How Hirize’s Machine Learning-Based Job Resume Matching Works (part I)

In the past, recruiters faced the time consuming task of filtering through hundreds, if not thousands, of resumes for every open job. Today, advances in AI and machine learning technology make it simple to quickly and efficiently scan through large volumes of applications with a very high degree of accuracy. Hirize's resume parsing and job matching are powered by a bespoke Machine Learning (ML)-based Job Resume Matching Algorithm. The technology uses advanced AI to read and parse various forms of resumes into fields that are easily searchable by recruiters. Using Hirize, employers can quickly filter out unqualified candidates and focus on those who match the requirements for particular jobs. The benefits for recruiters are immense — faster turnaround times, improved accuracy when sorting through resumes, and a better candidate experience. By handling the heavy lifting, the ML-based Job Resume Matching Algorithm takes the pain out of the job application process for recruiters while saving companies time and money. In this article, we'll explain how the ML-based Job Resume Matching Algorithm works and discuss some of the key benefits for recruiters. Read on to find out more!

The inner workings of an artificial intelligence-based matching engine

Step 1: Using models to train vocabulary and AI

The first step in the ML-based resume-matching process is to use models to train vocabulary and AI. A model is a program that teaches a machine how to learn and recognize patterns and replicate human intelligence. Modeling requires real-world information from multiple data points — in this case, resumes, job descriptions, and other related information. This data is used to train the mathematical equations and algorithms that will be used to recognize patterns and make decisions when analyzing resumes. "Artificial intelligence (AI) and machine learning (ML) are often thought of as the same thing, but they are actually quite different. Artificial intelligence makes decisions and solves complex problems, whereas machine learning is the process of training AI to be intelligent."

Company and industry mapping

The next step in the ML-based resume-matching process is to map each resume to a specific industry. This can be done by using job search terms or by analyzing the content of a resume for clues about what type of industry the applicant has experience or is interested in. Once this data is mapped, it can be used to help match the candidate's resume to the right job opening.

The AI-Based Resume Matching Algorithm

Finally, our AI-based resume-matching algorithm automatically finds and ranks the most relevant resumes to a given job posting. The algorithm takes into account multiple factors, such as skills and experience. With Hirize's magical AI matching technology, recruiters can easily find the most qualified candidates within seconds, saving them both time and resources. It's faster, more accurate, and easier to use than traditional manual methods. And with more companies turning to automated processes for recruitment, the technology is becoming increasingly popular within the industry.

Step 2: Resume indexing

Once the AI-based matching algorithm has identified the most relevant resumes for a given job posting, the results are indexed using keyword-matching tools. This process helps recruiters quickly find and filter through the resumes most relevant to each job opening.

Step 3: Job Indexing

Once relevant resumes have been indexed, the third step in the ML-based resume-matching process is to do the same for each job posting. This is done by using proprietary algorithms or by analyzing the content of a job description for clues about what type of candidate would be best suited for the position. Once all data is indexed, it can be used to help match resumes to the right job.

The benefits of the ML-Based Job Resume Matching Algorithm

Using an AI-based resume parser and job-matching algorithm has many benefits for recruiters, including: The best resume parsing software increases recruitment process efficiency and speed by screening many thousands more applications than could ever be achieved by hand, **reducing manual effort **and leading to more accurate results. Despite a recruiter's best intentions and prior training, they may still have unconscious biases. On the other hand, an AI-based resume parser and job-matching engine can **never exhibit prejudice **toward a person's gender, ethnicity, or other relevant factors. The AI-Based Resume Matching Algorithm leads to improved transparency and a better candidate experience, as it makes the job hunting process more **user-friendly and efficient for applicants as well as recruiters. Resume parsing software can help to identify potential candidates for future roles that don't yet exist. By analyzing a resume, a career trajectory can be established, helping to build a pipeline of new talent **to keep a company at the peak of its game. Mistakes, particularly concerning the data processing of resumes, can delay recruitment by weeks. AI, on the other hand, can automate many laborious, **manual tasks **with a very high degree of accuracy. AI-based resume matching algorithms can be a great way to quickly find the best candidates for a job opening and ensure they are properly filtered. By using a combination of training models for vocabulary and AI-based resume-matching algorithms, recruiters can find the most relevant candidates for a job opening with minimal effort.

Try Hirize today!

Our proprietary technology is revolutionizing the recruiting industry and helping companies find the best talent faster than ever before. If you're considering using ML-based job resume-matching algorithms to help you in your recruitment efforts, why not try Hirize? We've developed the best resume-parsing software and job-matching tool out there. Our resume parser and job-matching algorithm combine the power of AI and natural language processing (NLP) to quickly and accurately scan your resumes for skills, keywords, experience, and more. The result is a fast and efficient way to match the best candidates with the right job openings. Ready to unleash the power of Hirize for your recruiting campaigns? Start your free trial today!