Как готовиться к собесу на senior
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Зачем это знать
Middle → senior переход — big step. Зарплата +30-50%. Но требования — не просто more SQL. Качественно другое mindset.
На собесах на senior разница с middle четко видна. Prepared иначе.
Что ожидают
Middle
- Strong SQL, Python, A/B basics
- Execute assigned projects well
- Communication ок
- Some product thinking
Senior
- Deep technical across 2+ areas
- Own ambiguous projects
- Drive decisions без много guidance
- Mentor others
- Business strategy connect
Lead
- Team leadership
- Roadmap ownership
- Influence exec
- Cross-functional alignment
Технические различия
SQL
Middle: can solve window function problems. Senior: knows when to use windows vs self-join, optimization trade-offs, advanced patterns (gaps & islands, recursive).
Statistics
Middle: t-test, p-value. Senior: power analysis, variance reduction (CUPED), network effects, causal methods.
Product
Middle: track KPIs. Senior: design metric hierarchy, challenge business assumptions, connect к growth strategy.
Experimentation
Middle: run A/B tests. Senior: design experimental frameworks, handle sequential / multiple testing / peeking.
На собесе: differences
Coding
Middle: correct solution. Senior: correct + optimized + explain trade-offs.
«Напиши SQL к этой задаче.» → senior: «2 подхода. Этот — readable. Этот — performant. Выберу based on expected data volume».
Case
Middle: answer question. Senior: frame problem, challenge premises.
«CR упал. Why?»
Middle: Walk through framework (scope, timeline, segments).
Senior: «CR определения matters. Для какого CR? Session → signup? Signup → paid? Разные questions. Давайте clarify, потом I'll walk through framework».
Behavioral
Middle: «I did X». Senior: «I led X, here's the strategy, here's trade-offs, here's what I learned».
Leadership evident.
Углублённые темы
Product strategy
Beyond metrics:
- Market dynamics
- Competitive positioning
- Monetization models
- Expansion / contraction strategies
Experimentation infrastructure
Not just run. Design platforms:
- Statistical foundations
- Stratification / CUPED
- Holdouts
- Cluster-randomized for network effects
Data infrastructure
Not just use DWH. Understand:
- dbt modeling
- Orchestration (Airflow)
- Cost optimization
- Data quality systems
Leadership
Without formal title:
- Mentoring
- Leading projects
- Influencing decisions
- Hiring (sometimes interviewing junior)
Подготовка
Review senior concepts
- Advanced experimentation
- Causal inference
- Metric design
- Product strategy frameworks
Case studies
Business strategy cases, не just «CR упал».
«How would you evaluate акquisition of competitor?» «Pricing change strategy» «New market entry»
Leadership stories
Prepared STAR stories:
- Led без authority
- Stakeholder disagreement resolved
- Strategic project
- Mentored others
- Failed project lesson
Technical depth
One area — deep expertise. Show mastery.
«I'm expert в ML / A/B / data modeling». Have conviction.
Typical senior interview
4-5 rounds
- Recruiter
- Technical (SQL + Python)
- Product case
- Experimentation / stats deep
- Behavioral
- Maybe exec / cross-functional
Each round
Expect deeper probing:
- Follow-up questions
- «What if X?»
- «Trade-offs?»
- «How to scale?»
Portfolio / track record
Impact stories
At senior — track record matters.
Prepare 3-5 cases showing:
- Strategic project
- Ownership end-to-end
- Business impact quantified
- Cross-functional work
Resume
Senior resume:
- Results over responsibilities
- Leadership moments
- Quantified impact
Зарплата
Russian market
- Middle: 150-250k ₽
- Senior: 250-400k ₽
- Lead: 400-600k ₽
- Head: 600k-1M+ ₽
Big tech — upper range.
Negotiation
Stronger than middle. Multiple offers leverage normal.
Red flags от senior candidate
- No clear past ownership
- Can't describe trade-offs
- Superficial product thinking
- No mentorship examples
- Gets defensive критику
Green flags
- Clear опыт leading projects
- Communicates trade-offs
- Product strategy thinking
- Mentors others
- Grows from feedback
Рекомендации
Read
- «Inspired» (Marty Cagan)
- «Trustworthy Online Controlled Experiments»
- Reforge content
- Lenny's newsletter
- Stratechery
Practice
Strategic cases — different от technical SQL.
Network
Talk к senior аналитикам. Learn what they do day-to-day.
Own projects
Take on something ambiguous, impactful. Even если formally «middle».
На собесе
Demonstrate seniority
- Clarify before solve
- Verbalize trade-offs
- Connect к business
- Show structured thinking
- Ask insightful questions
Не бойтесь
Say «I don't know, but here's how I'd approach finding out».
Senior не expected знать всё. Expected to figure out.
Связанные темы
- Как стать senior-аналитиком
- Карьерный путь аналитика
- Продуктовое мышление для аналитика
- Как мenторить junior
FAQ
Сколько опыта нужно?
3-5 years обычно. Качество > длина.
Middle → Senior в текущей компании?
Often easier. Build impact, ask promotion.
Без leadership опыта?
Hard. Find stretch opportunities даже unofficially.
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