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Time-Series
Econometrics
Ian Helfrich PhD ↗

Lecture 10 summary · March 26, 2027

What an impulse response can claim

Complete chapter · Laboratory ch10 · Practice · All summaries

The economic question

Reduced-form covariance does not uniquely determine economic shocks. A covariance-preserving rotation changes the impact pattern while retaining observable second moments.

Central relation

Σ=BB′,\Sigma=BB\prime,
QQ′=I, QQ\prime=I,
(BQ)(BQ)′=Σ,(BQ)(BQ)\prime=\Sigma,
IRF(h)=AhB\mathrm{IRF}(h)=A^hB

Individual problem

A lower-triangular factor has rows two, zero and one, two. Compute covariance and identify the restriction imposed by its upper-right zero.

Worked reasoning

Covariance has rows four, two and two, five. The zero excludes the second shock from contemporaneously affecting the first variable. Its economic justification is additional to decomposition.

A consequential failure

A Cholesky response is called causal without defending ordering, or a common shock is called identified network propagation.

Repair

Name the exclusion, timing, normalization, and alternative decompositions. Retain predictive claims when structural identification is incomplete.