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Randstad is a Dutch multinational human resource consulting firm, founded in 1960. It operates in approximately 39 countries, offering services such as temporary and permanent staffing, recruitment process outsourcing, and workforce management.
֍ Resume Collection: The system collects resumes submitted by job applicants,
converting them into a structured format for processing.
֍ Job Description Acquisition: Job descriptions from various job listings are gathered and
structured similarly..
֍ Normalization and Tokenization: Resumes and job descriptions undergo text
normalization, removing inconsistencies and tokenizing the text for analysis.
֍ Feature Extraction: Key features such as skills, experience, and qualifications are
extracted from both resumes and job descriptions.
֍ Text Embedding: Using advanced NLP techniques, the textual data is transformed into
embeddings, numerical representations capturing the semantic meaning of the
content.
֍ Model Training: Pre-trained language models, such as GPT-3.5, are fine-tuned to
understand the specific language and context of resumes and job descriptions.
֍ Similarity Calculation: The embeddings of resumes and job descriptions are compared
using cosine similarity or other distance metrics to determine how well they match.
֍ Relevance Scoring: Each resume is scored based on its relevance to the job description,
highlighting strengths and gaps.
֍ Match Report Generation: The system generates a detailed report showing the
evaluation results, including match scores and recommendations.
֍ Feedback Loop: The results are used to refine and improve the system continuously,
incorporating feedback to enhance accuracy and relevance.
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