Compensation data prediction

• US 8,478,618 B2
• Filed: 06/28/2010
• Issued: 07/02/2013
• Est. Priority Date: 06/15/2001
• Status: Active Grant

• Current Assignee: Salary.com, LLC
• Original Assignee: International Business Machines Corporation
• Inventors: Coleman, William H., Plunkett, Gregory K., Linn, Andrew L., Fortier, Keith E., Zhang, Yong
• Primary Examiner(s): Jeanty, Romain
• Application Number:
  US12/825,209
• Publication Number:
  US 20100268559A1
• Time in Patent Office: 1,100 Days
• Field of Search: 705/7.11
• US Class Current: 705/7.11
• CPC Class Codes: G06N 20/00 Machine learning
• CPC Class Codes: G06N 5/02 Knowledge representation; Symbolic representation
• CPC Class Codes: G06Q 10/06 Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
• CPC Class Codes: G06Q 10/063 Operations research, analysis or management
• CPC Class Codes: G06Q 10/06375 Prediction of business process outcome or impact based on a proposed change
• CPC Class Codes: G06Q 10/06398 Performance of employee with respect to a job function
• CPC Class Codes: G06Q 10/10 Office automation; Time management
• CPC Class Codes: G06Q 10/105 Human resources
• CPC Class Codes: G06Q 30/0201 Market modelling; Market analysis; Collecting market data
• CPC Class Codes: G06Q 30/0205 Location or geographical consideration
• CPC Class Codes: G06Q 30/0206 Price or cost determination based on market factors
• CPC Class Codes: G06Q 40/04 Trading; Exchange, e.g. stocks, commodities, derivatives or currency exchange
• CPC Class Codes: G06Q 40/08 Insurance
• CPC Class Codes: G06Q 90/00 Systems or methods specially adapted for administrative, commercial, financial, managerial or supervisory purposes, not involving significant data processing
• CPC Class Codes: G16H 40/20 for the management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms

Abstract

A method of predicting compensation data includes obtaining compensation data, associated with a job category, with at least one datum being associated with each of a plurality of characteristics associated with the job category, determining values of factors, associated with respective ones of the characteristics, and a base value that when used as operands of a function yield estimates of the obtained data such that relationships between the estimates and corresponding obtained compensation data satisfy at least one criterion, and using a portion of the values of factors and the base value by a computer to automatically obtain estimates of compensation data.

Claims

1. A method of predicting compensation data, the method comprising:

obtaining compensation data, associated with a job category, with at least one datum being associated with each of a plurality of characteristics associated with the job category;

determining values of factors, associated with respective ones of the characteristics, and a base value that when used as operands of a function yield estimates of the obtained data such that relationships between the estimates and corresponding obtained compensation data satisfy at least one criterion;

using a portion of the values of factors and the base value by a computer to automatically obtain estimates of compensation data;

deriving reference data using the obtained compensation data and the values of factors;

aggregating the reference data to determine the base value;

comparing estimated compensation data with obtained compensation data of the same job and having the same associated characteristics as the estimated compensation data;

adjusting the values of the factors as appropriate depending upon results of comparing the estimated and obtained compensation data; and

repeating the deriving, aggregating, using, comparing, and adjusting until comparing the estimated and obtained compensation data satisfy the at least one criterion.

2. The method of claim 1 wherein using the portion of the values of factors and the base value includes using each combination of values of factors for which values are determined.

3. The method of claim 1 wherein the aggregating comprises averaging the reference data.

4. The method of claim 1 wherein each of the plurality of characteristics comprise scope criteria associated with jobs.

5. The method of claim 4 wherein each of the plurality of characteristics include at least one of geographic region, size of organization, industry, and seniority.

6. The method of claim 1 further comprising comparing indicia associated with obtained data and estimated data respectively.

7. The method of claim 6 wherein the indicia comprised indicia of estimated and obtained data.

8. The method of claim 1 wherein the relationships comprise differences between estimated and obtained data associated with the same job and the same characteristics.

9. The method of claim 8 wherein the at least one criterion comprises the differences being within a magnitude limit.

10. The method of claim 1 wherein the relationships comprise ratios between estimated and obtained data associated with the same job and same characteristics.

11. The method of claim 10 wherein the at least one criterion comprises the ratios being within a magnitude limit.

12. The method of claim 1 wherein the obtained data are associated with at least two job categories, and the method further comprises:

determining a job-to-job factor relating compensation data of a first job category to compensation of a second job category; and

applying the job-to-job factor to a selected datum of the first job category to determine a datum of the second job category.

13. The method of claim 12 wherein the selected and determined data comprise compensation data.

14. The method of claim 12 wherein the selected and determined data comprise values of factors.

15. The method of claim 1 further comprising combining the estimates of compensation data and the obtained compensation data.

16. The method of claim 15 wherein the combining includes weighting at least one of the estimates of compensation data and the obtained compensation data.

17. The method of claim 1 further comprising transmitting indicia of the estimates of compensation data via a communications network to a destination for display at the destination.