Abstract: A method and a multi-directional attribute matching system (MAMS) determining a degree of match between item profiles with respective attributes possessed (AP) and respective attributes needed (AN) of varying credibility and varying importance are provided. The MAMS receives an attributes possessed list including the AP and an attributes needed list including the AN, from a predefined attribute list database. The AP and the AN have parent attributes or hierarchical sub-attributes. The MAMS merges multiple occurrences of AP and inputs to the attributes possessed list. The MAMS generates a matched attribute list for a side by matching the AP in an item profile with the AN in an item profile of another item by matching the AP with the AN. The MAMS computes a raw score and an attribute match score for each side using match formulae and computes a final score of the multi-directional match between the item profiles.

Abstract: A method and a multi-directional attribute matching system (MAMS) determining a degree of match between item profiles with respective attributes possessed (AP) and respective attributes needed (AN) of varying credibility and varying importance are provided. The MAMS receives an attributes possessed list including the AP and an attributes needed list including the AN, from a predefined attribute list database. The AP and the AN have parent attributes or hierarchical sub-attributes. The MAMS merges multiple occurrences of AP and inputs to the attributes possessed list. The MAMS generates a matched attribute list for a side by matching the AP in an item profile with the AN in an item profile of another item by matching the AP with the AN. The MAMS computes a raw score and an attribute match score for each side using match formulae and computes a final score of the multi-directional match between the item profiles.

Abstract: A method and a credible and relevant job seeker display system (CARJSDS) are provided. The CARJSDS renders the most credible and relevant information about a job seeker with or without regard to a job opportunity. The rendered credible and relevant information includes numerical scores determining a degree of match between a job seeker and a job opportunity; job seeker highlights, job seeker skills and attributes, job seeker job experience summaries, job seeker resumes, other additional documents, and job seeker bibliographic data such as location information, photo, and educational history on a graphical user interface of the reviewer's device to provide a meaningful insight to the reviewer during a job selection process.

Abstract: A method and a need matching system (NMS) determine a degree of match between item profiles with item attributes with varying ratings of varying credibility and need profiles with need attributes of varying importance. The NMS receives a first attribute list including the item attributes and a second attribute list including the need attributes from an attribute list database and creates a unique attribute list including unique item attributes, a merged attribute amount measure corresponding to each unique item attribute, and a merged credibility measure indicating credibility of the merged attribute amount measure by performing merging actions on first tuples in the first attribute list. The NMS generates a need match score by processing an attribute match score with an importance measure. The attribute match score is generated for each need attribute in a matched attribute list created by matching the unique item attributes with the need attributes.

Abstract: A method and an opportunity matching system (OMS) for determining a degree of match between opportunity seeker profiles with opportunity seeker skills of varying credibility and opportunity descriptions with opportunity description skills of varying importance are provided. The OMS receives a first skill list including the opportunity seeker skills and a second skill list including the opportunity description skills from a skill list database and creates a unique skill list including unique opportunity seeker skills, a merged skill amount measure corresponding to each unique opportunity seeker skill, and a merged credibility measure indicating credibility of the merged skill amount measure by performing merging actions on first tuples in the first skill list. The OMS generates an opportunity match score by processing a skill match score generated for each opportunity description skill in a matched skill list created by matching the unique opportunity seeker skills with the opportunity description skills.