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CrunchTutor Signature • Live • Curated match • US-based

Live coaching. Curated match. Verified outcomes.

US-based coaches from top universities — fast start, same-coach continuity.

Stanford MIT Berkeley UCLA UT Austin Rice
  • Live sessions + tailored plan (not recordings)
  • Hands-on work + instructor evaluation summary (PDF)
  • Earned certificate + optional recommendation (only when earned)

Not an async course platform.

Signature is a premium coaching match: live instruction, personalization, and accountability — outcomes based on observed work.

🔒 After you start, you can join our private parent–student community (hundreds of families & coaches).

Recommendations are not guaranteed. Affiliations reflect individual educational backgrounds only; CrunchTutor is not affiliated with or endorsed by any university.

Integrity-first: We teach and guide. We do not complete exams or graded assessments.

Request a coach match

Private request. Quick response.

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We confirm scope + availability, then share the fee for approval before starting.

Mentor-verified outcomes (earned)

Outcomes are based on observed work — not auto-generated badges.

Start a request
Evaluation Summary (PDF)
Observed strengths, progress, and completed work.
Certificate (CrunchTutor)
Issued for structured tracks + verified deliverables.
Portfolio Deliverables
Repo, report, problem log, demo — track dependent.
Optional Recommendation
Only when earned; instructor discretion; not guaranteed.
How certificates & recommendations work

Certificates are issued by CrunchTutor for structured tracks with clear deliverables.

Recommendations are never guaranteed. For exceptional, sustained engagement, an instructor may choose to provide a signed recommendation in their capacity as a CrunchTutor instructor, based on observed work.

Affiliations reflect individual educational backgrounds only. CrunchTutor is not affiliated with or endorsed by any university.

Structured tracks (live + hands-on)

USACO, coding, AI/ML projects, SQL, and data science — or we tailor a track to your timeline.

USACO Track

Bronze → Silver
  • • Weekly problem cycles + review
  • • Error log + timed drills
  • • Same-coach continuity
View sample syllabus
W1: I/O, simulation, constraints, debugging
W2: sorting/greedy basics, edge cases
W3: prefix sums, maps, two pointers
W4: BFS/DFS patterns
W5: binary search on answer
W6: sets/maps, compression basics
W7: timed contest set + review
W8: mock contest + next plan

Coding Foundations

Python / Java / C++
  • • Clean fundamentals + debugging
  • • Patterns for interviews/contests
  • • Mini-project + code review
View sample syllabus
W1: functions, loops, test cases
W2: arrays/strings, hashing
W3: recursion, stacks/queues
W4: modular design / OOP (as needed)
W5: unit tests + debugging mastery
W6: mini-project + review

AI/ML Project Practicum

Portfolio-ready
  • • End-to-end ML project (real data)
  • • Iteration + evaluation
  • • Report + demo
View sample syllabus
W1: problem + dataset + baseline
W2: cleaning + EDA + leakage checks
W3: features + model 1
W4: model 2 + tuning
W5: error analysis + iteration
W6: repo + reproducible notebook
W7: write-up (method/results)
W8: presentation + next plan

SQL Track

Interview-ready
  • • Joins → CTEs → windows
  • • Query patterns + traps
  • • Real analytics prompts
View sample syllabus
W1: filters, grouping, nulls
W2: joins + cardinality
W3: subqueries + CTEs
W4: window functions
W5: interview set + review

Data Science Project

Analytics + storytelling
  • • KPI tree + funnel + cohorts
  • • Hypothesis testing + experiments
  • • Memo + charts (optional dashboard)
View sample syllabus
W1–2: KPIs, funnel, cohorts
W3–4: tests, bias checks, A/B logic
W5–6: regression basics + interpretation
W7–8: dashboard + exec memo (optional)

Also supported: SAT/ACT, AP/IB, GRE/GMAT/MCAT/LSAT, LeetCode, interview prep, hackathons, and more.

Sample certificate (illustration)

Issued for structured tracks with verified deliverables (not automatic).

Recommendations are not guaranteed and are issued at instructor discretion.

Sample
Certificate of Completion
CrunchTutor Select
CrunchTutor logo
Awarded to
Student Name
For completing
AI/ML Project Practicum — Level 1
Verified deliverables
  • Repo + notebook
  • Report (method/results)
  • Demo/presentation
Instructor
Instructor Name
CrunchTutor Instructor • Student at [University]
Date: MM/DD/YYYY
Reference ID: CT-SELECT-XXXX
University affiliations reflect individual educational backgrounds only. CrunchTutor is not affiliated with or endorsed by any university.

How it works

Fast start now — and a path to sustained progress.

1) Submit request

Form, WhatsApp, or email.

2) Curated match

We match the best coach for your goal + timeline.

3) Live coaching

Same coach continuity + optional structured track.

FAQ

How fast can we start?
We respond quickly to confirm scope and match. Live availability depends on the earliest open slot; async depends on scope and deadline.
What do you cover?
USACO/AMC, coding, AI/ML projects, SQL, data science, SAT/ACT, AP/IB, GRE/GMAT/MCAT/LSAT, LeetCode, interviews, hackathons, and more.
Who are the coaches?
US-based college students, graduates, and working professionals — including mentors from top universities. Affiliations reflect individual educational backgrounds only.
Certificates / recommendations?
Certificates and evaluation summaries may be issued for structured tracks with verified deliverables. Recommendations are never guaranteed and are issued only at instructor discretion when earned through sustained, exceptional engagement.
Do you do exams or graded assessments?
No. We teach, explain, and give feedback — we do not complete exams or graded assessments on a student’s behalf.
How does pricing work?
We confirm scope and availability first, then share the fee for approval before starting.

Ready to start?

Submit a private request — we’ll respond quickly with the best match.

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