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Work, building and research for students in Hong Kong. Choose your next step.

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Demo environment — seed data is not real.

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Career / LEARNING STUDIO

Choose a primary and backup direction

Several directions interest me; I cannot choose where to start.

Change direction and availability

An evidence-based comparison with constraints and change conditions.

2026-10-26.2 · 40 minutes estimated; work in several sessions

Saved on this device; sign in to import explicitly.

Next · 5–15 minutes

Spend ten minutes extracting three tasks from each of two roles.

Prerequisites and goal

Bring two directions, weekly hours and any work samples; job tasks can substitute for missing experience.

Start with diagnostics; skip explanations you can already apply independently.

Compare the daily work

Take two real job descriptions per direction. Extract actions, inputs, outputs, collaborators and eligibility. A preference for finance does not distinguish trading from audit; willingness to reconcile data is testable. Mark unstated working conditions unknown and investigate them.

Separate constraints from preferences

Check eligibility, schedule conflicts and unaffordable costs before weighing preferences. A weighted score cannot cancel a hard constraint. Try one work-producing task per direction and compare difficulty, motivation and evidence quality. Preserve preparation shared by the primary and backup.

Define when to reconsider

A choice is revisable. Record evidence, unknowns and a review trigger such as two role conversations or one work sample. Ask AI to find unsupported comparisons and conflicting preferences, then retain your own decision rationale.

Worked example · fictional

From a problem to inspectable work

Fictional case: a third-year student has six hours weekly and a course data report, and is choosing analytics or marketing.

  1. Break titles into querying, segmentation and experiment briefs.
  2. Reuse the report for an analysis memo, then design a marketing experiment and compare engagement.

Choose analytics provisionally, with marketing analytics as backup. Review the two samples against job requirements in two weeks; language requirements remain unknown.

Failure case and repair

Choose from an industry salary ranking.

The ranking does not establish fit, eligibility or available opportunities.

Add two original job descriptions and one work task; mark unknown conditions.

Read primary sources with a task

S1 · University of Oxford · Developing career ideas

Read the sections on interests, abilities and work environments.

Output: Produce a comparison table with hypotheses to check.

Public reading is free; individual university services may be restricted. · Source checked 2026-10-26

S2 · University of Oxford · Making career decisions

Read comparing options, constraints and decisions.

Output: State a conditional decision and information that would change it.

Public reading is free; individual university services may be restricted. · Source checked 2026-10-26

Glossary
Evidence and inference
Evidence is traceable material or observation; inference is an interpretation requiring assumptions.
Transfer practice
Apply the method independently in a new situation, checking which conditions have changed.