Senior Associate Data Engineer – Consumer Products AI

Department Icon Data Science Analytics & Machine Learning
Posted: 1 week ago
6-8 years
New Delhi
Data Science Analytics & Machine Learning
permanent full-time
Full Time
Closes 2 Jan 2027

Posted: 1 week ago
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Job Description

About Us

Bain & Company is a global management consulting firm that helps the worlds most ambitious change makers define the future. Across 65 offices in 40 countries, we work alongside our clients as one team with a shared ambition to achieve extraordinary results, outperform the competition, and redefine industries.

Since our founding in 1973, we have measured our success by the success of our clients, and we proudly maintain the highest level of client advocacy in the industry.

In 2004, the firm established its presence in the Indian market by opening the Bain Capability Center (BCC) in New Delhi. The BCC is now known as BCN (Bain Capability Network), with its nodes across various geographies.

BCN is an integral and largest unit of Expert Client Delivery (ECD). ECD plays a critical role as it adds value to Bains case teams globally by supporting them with analytics and research solutions across all industries and specific domains for corporate cases, client development, private equity diligence, or Bain intellectual property.

The BCN comprises Consulting Services, Knowledge Services, and Shared Services.

About You

This role requires strong hands-on experience in SQL, Python, relational data modeling, and data warehousing. The candidate will design and implement data pipelines, data models, and validation workflows, and is expected to scope features and make architecture decisions rather than execute only within a pre-defined scope.

The role includes active participation in project planning, stakeholder communication, and quality assurance to support timely delivery of high-impact work. Full-week coverage is required, with overlap into US working hours to support the onshore team.

The BCN Senior Associate will work closely with team managers, OPEXEngine Strategy & Ops leadership, Bain case teams, and external customers to build and deliver scalable, automated, and commercially relevant data solutions.

The working style of the team is centered on scalable product and capability development; therefore, pipelines and data solutions built in this role should be robust, automated, and designed for long-term maintainability. The individual should also be comfortable creating structure in ambiguity.

What Youll Do
  • Write and optimize SQL-based queries and transformations to support metric calculations, data checks, and deliverables for Bain case teams and external customers.

  • Operationalize the annual benchmarking cycle: build cohorts from defined selection criteria, calculate benchmarks and quartiles, validate the output, and ensure it is published to the platform.

  • Design and execute data cleaning rules that improve structural validity across the benchmark database.

  • Scope, design, and build platform features that strengthen the data pipeline, such as validation tooling that flags taxonomy breaks and percentile performance views across the database.

  • Make schema and architecture decisions across the ingestion, metric calculation, and benchmarking pipeline, ensuring solutions are scalable, automated, and maintainable.

  • Gather business requirements and process knowledge from Strategy & Ops, and translate them into scalable data models, transformations, and outputs aligned to end-user needs.

  • Investigate data issues within the pipeline, identify root causes, communicate implications to stakeholders, and propose effective solutions.

  • Prepare clear technical and process documentation for ongoing maintenance, knowledge transfer, and future reference.

  • Manage communication with onshore teams and stakeholders regarding project progress, data quality, and key insights.

  • Support project planning and resource management, including prioritization, work allocation, and tracking progress across concurrent initiatives.

  • Provide technical guidance and day-to-day support to junior team members, review output for quality, and drive reusable capability building through shared assets, frameworks, and documentation standards.

Qualifications and Experience
  • Work Experience: 6+ years of experience in Data Engineering, Data Management, Business Intelligence, or Business Analytics, with strong hands-on experience in SQL, Python, data warehousing, and relational database design.

  • Education Required: Incumbent should be a graduate/postgraduate from a top-tier institute or have pursued a statistical/analytical course from a Tier 1 university.

  • Preferred: Concentration in a quantitative discipline such as Engineering, Computer Science, Econometrics, Business Analytics, or Market Research is strongly preferred.

Knowledge, Skills and Abilities Required
  • Advanced SQL knowledge (complex queries, stored procedures, performance tuning, optimization, etc.).

  • Strong hands-on Python for data processing, validation, automation, and scripting.

  • Strong understanding of ETL concepts, data warehousing principles, and relational database architecture, with hands-on experience on SQL Server or a comparable relational database.

  • Working knowledge of cloud technologies, preferably AWS (e.g., EC2, RDS, CloudWatch).

  • Strong understanding of data modeling, schema design, and scalable data pipeline architecture.

  • Ability to independently scope features, design solutions, and make architecture decisions, including where requirements start out ambiguous.

  • Experience with Git-based version control and CI/CD workflows; GitLab experience preferred.

  • Experience coordinating projects, managing resources, and driving execution across multiple stakeholders.

  • Ability to provide technical leadership, coach junior team members, and review output for quality and accuracy.

  • Strong organizational skills, including planning, prioritization, and time management.

  • High attention to detail and commitment to data quality.

  • Passion for solving complex data problems and working with large, diverse data sets.

  • Ability to quickly learn new tools, technologies, and business contexts.

