CPG — The Vanishing SKU Health Insurance — The Claims Anomaly Financial Services — The Fraud Pattern Media — The Binge Drop-off Marketing — The Attribution Illusion Risk & Fraud — The False Positive Flood B2B/B2C — The Pipeline Stall Web Analytics — The Bounce Rate Spike Paid Media — The ROAS Mirage CPG — The Vanishing SKU Health Insurance — The Claims Anomaly Financial Services — The Fraud Pattern Media — The Binge Drop-off Marketing — The Attribution Illusion Risk & Fraud — The False Positive Flood B2B/B2C — The Pipeline Stall Web Analytics — The Bounce Rate Spike Paid Media — The ROAS Mirage
Proof of real skill · beats AI-assisted cheating
Data Talent Assessment

Hire data talent you can trust.
Real problems. Proven skill.

Case-based assessments for data science, analytics, and engineering roles. Candidates solve real business problems on live, in-browser data — you watch in real time and get a structured report that proves genuine skill, not résumé claims.

9 Industries calibrated
155+ Live questions
100% Interviews cheat-checked
CASE_001 · CPG · THE VANISHING SKU
🛒 CPG · SAMPLE CASE · EASY
The Vanishing SKU
It's Q3 at FreshCart. Sales of SKU #FC-2847 dropped 23% in 6 weeks. The VP wants answers by Friday. You have the data.
-- Clue 1: Find which regions are affected
SELECT s.region,
    SUM(sl.revenue) AS total_revenue,
    COUNT(*) AS transactions
FROM sales sl
JOIN stores s ON sl.store_id = s.store_id
WHERE sl.product_id = 'FC-2847'
  AND sl.date >= '2024-08-01'
GROUP BY s.region
ORDER BY total_revenue ASC;
✓ 4 rows returned  ·  Southeast: $12,400 (-61% vs prior period)
🔍 Clue unlocked: Southeast is the anomaly. Dig deeper into carrier data.
// the difference

Proof they can do it —
not that they can prompt an AI.

AI copilots have quietly broken the technical screen. Take-homes are unverifiable; even live coding gets fed to a second screen. Eigen-Rho is built, from the ground up, to catch it.

01
Typing forensics

Cadence, corrections, and paste patterns expose answers transcribed off a second screen — the signature of an AI copilot. Language-agnostic, so it scales beyond SQL.

02
A live, unscriptable twist

Mid-interview, the interviewer changes the question. A pre-baked or AI-fed answer falls apart; genuine understanding adapts on the spot.

03
Proctored & device-locked

Screen-share, single-device binding, fullscreen and paste detection — the session is locked to one real person in the room.

04
An integrity verdict

Every interview comes back clean, review, or suspect — with the exact signals behind it. You decide with evidence, not a hunch.

// what you get back

A report you can defend
to the hiring panel.

Every interview ends with one shareable evaluation — skill, integrity, and the evidence behind both.

Candidate Evaluation
Financial Services · The Fraud Pattern · Hard
✓ CLEAN
87 / 100
Skill score
Low
Integrity risk
Typing cadencehuman · natural
Paste / transcriptionnone detected
Live-twist responseadapted correctly
Queries logged14 · full history attached
// coverage

Calibrated for the data roles
you actually hire.

Nine industries, each with its own schema, realistic data, and escalating business problems modeled on real client work — spanning data science, analytics, and engineering. Easy / Medium / Hard tiers to match the seniority you're hiring for.

// how it works

A real interview.
In four steps.

You run it live and watch the work happen — no take-home to game, no black-box auto-score.

01
Pick a problem

Choose an industry and a business case calibrated to the role. Preview exactly what the candidate will see before you start.

02
Share a join link

Send the candidate a link on your usual call. They solve on a live, in-browser database — nothing to install, no setup.

03
Push questions, live

Send questions one at a time and watch their queries, edits, and reasoning in real time. Drop in a live twist they couldn't have prepped.

04
Get a scored report

An automatic evaluation with a skill score, the full query log, and an anti-cheat integrity verdict — ready to share with the hiring panel.

// the name

Why we're called Eigen-Rho.

The name is the philosophy — two ideas from the math of data, fused into how we hire.

Eigen
A candidate's intrinsic value

In linear algebra, the eigenvalue is a system's true, characteristic property — what it is at its core, once the noise is stripped away. We measure the same in people: real ability, not résumé polish or a rehearsed answer.

ρ Rho
How truly they fit

In statistics, ρ (rho) measures genuine correlation — real relationship, not coincidence. We surface how well a candidate actually fits the role and the work, backed by evidence you can trust.

Eigen-Rho — a candidate's intrinsic ability, and their true fit. Measured, not guessed.

// get started

See it on your own candidates.

Start a 30-day pilot — we whitelist your company domain, your team runs real interviews with unlimited logins, and you keep every integrity report. No commitment.

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Saikiran Andey
saiki.andey@gmail.com  ·  +1 857 205 2755  ·  LinkedIn ↗