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← Research libraryCAREER RESEARCH / 2026.10 EN

ANCHOR POINT CAREER · CONSULTING

McKinsey & Company

QuantumBlack applied data science • Client-facing business analysis

QuantumBlack, general client-facing business analysis and Operations have different skill and experience requirements. The master’s DS internship is distinct from a general undergraduate internship and a one-year-experience Operations role.

2026.10 ENEnglish edition / Oct 11, 2026Evidence dated 2026-10-08

01 / PUBLIC EVIDENCE

Check the requirements before you invest your time.

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QuantumBlack, general client-facing business analysis and Operations have different skill and experience requirements. The master’s DS internship is distinct from a general undergraduate internship and a one-year-experience Operations role.

REQ / 112336

Data Scientist Intern – QuantumBlack, AI by McKinsey

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Sponsorship status
Not confirmed. The role does not disclose accepted work-authorization categories. Confirm current authorization separately from employer immigration assistance and future full-time H-1B support.
Degree & graduation window
Relevant master’s student in data science, computer science, statistics, mathematics or a related field; graduation 2027-12 through 2028-08. Foundations in ML/statistics, exploratory analysis, data quality, basic GenAI/agents, modular code and MLOps.
Experience & priority
No stated minimum full-time tenure. Python or R proficiency is a plus; this does not mean programming is unnecessary.
Availability & deadline
Historical official text or an official index was retained, but the direct page could not be read. This alone does not prove closure. · Summer 2027; 8–12 weeks, full-time. Deadline unconfirmed.
Location
Atlanta, Georgia · Boston, Massachusetts · Chicago, Illinois · New York, New York

REQ / 15275

Business Analyst Intern

View source ↗
Sponsorship status
Not confirmed. The role does not disclose accepted work-authorization categories. Confirm current authorization separately from employer immigration assistance and future full-time H-1B support.
Degree & graduation window
Enrolled undergraduate; English and office-language communication, logical analysis, independent organization and time management. Produce Excel models/presentations and accept travel and flexible working arrangements.
Experience & priority
No verified unified preferred checklist; SQL/Python is not added as a mandatory requirement.
Availability & deadline
Official job text was readable at the recorded research date; application submission and current acceptance were not tested. · General internship lasts 8–10 weeks. Recruiting year, U.S. office deadline and exact graduation months were not confirmed.
Location
Atlanta, Georgia · Austin, Texas · Boston, Massachusetts · Charlotte, North Carolina · Chicago, Illinois · Cleveland, Ohio · Columbus, Ohio · Darien, Connecticut · Dallas, Texas · Denver, Colorado · Detroit, Michigan · Houston, Texas · Miami, Florida · Minneapolis, Minnesota · New Jersey (region) · New York, New York · Philadelphia, Pennsylvania · Pittsburgh, Pennsylvania · Raleigh, North Carolina · San Francisco, California · San Jose, California · Seattle, Washington · Silicon Valley (region; may overlap San Jose) · Southern California (region) · St. Louis, Missouri · Washington, DC

REQ / 103025

Business Analyst – Operations

View source ↗
Sponsorship status
Not confirmed. The role does not disclose accepted work-authorization categories. Confirm current authorization separately from employer immigration assistance and future full-time H-1B support.
Degree & graduation window
Bachelor’s degree and at least one year of work experience; analytical, leadership and communication skills; travel may reach approximately 80%.
Experience & priority
One year is the stated minimum, not two. Whether a particular experience counts requires recruiter clarification.
Availability & deadline
Official job text was readable at the recorded research date; application submission and current acceptance were not tested. · No specific graduating cohort or start batch stated.
Location
Atlanta, Georgia · Austin, Texas · Boston, Massachusetts · Chicago, Illinois · Darien, Connecticut · Dallas, Texas · Denver, Colorado · Detroit, Michigan · Houston, Texas · Miami, Florida · Minneapolis, Minnesota · New Jersey (region) · New York, New York · Seattle, Washington · Washington, DC
Read the full eligibility notes

Check eligibility before prioritizing a company

Match the exact role, U.S. work location, degree, graduation window, return-to-school condition and relevant experience. A higher brand fit does not cure a failed requirement.

Keep three decisions separate: whether the candidate has usable present work authorization; whether the employer will provide the required assistance for this role; and whether a future full-time role could offer immigration support. Unknown remains unknown.

A company-level FAQ can clarify an ambiguous program term, but does not replace a more specific JD restriction. Do not infer citizenship-only hiring from permanent authorization or U.S. Person wording.

Data Scientist Intern – QuantumBlack, AI by McKinsey [112336]: Relevant master’s student in data science, computer science, statistics, mathematics or a related field; graduation 2027-12 through 2028-08. Foundations in ML/statistics, exploratory analysis, data quality, basic GenAI/agents, modular code and MLOps. No stated minimum full-time tenure. Python or R proficiency is a plus; this does not mean programming is unnecessary.

Business Analyst Intern [15275]: Enrolled undergraduate; English and office-language communication, logical analysis, independent organization and time management. Produce Excel models/presentations and accept travel and flexible working arrangements. No verified unified preferred checklist; SQL/Python is not added as a mandatory requirement.

Business Analyst – Operations [103025]: Bachelor’s degree and at least one year of work experience; analytical, leadership and communication skills; travel may reach approximately 80%. One year is the stated minimum, not two. Whether a particular experience counts requires recruiter clarification.

Ordinary relevant master’s routes stay in the core pool where explicitly allowed. MBA/PhD-only or advanced-degree routes are lowest priority for the current undergraduate/ordinary-master’s audience. Experienced roles remain as references with lower priority, rather than being deleted.

Role evidence is retained from dated research snapshots. Publishing an English edition does not refresh every posting. An accessible page or application link does not prove that applications are still being accepted.

03 / FUNCTION MAP

Three ways to build relevant experience.

A function map is not a list of live openings. Suggested projects use public or synthetic data and are independent practice, not employment at the company or access to its internal systems.

04 / FULL RESEARCH

Turn your research into a preparation plan.

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Explore the business and function map, three preparation paths, role responsibilities, skills, work samples, practice questions, readiness checks, pay evidence and authorization requirements. Re-reading uses no additional slots. Basic eligibility, risks and official links are always public.

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What the full review covers

01Company & business model02Business & function map03Preparation path A04Preparation path B05Preparation path C06Locations & pay evidence07Sponsorship & authorization08Interviews & assessments09Background & timing10Practice projects & readiness

Eligibility, risks, historical totals and official links are public. Register and choose three complete company reviews. Re-reading those companies and their revisions uses no additional slots. Your fourth company requires an active membership; monthly and annual plans provide the same reading access.

05 / TRACEABLE SOURCES

Check the evidence and its limits.

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McKinsey & Company · 2026.10 EN. Unknown support, inaccessible postings and closed programs remain explicitly identified. Source depth varies by company. Original research files and maintenance records are preserved separately.

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