# Vulnerable employment, female (% of female employment) (modeled ILO estimate) — LBN
> Latest: 11.31 (2023). Change: +2.9% vs 2022.
- Frequency: Annual · Coverage: 1991–2023
- Data updated: 2026-10-08
- Source: World Bank — SL.EMP.VULN.FE.ZS — https://data.worldbank.org/indicator/SL.EMP.VULN.FE.ZS
- License: CC BY 4.0
- Interactive chart: https://econdash.org/chart/wdi-sl-emp-vuln-fe-zs/LBN
## Recent values
| Year | Value |
| :--- | :--- |
| 2019 | 11.81 |
| 2020 | 11.34 |
| 2021 | 10.38 |
| 2022 | 11.00 |
| 2023 | 11.31 |
## How to cite
APA: World Bank. (2023). Vulnerable employment, female (% of female employment) (modeled ILO estimate) — LBN [Data set]. Retrieved November 13, 2026, from EconDash: https://econdash.org/chart/wdi-sl-emp-vuln-fe-zs/LBN. Original source: https://data.worldbank.org/indicator/SL.EMP.VULN.FE.ZS
## Full data
Full time series: https://econdash.org/docs/agent-payments (free API trial for core indicators of 10 major economies; otherwise an API key or pay per call)