Obtain Coefficients from Scaled SVD of OCED Labour Force Participation Data

Obtain coefficients from a scaled SVD of OCED labour force participation data downloaded from the OECD Data Explorer. The coefficients are a scaled version of the \(U\) matrix from the SVD.

Usage

coef_lfp(data, n_comp = 5, year_min = NULL, eps = 1e-05)

Arguments

data

A data frame containing OECD data.

n_comp

Number of SVD components to include in result. Default is 5.

year_min

Only include data for year_min onwards. Ignored if year_min is NULL (the default).

eps

Parameter for truncating probabililities or rates. Default is 0.00001.

Value

A tibble

Truncation and transformation

Reported proportions outside (eps, 1-eps) are shifted to eps or 1-eps, and all values are logit-transformed, before the SVD is applied.

See also

• data_ssvd_lfp() Put OECD labour force participation data into the format required by the ssvd() function in bage

• tidy_lfp() Format OECD labour force participation data into a tidy data frame.

Examples

coef_lfp(oecd_lfp_subset)
#> # A tibble: 2,235 × 5
#>    sex    country  time component     coef
#>    <chr>  <chr>   <int> <chr>        <dbl>
#>  1 Female AUS      2010 Component 1 -0.717
#>  2 Female AUS      2011 Component 1 -0.675
#>  3 Female AUS      2012 Component 1 -0.681
#>  4 Female AUT      2010 Component 1  0.410
#>  5 Female AUT      2011 Component 1  0.496
#>  6 Female AUT      2012 Component 1  0.593
#>  7 Female BEL      2010 Component 1  0.777
#>  8 Female BEL      2011 Component 1  0.537
#>  9 Female BEL      2012 Component 1  0.667
#> 10 Female BGR      2010 Component 1  0.808
#> # ℹ 2,225 more rows