Develop a resume & job scoring and matching strategy

The goal is to match the best resumes to a job opening. Or reverse, match jobs in the database to a resume.

Resumes have words that are associated with job titles, skills, technologies, certifications…etc. These words or “attributes” can be counted for occurrence or placement in a resume (is higher in the resume better?). Further, these attributes can be hierarchical in nature.

Example: Java is a development language. Struts and Hibernate are Java frame works. These could sit under “Java” in the hierarchy. By having more of the “children” attributes, the resume could be quantified as more qualified at Java. The job openings could also be scored similarly for attributes. In addition, there could be many hierarchies, covering industries, technologies and job titles.

Question 1: What is the most effective way of “scoring” a resume? Is it to use attributes? Should the score reflect multiple attributes as opposed to an overall score? Is there an alternative way which is more effective?

Question 2: What is the pseudocode necessary to match a multi-attribute scored resume to job openings?

Deliverable: Develop a scoring & matching methodology and pseudocode suitable for a developer to use

Kemahiran: Big Data Sales, Sains Data, Analisis Statistik

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Tentang Majikan:
( 6 ulasan ) Hallandale, United States

ID Projek: #15894435

10 pekerja bebas membida secara purata $510 untuk pekerjaan ini


Hi I am a very experienced statistician and programmer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several companies and have done p Lagi

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Greeting, I have understood your Develop a resume & job scoring and matching strategy task and can do it with your 100% satisfaction. Please ping me for more discussion. I have more than 5 years of experience in Lagi

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Hello, I'm data scientist with huge expertise in machine learning and mathematician with a number of publications. Also I'm participant and problem writer of many algorithm competitions (Topcoder, ACM ICPC). Fee Lagi

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Hi, I have worked on a similar project matching resumes to job openings using machine learning. Using natural language processing and various machine learning algorithms, it is possible to match resumes to job openi Lagi

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I have briefly read the description on research development, and I can deliver as per the requirements however I need us to discuss for more clarity on the details, deadline and budget as well.

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Hi i had worked in startup for web scraping on face-book. I had very good experience working on python for web-scraping.

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Hi, We are a team of expert data scientists with more that 8 years of experience. We have delivered various projects using statistical analysis, recommendation engines. Backend: Grails, JAVA, Hadoop, MongoDB, Cassandr Lagi

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