MSQE / Inference

From question bank to exam intelligence.

The inference layer is structured for topic incidence, deep concepts, repeated archetypes, traps, difficulty movement, and PEA/PEB comparison. Report modules are ready to accept verified metadata.

Official-hierarchy boundaryPEA / PEB comparisonNo unsupported predictions
Report module ready

Topic frequency

Structured topic incidence across PEA and PEB once verified banks are uploaded.

Report module ready

Deep concept classification

Concept and prerequisite hierarchy aligned to the MSQE taxonomy boundary.

Report module ready

Repeated archetypes

Recurring solution structures and question templates across papers.

Report module ready

Trap analysis

Distractor and reasoning-failure patterns, especially for objective PEA items.

Report module ready

Difficulty shifts

Paper-wise movement in depth, computation, and conceptual load.

Report module ready

PEA / PEB comparison

Objective recognition versus descriptive construction and proof-quality demands.

Current development taxonomy coverage

Consumer Theory

PEA 17 / PEB 0 development samples

Macroeconomics

PEA 17 / PEB 0 development samples

Calculus

PEA 16 / PEB 0 development samples

Probability

PEA 14 / PEB 0 development samples

Microeconomics

PEA 11 / PEB 0 development samples

Linear Algebra

PEA 9 / PEB 0 development samples

Combinatorics

PEA 6 / PEB 0 development samples

Functions

PEA 5 / PEB 0 development samples

Market Structure

PEA 5 / PEB 0 development samples

Growth Models

PEA 4 / PEB 0 development samples

Statistics

PEA 4 / PEB 0 development samples

Econometrics

PEA 3 / PEB 0 development samples

Public Goods

PEA 3 / PEB 0 development samples

Real Analysis

PEA 3 / PEB 0 development samples

Sequences and Series

PEA 3 / PEB 0 development samples

Algebra

PEA 2 / PEB 0 development samples

Functional Equations

PEA 2 / PEB 0 development samples

General Equilibrium

PEA 2 / PEB 0 development samples

Growth Theory

PEA 2 / PEB 0 development samples

International Trade / General Equilibrium

PEA 2 / PEB 0 development samples

Optimization

PEA 2 / PEB 0 development samples

Algebra / Combinatorics

PEA 1 / PEB 0 development samples

Algebra / Functions

PEA 1 / PEB 0 development samples

Convex Analysis

PEA 1 / PEB 0 development samples

Descriptive Statistics

PEA 1 / PEB 0 development samples

Distributions

PEA 1 / PEB 0 development samples

Econometrics / Growth

PEA 1 / PEB 0 development samples

Expected Value and Variance

PEA 1 / PEB 0 development samples

Game Theory

PEA 1 / PEB 0 development samples

Hypothesis Testing

PEA 1 / PEB 0 development samples

International Trade

PEA 1 / PEB 0 development samples

Intertemporal Choice

PEA 1 / PEB 0 development samples

Intertemporal Optimization

PEA 1 / PEB 0 development samples

Number Theory

PEA 1 / PEB 0 development samples

Optimization / Number Theory

PEA 1 / PEB 0 development samples

Production and Cost

PEA 1 / PEB 0 development samples

Production Theory

PEA 1 / PEB 0 development samples

Random Variables

PEA 1 / PEB 0 development samples

Regression

PEA 1 / PEB 0 development samples