Career Programs
People starting out, or coming from another field, who want the foundations in both working languages before choosing a specialism.
If none of these are familiar, this is probably not the right program, and the call will tell you that faster than the page will.
This is a real session, not a promotional cut. Modeling and App Development runs live alongside the program.
Not a reading list. Each phase carries the skills you work on, what exists at the end of it, and what you can do by then.
Start where most job postings start, on data you actually care about.
In these weeksLoad a season of data, clean it, and answer a question about it that nobody handed you the answer to.
The second language, because sports analytics runs on both and picking a side this early is a mistake.
In these weeksWork in whichever of the two languages the task actually suits, and say why you chose it.
Turning coursework into the one thing a reader will actually open.
In these weeksShow someone your work and explain what you would do differently if you started it again.
Dates are not set yet. The waitlist is where they are announced, and it is one message when they land.
Join the waitlistEvery one of these is drawn from a model you write yourself, on data you choose. Scroll and they build themselves, which is roughly what it feels like the first time your own one works.
Pick your sport. The methods are the same underneath: a model, honest evaluation, and a chart that makes one point. The sport is what makes you care enough to finish it.
Located pitches with break tails, plus horizontal against induced vertical break by pitch type.
Velocities and break values are illustrative, in the ranges these pitch types actually live in. No real pitcher, team or game.
Expected points per shot over a half court, with a five-touch possession drawn on top.
Shot volumes and percentages are illustrative. The shape is the real argument: a corner three beats a long two on value, not on vibes.
Open-play xG as a logistic in goal angle and log distance, under a passing network sized by touches.
Positions, touch counts and pass volumes are illustrative. Pitch and penalty-area dimensions are the real ones.
Routes drawn at real depths off the line, beside a win probability line across one drive.
The drive and its probabilities are invented. Route depths are the ones these routes are actually run at.
Two-sigma dispersion ellipses from a bivariate normal, the same object as a golfer's shot cone.
Placement means, spreads and shares are illustrative. Court and service-box dimensions are the real ones.
A sprint model integrated in the browser: force, a falling top speed, and drag, with 100 meter splits read off the curve.
An illustrative runner, not a real performance. The split pattern is the one a well-run 400 produces.
AI coaching is built into the practice sessions. The coach takes the stakeholder's part, and you work the problem in whatever medium the question actually calls for.
What that means literally: AI coaching built into practice sessions, stakeholder simulation where you present to a general manager and defend a decision to a director, and no-code visual builds alongside code builds, because plenty of the work is a sketch or a plan rather than a script.
AI as copilot, not autopilot. We teach you to direct the machine and defend the output. The part that is scarce is not producing an answer; it is knowing whether the answer is right and being able to say why in a room that will push back.
Between the live sessions and the mentor calls, this is where the repetition happens. Not a quiz: the world is generated from the course's own code and data.
Interactive practice worlds built from each course's own code, data and recordings. Every quantity computed live from the source data, every instructor quotation verified against the recording, and no exercise published unless its reference solution runs and passes its own tests.
Named because they are the roles the skills above are used in, not because we are promising you one of them.
These are the roles the work in this program is used in. We describe what you build and what you can do with it, and we do not promise a job, a placement, or an interview.
The part most programs describe and never show. Here is how it actually runs, and the kind of question it runs on.
Practice runs in a timed provisioned environment, the same one the sessions run in. You get a real task and a clock, not a quiz. The session is recorded, and the review afterwards is about the reasoning you showed rather than whether you reached the expected answer.
Scenarios are written the way the question actually arrivesThe practice sessions are the part people underestimate and then say was the reason it worked. They are in this program from the first week.
Join the waitlistSports is the hook, and the on-ramp to all of it. Cleaning real data, answering a question honestly, and explaining it to someone who does not code is the foundation every one of the paths below is built on.
One-to-one mentor sessions on your own work, fortnightly through the taught weeks and weekly through the capstone. Simulated technical interviews, recorded and reviewed. Front-office presentation practice, where a recommendation meets a room that pushes back. The Film Room once a month, alternating portfolio teardowns and interview preparation from the hiring side. See The Film Room
Modeling and App Development is the live track running alongside the program, so the weekly sessions and the game plan are pulling in the same direction rather than competing for your evenings.
This program is a defined credential pathway culminating in a verifiable digital badge issued through Credly, a Pearson company. We provide completion records. We are not a degree-granting or accrediting institution. If a formal credential is a requirement for you, this complements an accredited pathway rather than replacing it.
This program is not open yet. The waitlist is the only place we announce dates, and it is one message when they land.
We will write once, when this program opens, with the dates and the application. No other list, no other mail.
Form not loading? Email [email protected] with the program name in the subject and we will add you by hand.
Every live room, the recordings, the code, and the environment, behind one door.
Join the MasterclassSit in on a live session. It is the fastest way to judge any of this.