4. Introduction – Dataset
Changmao et al. 2020. Competence-Level Prediction and Resume-Job_Description Matching Using Context-Aware Transformer Models
5. Introduction – Dataset
• Applications: 24,933 (A).
• Remove duplicated resumes within the same level: 9,286 (B).
• Remove duplicated resumes across all levels;
Retrain only the resumes to the highest level: 6,492 (C).
• Discarded unstructured ones: 5,362 (Br), 3,425 (Cr).
Changmao et al. 2020. Competence-Level Prediction and Resume-Job_Description Matching Using Context-Aware Transformer Models
6. Introduction – Tasks
• Competence-Level Classification - Multiclass Classification Task
• Given a resume, decide which level of CRC positions that the corresponding
applicant is suitable for.
• Labels: CRC1, CRC2, CRC3, CRC4, NQ
• Resume-to-Job_Description Matching - Binary Classification Task
• Given a resume and a CRC job description, decide whether the applicant is
suitable for that job
• Labels: accept, reject
Changmao et al. 2020. Competence-Level Prediction and Resume-Job_Description Matching Using Context-Aware Transformer Models
10. Context-Aware: Section Pruning
Changmao et al. 2020. Competence-Level Prediction and Resume-Job_Description Matching Using Context-Aware Transformer Models
• Remove all stop words;
• Remove all words with frequencies top 5%;
• Remove all words with frequencies top 30%.
20. Results - Competence-Level Classification
Changmao et al. 2020. Competence-Level Prediction and Resume-Job_Description Matching Using Context-Aware Transformer Models
21. Results - Resume-to-Job_Description Matching
Changmao et al. 2020. Competence-Level Prediction and Resume-Job_Description Matching Using Context-Aware Transformer Models
22. Error Analysis
• It’s unable to identify clinical research experience.
• It can’t identify dates of experience.
• It can’t distinguish adjacent CRC positions.
Changmao et al. 2020. Competence-Level Prediction and Resume-Job_Description Matching Using Context-Aware Transformer Models
28. Glossary of Terms
• Clinical Settings
• Clinical Roles
• Patient Service(s) Coordinator,
• Patient Care Coordinator,
• Clinical Coordinator,
• Unit Secretary
• Clinical Service Representative,
• Medical Scribe, Medical Secretary,
• Pharmacy Technician,
• Phlebotomist,
• Tumor Registrar
• Pre/Post Award Administrator
• Internship in a scientific or health related area (1000 documented hours).
29. Glossary of Terms
• Clinical Settings
• Clinical Roles
• Clinical Research Experience
• clinical research coordinator;
• clinical research associate;
• clinical research assistant;
• research interviewer;
• research assistant;
• clinical research manager;
• clinical research supervisor.
30. Glossary of Terms
• Clinical Settings
• Clinical Roles
• Clinical Research Experience
• Bachelor’s Degrees in scientific or health related fields+
• Biology; Psychology; Epidemiology; Chemistry; Biomedical Science;
Neuroscience; Behavioral Science; Social Work; Microbiology; Nutrition/Food;
Public Health; Health Promotion and Global Health; Complementary and
Alternative Health; Community Wellness .
31. Glossary of Terms
• Clinical Settings
• Clinical Roles
• Clinical Research Experience
• Bachelor’s Degrees in scientific or health related fields+
• Bachelor’s Degrees in non-scientific or non-health related fields
• Business Management;
• Healthcare Management;
• Healthcare Administration;
• Informatics;
• Gender and Global Health
32. Glossary of Terms
• Clinical Settings
• Clinical Roles
• Clinical Research Experience
• Bachelor’s Degrees in scientific or health related fields+
• Bachelor’s Degrees in non-scientific or non-health related fields
• Laboratory Research- Including animal and industry research-
nonclinical
• laboratory specialist; laboratory assistant; laboratory scientist; some PhD
fields are identifiable as laboratory research – chemistry, biotechnology, etc.
33. Glossary of Terms
• Clinical Settings
• Clinical Roles
• Clinical Research Experience
• Bachelor’s Degrees in scientific or health related fields+
• Bachelor’s Degrees in non-scientific or non-health related fields
• Laboratory Research- Including animal and industry research-
nonclinical
• Technical Diploma
• LPN,
• Medical Assistant
35. Timeline – By end of September
• Parse the resume using tools to prepare the data
• Generate the statistics table of this year’s data
• Divide data into 20 batches for annotation
• Build models
36. Reference
• Changmao et al. 2020. Competence-Level Prediction and Resume-
Job_Description Matching Using Context-Aware Transformer Models