Predictive Scoring for Job Posting Optimization

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Solution Overview

Problem

Employers face challenges in determining the effectiveness and efficiency of their job postings due to a lack of insights into posting metrics, leading to inefficient recruitment processes and wasted resources.

Innovation Solution

A predictive scoring system that utilizes a processor to receive posting queries, generate past posting data, determine predictive metrics, and provide a score related to the expected value of the posting, helping employers make informed decisions on when and how to post jobs.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Loss of information

If employers post jobs without predictive metrics, then they can proceed with recruitment quickly, but they lack insight on posting effectiveness and waste resources

Engineering Contradiction:

Improveposting effectiveness insightVSAvoidrecruitment resource waste

Core Design Contradiction:

Loss of informationVSLoss of energy

Solution Approach 1:

The system performs preliminary analysis by generating past posting datums and determining predictive metrics before the actual job posting is made. This allows employers to see projected outcomes in advance, preventing resource waste by optimizing posting decisions beforehand rather than learning from past failures after resources are already spent.

Inventive Principle:

Principle #10Preliminary action

2Quantity of substance

If employers spend more on job postings, then they may reach more candidates, but they do not get insight on the metrics of their postings

Engineering Contradiction:

Improverecruitment budget allocationVSAvoidposting metrics insight

Core Design Contradiction:

Quantity of substanceVSLoss of information

Solution Approach 1:

The system implements feedback by providing employers with actionable predictive metrics and scores based on historical data analysis. This feedback loop allows employers to see the projected effectiveness of their postings before spending money, enabling them to allocate recruitment budgets more effectively by directing funds toward postings with higher predicted success rates.

Inventive Principle:

Principle #23Feedback

3Ease of operation

If employers make decisions without predictive scoring, then the recruitment process is simpler, but they cannot make informed decisions on postings

Engineering Contradiction:

Improveposting decision simplicityVSAvoidposting expected value information

Core Design Contradiction:

Ease of operationVSLoss of information

Solution Approach 1:

The system transforms complex historical data and multiple variables into a single, easy-to-understand predictive score. By changing the parameters from raw data points to a simplified score metric, employers can make informed decisions about posting effectiveness without being overwhelmed by complexity, maintaining ease of operation while gaining critical information.

Inventive Principle:

Principle #35Parameter changes

Data Source

PatentUS11741432B1Systems and methods for predictive scoring

Publication Date: 2023.08.29 JOB COM LLC

AI summary

An apparatus for predictive scoring, the apparatus comprising a processor and a display device. The processor is configured to receive a posting query, generate a past posting datum, determine predictive metrics as a function of the posting query, and provide a score related to an expected value of a posting. The display device is configured to display a predictive score to the originator.