Quant interview readiness, managed at cohort scale.

One platform for universities, quant societies, bootcamps, and funds to run structured quant interview prep — and see exactly who's ready.

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Readiness analyticsAdmin controlsProgress reportsCohort assignmentsSkill heatmaps

The problem

Quant prep is invisible. Institutions fly blind.

Quant prep usually happens in fragments: society sessions, shared PDFs, Discord threads, spreadsheets, and individual question banks. Institutions can sponsor the effort, but they rarely get a clear picture of readiness, progress, or skill gaps.

  • Students prep unevenly — some grind, some coast, and no one can see the difference.
  • Careers teams and society leads cannot see who is ready or at risk.
  • No clean way to identify cohort-level skill gaps or topic bottlenecks.
  • No one can prove whether a prep programme improved outcomes.

Institutional features

Visibility, control, and proof for quant prep at cohort scale.

LeetQuidity gives programme leads the operating layer missing from self-directed prep: live readiness analytics, simple admin controls, and exportable evidence of progress.

01 / Analytics

Cohort diagnostics & progress analytics

See who is active, who is improving, and who is falling behind.

  • Track activation, completion, calibration results, and practice volume.
  • Identify diagnostic ranges, weak topics, and at-risk learners.
  • See student progress trajectories across the cohort.
02 / Administration

Admin controls without seat friction

Let every stakeholder manage the programme without consuming learner seats.

  • Give admin access to careers teams, professors, instructors, and society leads.
  • Manage cohorts, invites, domains, roles, assignments, and deadlines.
  • Keep admin seats separate from paid learner seats.
03 / Reporting

Proof-of-progress reports

Turn student activity into evidence your team can share.

  • Export cohort summaries and progress snapshots.
  • Download inactive student lists and weak-topic reports.
  • Share clear progress evidence with stakeholders.

Admin preview

See readiness, progress, and skill gaps — at a glance.

A single dashboard that shows who's on track, who's at risk, and exactly where your cohort needs attention.

Quant Prep ProgrammeSpring 2026

Cohort readiness overview

Illustrative data

Active learners

142

of 210 enrolled

Activated

68%

Median readiness

A−

Median completion

54%

91

Active this week

17

Inactive >14 days

Readiness: A− median

Top quartile: A+ · Bottom quartile: C+

Skill heatmap

by group
GroupEVBayesMarkovEstimationMarket MakingMental MathsPythonStats
Spring cohortAC+B−BB+A−B+B
First-yearsB+CB−B+BABB+
Advanced trackABA−AAA+A−A
Society finalistsA+B+AA+AA+AA+

Cohort bottleneck

Conditional probability and Bayes are limiting 43% of active learners.

Recommended action

Assign Bayes & Conditional Probability Core to this cohort.

What your learners get

The prep itself holds up to the analytics.

Every question carries a worked answer, difficulty, and target time, tagged by firm — and every attempt feeds the readiness analytics your team sees above.

2,400+

Interview-style questions with worked answers

100+

Video lessons across the curriculum

2

Complete career tracks: trading and research

8

Core skill areas, from probability to market making

Use cases

Built for every team that trains quant candidates.

Universities

Careers and employability teams set structured prep, see which students engage, and report measurable progress across the year.

Quant societies

Replace the Notion pages, Discord threads, and spreadsheets with one structured programme your whole committee can actually run.

Bootcamps

Enrol each cohort, assign work week by week, and show measurable improvement from intake to interview-ready.

Funds and recruiting teams

Benchmark candidates against a common bar and train out weak topics before they enter the interview loop.

Licensing

Flexible licensing for every institution.

Whether you're running a society with 20 members or a university programme with 500 students, LeetQuidity scales with your needs.

1

Society pilot

For quant clubs and student societies starting a structured prep programme.

Request institutional access
2

Campus license

For universities and careers teams supporting quant recruiting outcomes.

Request institutional access
3

Team license

For funds, bootcamps, and training teams.

Request institutional access

Security & data protection

Built for institutional procurement.

Student data is handled with the controls your security and legal teams expect — documented, verifiable, and ready for vendor review.

Available for review

GDPR-ready data processing

Article 28 data processing agreement covering controller–processor terms, technical and organisational measures, and retention.

Available for review

Subprocessor transparency

A maintained list of every vendor that touches learner data, verified against the codebase — no hidden analytics or ad tech.

On request

HECVAT Lite

Completed Higher Education Community Vendor Assessment for university security and procurement reviews.

Live

Data export & deletion

Self-serve account export and erasure, backed by a documented account-lifecycle policy and automated PII retention purges.

Live

Encryption & access control

TLS in transit, encryption at rest, and Postgres row-level security enforced on every learner-data table — proven by automated negative-control tests.

Coming soon

Certifications in progress

  • SOC 2 Type II — AICPA trust services criteria: security, availability, confidentiality.
  • ISO/IEC 27001 — Certified information security management system.

Need our DPA, subprocessor list, or HECVAT Lite for a vendor review? Request them below — we respond within one business day.

Request access

Bring quant interview readiness to your institution.

Tell us about your programme and we'll set up a pilot or full license tailored to your needs.

No credit card required. We'll respond within one business day.

FAQ

Questions institutions ask us.

How do licensing and pilots work?

Most institutions start with a pilot — a society pilot, campus licence, or team licence depending on who you are. We size the licence to your cohort, so tell us roughly how many learners you expect and we will propose terms that fit.

How long does onboarding take?

Days, not months. Students join through invite links or approved email domains, and you organise them into cohorts with roles, assignments, and deadlines from the admin dashboard — no IT project required.

Do admin accounts use up learner seats?

No. Admin seats are separate from paid learner seats, so careers teams, professors, instructors, and society leads can manage the programme without consuming a student place.

How do students sign in? Do you support SSO?

Students sign in with their email by default — no passwords to manage. SAML single sign-on through your identity provider is available for institutional deployments, routed by your email domain.

How is student data handled?

Programme admins see progress and activity for their own cohorts only, and self-serve data export and deletion are live for every account. Our DPA, subprocessor list, and HECVAT Lite are available for your vendor review on request.

Can we run multiple cohorts or groups?

Yes. One organisation can run as many cohorts as it needs — by year group, society intake, or programme — each with its own invites, assignments, deadlines, and reporting.

Ready to see quant readiness at cohort scale?

LeetQuidity gives your institution clarity on who's ready, who's improving, and where to focus next.

Request institutional accessSee the admin preview
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