Elsie Lee-Robbins, April 2022

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A visualization of the design elements of Amanda Rach Lee’s bullet journal over five years from 2017 to 2021, showing the consistency of some features, the parts that got discontinued, and the new sections that were added over the years.

A visualization of five years of Amanda Rach Lee’s bullet journal

Bullet journaling is a style of journaling where you start with an empty dot grid notebook, and fill it with different pages that you create yourself. Amanda Rach Lee is a bullet journal YouTuber who posts a monthly “Plan With Me” video, taking us along for the ride as she creates her bullet journal. In honor of 2022 marking 5 years of bullet journaling, I decided to make a data visualization of all her bullet journal spreads. As the bullet journal system is designed to be flexible and adapt to whatever you personally need, the spreads change and evolve as her life progresses from focusing on youtube videos at 16 to running her own business with product launches at 21.

What’s bullet journaling and who is Amanda Rach Lee?

Instead of a pre-made planner that has a set amount of space for each month and day, bullet journals are flexible and you can customize it to include space for what you want and to leave out what you don’t want. There are suggested spreads from the original creator, Ryder Carroll, such as a “Yearly log,” a “Monthly log,” and a “Daily log”. It’s versatile, so that you only include things that you need. If you want an area to write down something you’re grateful for every day, you can include it! If you want to track every workout that you do, you can make space for that too. If you’re going to be on vacation for a whole month and don’t need your bullet journal, you can pick up the next month with no wasted blank pages.

Every year, Amanda does a flip through of her bullet journal for the past year and in 2021 she mentioned that she stopped making a Mood Tracker, which really surprised me, as it was always a part of her monthly set up. That made me wonder — has it really been as permanent of a fixture as I had remembered it to be? What other spreads have evolved over the years — either stopping commonly used spreads or starting new spreads that become regulars?

Four screenshots of Amanda Rach Lee’s bullet journal from June 2020 to illustrate examples of a quote page, cover page, calendar spread, habit tracker, mood tracker, and playlist spread.

Four screenshots of Amanda Rach Lee’s bullet journal from June 2020 to illustrate examples of a quote page, cover page, calendar spread, habit tracker, mood tracker, and playlist spread.

Here’s an example of Amanda’s monthly set up for June 2020 — a bright 1950s diner theme. On page 1 there’s a quote page and on page 2 there’s the cover page, which is basically a decorative page with the name of the month on it. On pages 3 and 4 there’s a calendar that takes up the whole spread (two page facing each other). On page 4 there’s a habit tracker to track habits throughout the month, on page 5 there’s a mood tracker, which tracks her mood every day of the month. The habit tracker and the mood tracker are almost always placed together on the same spread. On pages 6 and 7 there’s a playlist spread of her favorite songs of the month.

The Data Visualization

A visualization of Amanda Rach Lee's bullet journal over five years. Additional insights not mentioned in text: Amanda starts with the original monthly log from Ryder Carroll. The longest monthly set up is 12 pages in June 2018 and the shortests are 5 and 4 pages in Feb 2020 and Feb 2021 when Amanda takes youtube breaks. Amanda starts to use dutch doors in her monthly set ups in 2020 and 2021. Finally, there's always a Christmas page in December!

A visualization of five years of Amanda Rach Lee’s bullet journal.

My visualization shows the progression of AmandaRachLee’s bullet journal over 5 years. On the x-axis is time, with January of 2017 all the way on the left and December of 2021 all the way on the right. On the y-axis is the chronological order of the pages in her bullet journal, with each page three dots tall. Each element is color coded and there are annotations surrounding it explaining different parts.

I found that the mood tracker was a fixture of the bullet journal, but was not as constant as I thought, as it was missing from Feb 2020, Aug 2020, and Oct 2020 as well as half the months in 2021. The habit tracker was a permanent feature, included in all 60 months! The only other permanent feature was the cover page, which is always on the right side of the first spread. The next most common element was a calendar, though Amanda has played around with the format, usually having it take up the second spread, but sometimes moving it to the first page in 2020 and 2021.

Some spreads were abandoned — the expense tracker was started in January 2017 and went until July 2018. Other spreads started later but became regulars — the playlist started in March 2019 and is still used now. The favorite habit trackers and mood trackers also have evolved over time. Amanda has experimented with line graphs, calendar stamps, daily icons, and different ways of encoding (color, length, shape). Her life has also evolved in these five years. In 2017, she worked on her ARL brand by brainstorming youtube video ideas; by 2021, most planning for her business has been moved to Notion and she’s announcing product launches.

The Process and Reflections

I started by manually collecting the data from each of her youtube videos (five years in total), and recording the year, month, what the section was, how much of a page it took up, and any random notes. Luckily for me, Amanda has a “flip through” at the end of her videos, so I could skip to the end and see a quick summary of what the entire month was. I ended up just focusing on the Monthly spreads, rather than her Yearly spreads or Weekly spreads. Then, I sketched out the first year of data as a proof of concept to see how it would look and to get a feel of how big my dimensions needed to be.

A messy sketch of the first year of the data, with some thumbnails of overall layout sketches and some design detail options.

My test sketch for the first year of the data, note that the x and y axes are flipped from the final version.

Once I was convinced that it would be worth creating, I set out to manually draw the data points into my bullet journal (I thought it was a fitting context). I had to tape in a third page in order for all five years to fit! I added color coding for each of the different features so you could track them over time and I stylistically rounded some of the corners to make the continuity more obvious. Finally I added some annotations around the outside to give more context and point out (what I think are) interesting insights.

I’d change a few things if I were to make this over again. Having the y-axis as chronological pages makes it more interesting for me to see (e.g. the differences in where the calendar ends up), but it really does make it harder to read and see continuous trends that aren’t related to chronological placement (e.g. there’s always a habit tracker). I would probably remake this into more of a conventional stream graph/stacked area chart. Unfortunately, once you start hand drawing a data visualization and have sunk hours into it, it’s very hard to change your mind about those decisions, as you would have to start all over again. Making decisions about colors and labels are also pretty permanent, and I would have changed those as well.

I had a lot of fun creating this! I’ve created bullet journal data visualizations before that were smaller, but hand drawing is more of a process in bigger projects like these. The visualization turned out to be packed with a lot of information and I’ve pointed out my favorite parts. Let me know what other insights you see in it!


Shoutout to Frank Elavsky for the help on creating better alt text for my images!