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Business Analytics career path

From business questions to spreadsheets, SQL, statistics, dashboards and project interviews.

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What does “Featured” mean?

Featured resources have utility and evidence scores of at least 80, a full-text review, checked claims and a next action. Featured listings have a specific programme, open status, deadline, requirements and live official evidence. This describes information completeness, not employer desirability. Other public items remain in the standard collection; original starters are labelled as such.

Roles and official channels

1 specific listings match, sorted by verification time. Verification time is not publication time or a guarantee of current availability. Confirm on the official site before applying.

FeaturedLast checked: Not confirmed
Free listingOff-cycle internshipHong Kong

Deloitte Touche Tohmatsu

Project Intern - Deloitte Digital (Business Analyst Role) - Consulting - HK

Project Intern - Deloitte Digital (Business Analyst Role) - Consulting - HK at Deloitte Touche Tohmatsu. The employer’s official page was checked on 2026-10-21 and showed an active application route.

Hong Kong

Closes 9 Nov 2026 · Source: HKUST Career Center Job Board

Where to check for programmes

These directories and programme descriptions are separate from specific listings. Confirm location, intake and availability after opening them.

Field-specific recruiting information

6 field resources. Standard and featured material appear together by default.

Featured
Public · freeLearning resource

SQLBolt — SQL lessons

Read browser-based SQL lessons covering queries, joins and aggregates.

Next action: Complete SELECT and JOIN lessons and explain your query decisions aloud.

Global preparation · Body ReviewedReviewed

Source: sqlbolt.com

Featured
Public · freeLearning resource

The Turing Way — reproducible research handbook

Read the open handbook for reproducible, ethical and collaborative data science, from project design to communication.

Learning goals and audience

Suitable for: Readers who meet the stated knowledge prerequisites and want a bounded original explanation of the selected concepts.

Learning goals: Identify OS,interpreter,dependencies/configuration and input/source/output hashes needed for repeatability.; Use a source-linked original small scenario to record two-copy equality,changed input and empty-input behaviour.; Explain why one runtime equality is not cross-platform reproducibility or learner mastery.

L2 · en · Source practice details on resource page

Next action: Open the actual Reproducible Environments chapter: Prerequisites, Summary, computational environment and Motivation. Use a small analysis you already control, record its environment and file fingerprints, repeat a clean copy, change one input and inspect the empty-input case.

Global preparation · Body ReviewedReviewed

Source: book.the-turing-way.org

Standard collection
Public · freeLearning resource

pandas user guide — Working with missing data (pandas 3.0.6 documentation)

Official pandas 3.0.6 documentation for missing-value reductions, merge keys and deduplication; reduction defaults do not fill missing cells.

Learning goals and audience

Suitable for: Readers preparing to explain tabular-data behaviour who meet the stated prerequisites.

Learning goals: State what pandas returns for the sum and the product of an all-NA series, and say why that is dangerous for a revenue metric.; Distinguish count(), size and nunique() as candidate denominators and pick one for a stated metric.; Write, in one sentence, what the denominator of your own metric counts.

L2 · en · Source practice details on resource page

Next action: Open Calculations with missing data, then Series.sum skipna and min_count. State which values contribute to a known subtotal and what complete-total policy you intend.

Global preparation · Body ReviewedReviewed

Source: pandas.pydata.org

Standard collection
Public · freeLearning resource

SQLite documentation — SQL Language Expressions, SELECT and Aggregate Functions

Official SQLite reference for ordinary NULL comparisons, outer-join filters, DISTINCT, grouping and aggregate denominators.

Learning goals and audience

Suitable for: Readers preparing to explain tabular-data behaviour who meet the stated prerequisites.

Learning goals: State, for a given SQLite predicate, whether a row with a NULL operand is returned, and say why.; Rewrite a filter that uses '= NULL' into one that behaves as intended, using IS NULL or IS.; Predict whether a NOT IN test against a subquery containing NULLs returns any rows, then confirm it by running the query.

