run time

Again, the data is consistent.

Qualitative progress

Here’s a few things I can say qualitatively:

I’m not sure or not if I improved, but at least I showed a bit of discipline through running. I somehow managed to do it over 30 times in a year, which is a new record for me. I hope I continue in 2024 and maybe actually improve. At least their should be a health benefit that I can’t show through numbers.