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Table 7 Model notation

From: Using electronic transaction data to add geographic granularity to official estimates of retail sales

Notation

Definition

\(\theta_{ijk}\)

Retail sales (estimand of interest)

\(\varvec{x}_{{\varvec{ijk}}}\)

Vector of covariates from among \(EC_{ijk}\), \(POP_{ijk}\), \(QE\_ACC_{ijk}\), \(QE\_CON_{ijk}\), and \(QE\_RET_{ijk}\) (all on the log scale) and also an intercept

\(\varvec{\beta}\)

Vector of coefficients

\(q\)

Length of vectors \(\varvec{x}_{{\varvec{ijk}}}\) and \(\varvec{\beta}\)

\(u_{ij}\)

Random effect to account for geographical division

\(\tau^{2}\)

Variance of \(u_{ij}\)

\(\varepsilon_{ijk}\)

Residual error at the state level

\(\sigma^{2}\)

Variance of \(\varepsilon_{ijk}\)

\(B\)

Posterior sample size

\(b\)

Index for the posterior draws