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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

Kỹ năng: Big Data, Khoa học dữ liệu, Phân tích thống kê

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Về Bên Thuê:
( 6 nhận xét ) Hallandale, United States

Mã Dự Án: #15894435

11 freelancer đang chào giá trung bình $491 cho công việc này

suyashdhoot

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 Thêm

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schoudhary1553

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 Thêm

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algispetkuns

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VirtualBrainInc

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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dstepanenko

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chrisvwn

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 Thêm

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bturner7

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adityamatturi

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CRBW

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khannanav

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