jmnio
✳ Say hello

DATA · LEARNING · CURIOSITY

Hi, I'm
John Michael.✳

I turn complex information into
clear insights and meaningful learning.

Take a look around
Currently

Exploring data & AI

Background

Instructional design · CAPM®

Always

Asking one more question

Glad you found this corner.

I'm an instructional designer with a growing love for data, AI, and the way people learn.

Also: soccer, good questions,
and connecting unlikely dots.

Toronto, Canada
𝕏
A little more about me
✳

Selected work

08
All projects

Following the questions.
Finding the patterns.

From messy datasets to meaningful stories.
A few things I've been working through.

01Exploratory analysis

What shapes a student’s performance?

Exploring the relationship between daily habits and exam scores across 1,000 simulated student records.

Pythonpandasmatplotlib
Explore the case study
02Exploratory analysis

When the data doesn’t tell a story.

Exploring churn, questioning patterns, and knowing when a synthetic dataset has little to say.

Pythonpandasmatplotlib
Make a prediction & explore
03Exploratory analysis

120 years of going for gold.

Participation, representation, and the people behind 70,000 Olympic athlete-event records.

Pythonpandasmatplotlib
Explore the case study
Explore all 8 projects
✳

Playground

02
a little memory, a little maths ↙

A little less scrolling.
A little more playing.

Two small experiments for your brain.
No downloads. Just curiosity.

01 · A GROWING MEMORY CHALLENGE

Memory Pairs.

One number, then two, then a little twist. Remember the sequence, follow the changing rules, and see how far your memory takes you.

Let’s remember THREE DIFFICULTIES · NEW RULES AS YOU PROGRESS
02 · A FLYING MATHS GAME

Flappy Figures.

A little coordination. A little calculation. Guide one curious bird through the right answer—and see how far you can fly.

Let’s fly SPACE, CLICK, OR TAP · NO DOWNLOAD NEEDED

ARTICLES / 01

All articles ↗

PROBABILITY · JMNIO MATH

23 people. One surprisingly likely coincidence.

The birthday paradox, the hidden power of pairs, and the puzzle that started jmnio math.

Read the story ↗
✳

Good questions make better work.
I'm here to keep asking them.