  • Good to have (not mandatory): SaaS domain expertise or P&L fluency, and prior experience with benchmarking or survey-based data sets.

  • Good to have (not mandatory): Familiarity with PHP or JavaScript/React for full-stack contribution, and exposure to LLM/API integration.

What Makes Us a Great Place to Work

We are proud to be consistently recognized as one of the worlds best places to work, a champion of diversity, and a model of social responsibility.

We are currently ranked the #1 consulting firm on Glassdoors Best Places to Work list, and we have maintained a spot in the top four on Glassdoors list for the last 12 years.

We believe that diversity, inclusion, and collaboration are key to building extraordinary teams. We hire people with exceptional talents, abilities, and potential, then create an environment where you can become the best version of yourself and thrive both professionally and personally.

We are publicly recognized by external parties such as Fortune, Vault, Mogul, Working Mother, Glassdoor, and the Human Rights Campaign for being a great place to work for diversity and inclusion, women, LGBTQ individuals, and parents.

Skills

Business AnalyticsPythonData ModelingData WarehousingEtlData ProcessingQuality AssuranceAnalyticsData ManagementSqlLlmData EngineerAi

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About Company

Bain & Company India Careers 2025

Bain & Company is a global management consulting firm known for its deep client partnerships, results-driven approach, and collaborative culture. Founded in 1973 and headquartered in Boston, Bain entered the India market in 2006, with offices in New Delhi, Mumbai, and Bengaluru. It serves clients across private equity, consumer products, technology, financial services, and healthcare. Bain India is led by Karan Singh, and is widely regarded for its entrepreneurial culture, flat hierarchy, and impact-oriented case work.

Business Model – Bain operates as a project-based B2B advisory firm, delivering high-impact strategic consulting to CXOs, boards, and investors. Its revenue model is built on fee-based engagements across strategy, performance improvement, digital transformation, and due diligence. Bain differentiates itself through its Results Delivery® methodology, which ensures that recommendations are implemented, not just presented. The firm also runs Vector, its internal digital innovation engine, and the Bain Capability Network (BCN), which supports global teams from India.

Recent Wins & Recognition –

  • In 2025, Bain India co-published the India Venture Capital Report 2025, highlighting a 1.4x rebound in VC funding to $13.7B and the rise of generative AI investments across SaaS and fintech. (https://www.bain.com/insights/india-venture-capital-report-2025/)
  • Bain advised on multiple quick commerce and consumer tech megadeals, including Zepto and Lenskart, helping shape India’s evolving B2C landscape. (https://www.bain.com/insights/india-private-equity-report-2024/)
  • The firm’s Global M&A Report 2025 spotlighted how AI-driven deal sourcing and ESG filters are transforming investment strategies. (https://www.bain.com/insights/global-ma-report-2024/)
  • Bain India also expanded its BCN footprint, integrating advanced analytics and sustainability diagnostics into global case teams. (https://www.bain.com/about/global-offices/bain-capability-network/)

Culture & Values – Bain’s core values include client results, one-team collaboration, diversity, and integrity. The firm is known for its supportive work environment, global staffing model, and strong mentorship culture. Bain India actively promotes DEI, runs pro bono consulting for NGOs, and offers flexible career paths through programs like ExperienceBain and True North Sabbaticals.


Client-Facing Domains

Strategy Consulting

What it is – Bain’s flagship offering, focused on solving complex strategic problems for CXOs and boards. India-based roles include:

  • Corporate Strategy – Growth, market entry, pricing, and competitive positioning.
  • Business Transformation – Turnaround, cost optimization, and operating model redesign.
  • Customer Strategy – Loyalty, segmentation, and go-to-market planning.

Private Equity & M&A

What it is – Bain is the global leader in PE consulting, advising on 60%+ of major buyouts worldwide. India-based roles include:

  • Commercial Due Diligence – Pre-deal market and competitor analysis.
  • Post-Acquisition Strategy – Value creation plans and synergy realization.
  • Exit Planning – Strategic reviews and IPO readiness.

Digital & Innovation (Vector)

What it is – Bain’s tech-forward practice combining strategy with digital tools, AI, and design. India-based roles include:

  • Digital Transformation – Tech-enabled business model shifts.
  • Advanced Analytics – Predictive modeling, machine learning, and data strategy.
  • Innovation & Design – Product strategy, UX, and agile delivery.

Bain Capability Network (BCN)

What it is – Bain’s global support hub based in India, powering case teams with research, analytics, and diagnostics. India-based roles include:

  • Industry & Competitor Research – Market sizing, benchmarking, and trend analysis.
  • Data & Analytics – Excel modeling, Tableau dashboards, and KPI tracking.
  • Sustainability & ESG Diagnostics – Carbon footprint analysis and ESG scoring.


Internal Services

What it is – Bain’s enabling functions that support global operations and talent. India-based roles include:

  • Talent & HR – Recruiting, onboarding, and career development.
  • IT & Knowledge Management – Tech support, database access, and IP protection.
  • Finance & Operations – Budgeting, vendor management, and compliance.


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