u/FriendFit4309

Quick update on [BioStat Quest](https://biostatquest.com) — case-based biostatistics trainer with FSRS-6 spaced repetition. I shipped the full Pro pillar set this week and wanted to put it in front of people who'd actually use it.

What's free vs Pro                                                                                             

Free tier covers the foundational arc of every branch (~3 cases per branch), the FSRS-6 scheduler, layer-1 hints, AI tutor (5 questions/week), 2 timed exams per month, top-3 misconception ledger.                

Pro adds: full catalog (50+ cases, 1,000+ questions), unlimited AI tutor, full hint ladder, unlimited exam mode with branch-level breakdown, the printable Statement of Competency, and the full per-tag misconception drill-down with practice routing.                                                                                  

Open beta caveat: payment processor activation is still in review, so signed-in users get all Pro features for free right now. Paid plans launch shortly — monthly $9 / yearly $60. Early-beta users get a launch discount.                                                                                                          

  ---      

What actually shipped this week                                                                                

  1. AI tutor as a real chat. Visible message thread, scoped to one question at a time, refuses off-topic. Quick re-asks for "explain simpler", "give an example", "show the formula". Each turn is single-shot server-side (no multi-turn context = no jailbreak surface), but the client accumulates the thread for visibility. Free quota: 5/week. Pro: unlimited.
  2. Statement of Competency with public verification. Print-ready PDF (browser print dialog → save as PDF). Each statement has a unique Doc ID (FNV-1a hash of email + ISO date + per-tier counts). When you generate a statement, the client posts an idempotent record server-side. Anyone can verify it at `biostatquest.com/verify` — paste the Doc ID + issuer's email and the endpoint confirms authenticity (returns "Verified · issued by [initials] on [date], covering N branches"). Same response shape for "not found" and "wrong email", so existence isn't disclosed.                                                 
  3. 3-layer hint ladder. Layer 1 (orienting nudge) is free for everyone. Pro unlocks Layer 2 (names the structural component you're missing) and Layer 3 (partial walkthrough). The hint panel shows L1/L2/L3 dots so you can see the curriculum at a glance.                                                                         
  4. Misconception ledger → practice queue. The ledger tracks the patterns in your wrong answers (the question's authored misconception tag matches the distractor you picked). New: each tag now surfaces the cases that contain questions targeting that misconception — click to jump straight into focused practice instead of just reading "you fell for X".

Happy to take feedback. Particularly interested in:     

- Which Pro feature would matter most for your workflow?

  - Anything in the verify flow that feels off?                                                                      

  - Methods/cases you'd like to see added to the bank.   

https://preview.redd.it/s1had06l04zg1.png?width=3200&format=png&auto=webp&s=697a0f4bae8e6cf994ee368502c312af698bfb3f

reddit.com
u/FriendFit4309 — 19 days ago
▲ 68 r/biostatistics+1 crossposts

I'm a biostats researcher, and every few years I'd notice the same pattern in myself and in people I taught: you learn this stuff once for an exam or a paper, then six months later you can't remember which test handles paired ordinal data, or what a confidence interval actually means vs. what you tell yourself it means.

So I built BioStat Quest — a case-based trainer that runs on spaced repetition. 50 cases, each wrapped around a realistic scenario (an ER triage audit, a clinical trial, a genetics study), with ~20 questions per case that drill the concept from different angles. When you get something wrong — or even when you get it right but shakily — the scheduler (FSRS-6, the same algorithm Anki uses) decides when to show it to you again.

Fast-forward a few weeks and the things you actually struggle with show up more often than the things you know cold.

What's different from most stats courses / YouTube series:

- It's active, not passive. You're answering board-style MCQs, not watching.

- It tracks your forgetting curve, not a fixed syllabus.

- Every wrong answer opens a "deep dive" that explains the concept, not just the right letter.

Who it's for: residents, MPH students, early-career researchers, anyone who needs biostats to stick.

Free, no signup required to play the first handful of cases. It runs in the browser — no install.

https://biostatquest.com

https://preview.redd.it/l3nnwfayu6wg1.png?width=1632&format=png&auto=webp&s=bc4802d1413a737bce04f036e5c400932855e697

I'd love feedback, especially on question quality and places where the explanations are unclear. There's a report button on every question.

reddit.com
u/FriendFit4309 — 27 days ago