L1 · en · Source practice details on resource page

Next action: Open SQL Language Expressions §2 and §8. Explain how ordinary =, IS NULL and NOT IN behave when a value is NULL.

Global preparation · Body ReviewedReviewed

Source: www.sqlite.org

Standard collection
Public · freeCompany intelligence

HSBC — student career areas

Explore HSBC career areas before narrowing your programme search.

Next action: Compare the career areas and use the official programme finder for Hong Kong.

Global preparation · Body ReviewedReviewed

Source: www.hsbc.com

Standard collection
Public · freeCompany intelligence

HSBC — university student programmes

Read the official university student and graduate programme introduction.

Next action: Compare programme types, then verify the specific Hong Kong vacancy.

Global preparation · Body ReviewedReviewed

Source: www.hsbc.com

Shared preparation for all fields (6)
Public · freeUniversity resource

CUHK — career planning service overview

Read the public service overview; student services and job portals may require access.

Next action: Check the service list and sign in only to services for which you are eligible.

Hong Kong related · Body ReviewedReviewed

Source: cpdc.osa.cuhk.edu.hk

Public · freeUniversity resource

CityU Business — career preparation hub

Find public career preparation navigation; consultations and portals may require student access.

Next action: Start with the career readiness checklist and check each tool’s access requirements.

Hong Kong related · Body ReviewedReviewed

Source: www.cb.cityu.edu.hk

Public · freeUniversity resource

HKUST — career service overview

Read the public overview of HKUST career support; service eligibility varies.

Next action: Check the service eligibility and use the official centre to find suitable support.

Hong Kong related · Body ReviewedReviewed

Source: career.hkust.edu.hk

Public · freeInterview preparation

AssessmentDay — free learning materials

Read the free assessment learning materials linked from the homepage.

Next action: Use the free numerical or verbal reasoning learning material first.

Global preparation · Body ReviewedReviewed

Source: www.assessmentday.co.uk

Public · freeLearning resource

MIT OpenCourseWare — open course materials

Find public MIT lecture notes, exams and videos without registration.

Next action: Choose one finance or analytics course and work through its first problem set.

Global preparation · Body ReviewedReviewed

Source: ocw.mit.edu

Public · freeInterview preparation

Practice Aptitude Tests — free sample tests

Find free full-length sample tests and worked solutions.

Next action: Take one free test and review the worked solution for every missed question.

Global preparation · Body ReviewedReviewed

Source: www.practiceaptitudetests.com

Find relevant first-hand experience

Matched by this line’s functions, then narrowed by school or background above. Each account keeps its intake and verification badges. Reading an account does not imply access to contact the contributor.

No real public contributor account is available for this line yet. Continue learning and checking roles, or contribute your own experience.

Contribute a real experience →

Learn from the beginning, in sequence

All five levels include a starter explanation, worked example, task and self-check answer. Complete the output before advancing. Existing academy modules are linked for deeper study.

  1. L0

    Translate business questions into analysis

    Turn one business problem into three answerable questions and list required fields.

    Starter · No prerequisite

    Read lesson →
  2. L1

    Spreadsheets, tables and data grain

    Create ten order-item rows and calculate item rows, unique orders and revenue. Identify the key.

    Starter · Complete L0 first

    Read lesson →
  3. L2

    SQL queries, groups and joins

    Query monthly unique orders and revenue, join customers, then compare counts and totals before and after.

    Starter · Complete L1 first

    Read lesson →
  4. L3

    Statistics, funnels and experiments

    Design a signup-flow experiment with sample, allocation, metrics, observation period and stopping rules.

    Starter · Complete L2 first

    Read lesson →
  5. L4

    Dashboards, portfolios and interviews

    Build a one-page dashboard and memo from public or synthetic data. Explain the decision and risks in three minutes.

    Starter · Complete L3 first

    Read lesson →

Connect learning to the application journey

Prepare these stages in parallel where useful. Follow the employer’s actual selection sequence. Every guide includes a task and self-check.