Not affiliated with or endorsed by Department of Economics

Build skills Economics employers hire for

Personalized interview prep and upskilling

…or type any role or company

Career Readiness

Land the Role You’re After

Jane Street

Goldman Sachs

Two Sigma

McKinsey

BCG

JPMorgan

Barclays investment

Bank of England

UK Civil Service

See it in action

Dialogues with a sparring partner that sharpens how you think.

Mock interviews
Industry news
Core concepts
AI fluency

Personalized Prep

Deeply researched for any company and role

Based on annual reports, interviews & company announcements

Not affiliated with or endorsed by any company shown.

Investment Banking Analyst

Goldman Sachs

Not affiliated with or endorsed by Goldman Sachs

Build skills Economics employers hire for

Land the Role You’re After

See it in action

Deeply researched for any company and role

Investment Banking Analyst

Risk Analyst

Management Consultant

Management Consultant

Investment Banking Analyst

Investment Banking Analyst

Data Analyst

Build skills Economics employers hire for

Land the Role You’re After

See it in action

Deeply researched for any company and role

Level 01Financial Statement DecodingExtract key financial metrics from unstructured documents

Level 02Valuation Assumption ArticulationJustify revenue growth assumptions using comparable company analysis

Level 03Deal Structure ReasoningEvaluate equity versus debt financing trade-offs for acquisition scenarios

Level 19Stakeholder Value ReconciliationBalance competing creditor, shareholder, and management return objectives

Level 20Investment Committee ConvictionSynthesize multi-workstream analysis into clear recommendation with supporting thesis

Level 01Risk Assessment Foundationsanalyze

Level 02Portfolio Exposure Evaluationevaluate

Level 03Market Scenario Modelingmodel

Level 19Strategic Risk Presentationpresent

Level 20Firm-Wide Risk Architecturestructure

Level 01Issue Tree FramingHypothesis Decomposition

Level 02Client Situation DiagnosisSymptom-to-Driver Mapping

Level 03Evidence Sufficiency TestingConfidence Threshold Judgment

Level 19Implementation Governance DesignMilestone Dependency Sequencing

Level 20Client Embedded AdvisingReal-Time Decision Support

Level 01Problem Decomposition FundamentalsBreaking complex business challenges into discrete, testable hypotheses

Level 02Client Context MappingExtracting implicit competitive pressures from client narrative

Level 03Data Architecture ReasoningDetermining which data sources validate or invalidate strategic hypotheses

Level 19Ecosystem Value CaptureAssessing platform leverage potential through network effects and switching cost dynamics

Level 20Transformation Impact MeasurementDesigning baseline-versus-counterfactual metrics to isolate intervention effects from confounding variables

Level 01Financial Statement DecompositionIncome Statement Layering

Level 02M&A Deal Structure FramingAcquisition Economics Logic

Level 03Leveraged Buyout MechanicsDebt Capacity Diagnosis

Level 19JPM Client Retention Through Deal WorkflowRelationship Deepening via Information Access

Level 20Complex Transaction Political NavigationBoard Stakeholder Consensus Building

Level 01Financial Statement FoundationsIncome Statement Analysis

Level 02Valuation MechanicsDiscounted Cash Flow Modeling

Level 03Deal Structure FundamentalsMerger Consideration Analysis

Level 19Portfolio Company OptimizationValue Creation Roadmap Priority Sequencing

Level 20Principal Transactions AuthorityBarclays Principal Risk Appetite Calibration

Level 01Data Explorer Analystidentifying patterns in datasets

Level 02Locked: Query Constructorextracting relevant information

Level 03Locked: Insight Synthesizerconnecting disparate data points

Level 19Teased: Innovation Strategistconceptualizing novel analytical approaches

Level 20Teased: Principal Data Leaderestablishing analytical standards and governance