Report
Piloting a Machine Learning-Based Job-Matching Algorithm ; Summary of Results from Pomerania
| العنوان: | Piloting a Machine Learning-Based Job-Matching Algorithm ; Summary of Results from Pomerania |
|---|---|
| المؤلفون: | Honorati, Maddalena, Ferré, Céline, Gajderowicz, Tomasz |
| بيانات النشر: | World Bank |
| سنة النشر: | 2023 |
| المجموعة: | The World Bank: Open Knowledge Repository (OKR) |
| مصطلحات موضوعية: | JOB MATVHING TOOL, MACHINE LEARNING, ML-BASED TOOLS, PES DELIVERY |
| الوصف: | The objective of this note is to present and discuss the findings of piloting a task-based job matching tool developed by the World Bank and implemented in partnership with the Regional Labor Office of Pomerania, Poland. The aim of the pilot was to assess whether simple ML-based tools could contribute to improve the efficiency of PES delivery and job-seeking behaviors compared to rule-based, knowledge-driven approaches. By combining labor demand data from local occupational barometers and the descriptions of tasks in the national taxonomy of occupations, the tool provides jobseekers a menu of potential jobs available in the local labor markets that match the tasks performed in previous work experiences. Results show that jobseekers were satisfied with the proposed occupations resulting from the tool (as beyond their thinking) and had the intention to expand job search efforts, though job-seeking behaviors could not be monitored. Career advisers recognized that the lack of information on jobseekers’ education, skills, and preferences limited the efficiency of the proposed job matches. |
| نوع الوثيقة: | report |
| وصف الملف: | application/pdf; text/plain |
| اللغة: | English |
| Relation: | Jobs Notes; Issue No.17; http://documents.worldbank.org/curated/en/099815111082317163/IDU05c01a6d4070a304a4c0bae302dffea5f6e98; https://openknowledge.worldbank.org/handle/10986/40628 |
| الاتاحة: | http://documents.worldbank.org/curated/en/099815111082317163/IDU05c01a6d4070a304a4c0bae302dffea5f6e98 https://openknowledge.worldbank.org/handle/10986/40628 |
| Rights: | CC BY-NC 3.0 IGO ; World Bank ; https://creativecommons.org/licenses/by-nc/3.0/igo |
| رقم الانضمام: | edsbas.5E65F74D |
| قاعدة البيانات: | BASE |
| الوصف غير متاح. |