Calculate Title Frequency

Summarizes the most frequent job titles from the title mapping data.

Usage

title_frequency(title_map, by = c("sector", "region"), n = 10)

Arguments

title_map

A tibble containing title mapping data (e.g., from load_title_map()).

by

Character vector specifying grouping variables. Default is c("sector", "region").

n

Integer specifying the number of top titles to return per group. Default is 10.

Value

A tibble with the top N most frequent titles per group.

Details

This function identifies frequency columns in the title map data and returns the top N titles by frequency within each group. It looks for columns like 'frequency', 'frequency_simplified', or 'weighted_frequency'.

Examples

if (FALSE) { # \dontrun{
title_map <- load_title_map("~/cmap_data/titles/map")
freq <- title_frequency(title_map, by = "sector", n = 20)
} # }