HR analytics – Innovative recruitment ideas

AI Based HR Analytics Use Case Study

Background

Human resources are a supportive field present in every company with increasing importance as employees become more and more critical asset. Traditionally HR is less digitalized and data driven applications are still in early adoption stage in most cases, which is both opportunity and disadvantage at the same time. But recently “people analytics” is a very hot topic, and more solutions to be expected to come in the market in the immediate future.
Proposed tech stack: Linux, Python (Anaconda), Scikit-learn, NLTK, gensim, TensorFlow, PyTorch

Product Ideas for Recruitment

5 Innovative recruitment ideas to find top talents
Job Application assistant for candidates

Chatbot for facilitating application. Engages candidates in personalized career discussions and recommends positions that fit them best, potentially in the form of a chatbot application, optionally with interview scheduling, FAQ.

Recruitment assistant for recruiters

Digital tools for candidate recommendation, predictions without bias about the best suited candidates. Predictions about possible fitting, performance and employee engagement before actual hire. Comparison and evaluation of alternative candidates with respective match scores. Candidate pre-screening with intelligent information extraction from CVs and other written or spoken sources.

Digitized interviews

Semi-automated or fully automated interview conducting with evaluation of both interviewees and -- in case of semi-automated -- interviewers. Analysis of intelligence, facial expressions, speech patterns, behavioral and other personal traits.

Tracking rejected candidates

Frequent post-checking of rejected applicants’ later statuses -- employment, public careers, professional achievements -- could give feedback about the quality of the decision making about hires.

Talent rediscovery

Utilizing information pool to rediscover past candidates for new posts.

recruit-analyzing-candidates

Product Ideas for Other HR Fields

6 innovatve way to understand how you can make your employees lives better, and relieve some stress, and offer perks that will reflect that reality.
HR generalist assistant

Chatbot for general questions to handle all internal HR related inquiries from employees.

Onboarding tool

Also an assistant to accommodate new hires to the everyday life of the company with possibly personalized learning program, initiatives, getting around office and its environment, following progress, make practical recommendations.

Company real-time insights

Collecting up-to-date information about the company and its products, services from the market and employee sentiments, possibly in the form of ratings by social listening.

Coaching

Career path alignment with goals defined by employee and team manager; position recommendation based on existing skills and matching opportunities; skill management (gaps, recommendations), defining motivation, engagement, identification of potential mentors or peer groups.

Knowledge management

Collective information system about past projects and achievements with general access by staff. What is our knowledge and experience about any upcoming task? Who is most competent? What similar solutions do we already have?

Churn alert

Prediction of employees’ receptiveness to leave company, especially in case of key staff with emotion and activity check.

Added value propositions (Why AI/ML/DL)automatization and facilitation of non-recruitment areas in HR 
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