A processed tibble containing job transition and specialization features derived from the CMap dataset, as described in Subhani, S., Memon, S.A., & AlShebli, B. (2025). CMap: a database for mapping job titles, sector specialization, and promotions across 24 sectors. *Scientific Data, 12*, 1214. doi:10.1038/s41597-025-05526-3
Format
A tibble with N rows and M columns. Main columns include:
- job_title_from
Source job title for the transition.
- job_title_to
Destination job title for the transition.
- transition_count
Number of observed transitions between these job titles.
- job_count_in_sector
Count of job appearances within sector specialization.
- transition_weighted_count
Weighted or normalized count of job-to-job transitions.
- job_weighted_count_in_sector
Weighted count of job title occurrences in sector index.
- promotion_probability
Estimated probability of promotion for this transition (0 to 1).
- region
Region where the transition occurred.
- sector
Sector code or name.
- validated
Indicator whether the transition is validated.
- si_from
Specialization Index for the source job.
- se_from
Sector Exclusivity for the source job.
- sd_from
Sector Dominance for the source job.
- weighted_freq_from
Weighted frequency of the source job.
- si_to
Specialization Index for the destination job.
- se_to
Sector Exclusivity for the destination job.
- sd_to
Sector Dominance for the destination job.
- weighted_freq_to
Weighted frequency of the destination job.
- si_difference
Change in specialization index (destination - source).
- sd_difference
Change in sector dominance (destination - source).
- popularity_difference
Change in weighted frequency (destination - source).
- education_progression_score
Score for educational progression.
- job_start_score
Score for starting a new job.
- upward_mobility
Binary indicator for upward mobility (high promotion probability).
- career_stagnation
Binary indicator for career stagnation (low promotion probability).
- job_hopping_potential
Binary indicator if the transition suggests high job hopping.
- source_file
File path of the source data.