Everyone understands that improved skills are the key to
higher income. But perhaps you’re wondering which skills carry the most clout. To
make this comparison, I’m going to focus on the transferable skills in the
taxonomy used by the O*NET database.
To identify the most lucrative transferable skills, I used
the statistical procedure known as correlation,
which measures how closely one characteristic varies along with another
characteristic.
For example, when cigarette smoking first became popular,
doctors noticed that heavy smokers were more often afflicted with certain
diseases. Long before researchers were able to pinpoint the mechanisms by which
the smoke caused harmful biological processes, they were able to demonstrate a
statistical correlation between these two factors. To be sure, sometimes
correlations are misleading. Some doctors once believed that there was a
connection between polio and ice cream because the disease struck most often
during the summer, when the most ice cream was eaten. Eventually the polio
virus was discovered, and swimming was found to be an excellent way to acquire
it.
Nevertheless, correlations often indicate a cause-and-effect
relationship. And when it comes to the relationship between skills and
employability, any employer can tell you that this is a real relationship, not
like polio and ice cream. Employers look for highly skilled workers and pay
them premium salaries.
So computing the correlations between the 35 O*NET skills
and the occupations in the American workforce can be a useful indication of
which skills have the highest value in the job market. A perfect correlation
would be 1.0, meaning that any difference in skill levels between any two
occupations is accompanied by a commensurate increase in the wages paid by
those occupations. It would also mean that the difference goes in the same
direction: higher pay when there’s higher skill. If skill increases were linked
to wage decreases, the correlation would be a negative number. If no
relationship existed between the two factors, just random variation, the
correlation would be zero.
The following table shows, from highest to lowest, the
correlations between each of the 35 O*NET skills and the median wages paid in
the 747 occupations that are included in both the O*NET database and the salary
surveys of the Department of Labor.
Correlations Between O*NET Skills and Occupational
Wages
Skill
|
Definition
|
Correlation
|
Judgment and Decision Making
|
Weighing the relative costs and benefits of a potential
action.
|
0.8
|
Complex Problem Solving
|
Identifying complex problems, reviewing the options, and
implementing solutions.
|
0.7
|
Active Learning
|
Working with new material or information to grasp its
implications.
|
0.7
|
Reading Comprehension
|
Understanding written sentences and paragraphs in
work-related documents.
|
0.7
|
Critical Thinking
|
Using logic and analysis to identify the strengths and
weaknesses of different approaches.
|
0.7
|
Time Management
|
Managing one’s own time and the time of others.
|
0.7
|
Systems Evaluation
|
Looking at many indicators of system performance and
taking into account their accuracy.
|
0.7
|
Monitoring
|
Assessing how well one is doing when learning or doing
something.
|
0.7
|
Active Listening
|
Listening to what other people are saying and asking
questions as appropriate.
|
0.6
|
Writing
|
Communicating effectively with others in writing as
indicated by the needs of the audience.
|
0.6
|
Systems Analysis
|
Determining how a system should work and how changes will
affect outcomes.
|
0.6
|
Operations Analysis
|
Analyzing needs and product requirements to create a
design.
|
0.6
|
Speaking
|
Talking to others to effectively convey information.
|
0.6
|
Science
|
Using scientific methods to solve problems.
|
0.6
|
Instructing
|
Teaching others how to do something.
|
0.6
|
Management of Personnel Resources
|
Motivating, developing, and directing people as they work;
identifying the best people for the job.
|
0.6
|
Persuasion
|
Persuading others to approach things differently.
|
0.6
|
Coordination
|
Adjusting actions in relation to others’ actions.
|
0.6
|
Learning Strategies
|
Using multiple approaches when learning or teaching new
things.
|
0.6
|
Social Perceptiveness
|
Being aware of others’ reactions and understanding why
they react the way they do.
|
0.5
|
Mathematics
|
Using mathematics to solve problems.
|
0.5
|
Negotiation
|
Bringing others together and trying to reconcile
differences.
|
0.5
|
Management of Financial Resources
|
Determining how money will be spent to get the work done
and accounting for these expenditures.
|
0.5
|
Management of Material Resources
|
Obtaining and seeing to the appropriate use of equipment,
facilities, and materials needed to do certain work.
|
0.4
|
Service Orientation
|
Actively looking for ways to help people.
|
0.4
|
Programming
|
Writing computer programs for various purposes.
|
0.4
|
Technology Design
|
Generating or adapting equipment and technology to serve
user needs.
|
0.3
|
Quality Control Analysis
|
Evaluating the quality or performance of products,
services, or processes.
|
0.0
|
Operation Monitoring
|
Watching gauges, dials, or other indicators to make sure a
machine is working properly.
|
–0.1
|
Installation
|
Installing equipment, machines, wiring, or programs to
meet specifications.
|
–0.1
|
Troubleshooting
|
Determining what is causing an operating error and
deciding what to do about it.
|
–0.1
|
Equipment Selection
|
Determining the kind of tools and equipment needed to do a
job.
|
–0.1
|
Operation and Control
|
Controlling operations of equipment or systems.
|
–0.2
|
Repairing
|
Repairing machines or systems, using the needed tools.
|
–0.2
|
Equipment Maintenance
|
Performing routine maintenance and determining when and
what kind of maintenance is needed.
|
–0.2
|
Sources: O*NET database, release
16.0; May 2010 Occupational Employment Statistics survey. Tabulation produced
by the author.
I’ll acknowledge that transferable skills are harder to
learn than many job-specific skills such as Excel. You can’t take a four-week
course in critical thinking and expect to boost your proficiency from
zero to a level that employers want. On the other hand, critical thinking
is something we all have been learning since childhood (even though certain benighted politicians are trying to keep it out of the classroom), so nobody starts from a
zero level of proficiency.
And yet, most companies only hire people who follow directions, not those who innovate.
ReplyDeleteThank you very much for interesting research, Mr Shatkin. To be frank, as an econometric researcher, I believe the correlation analysis of "median income" with "skills" are insufficient to derive sharp conclusions.
ReplyDeleteFirstly, your analysis shows, to what extend different skills contributed to higher income of analysed sample, believing you have specified the analysis as per following:
Dependent variable: Median Income
Independent variable(s): Separate d-u-m-m-y variable for each skill.
In other words, it is not about future benefits, it is about current contribution of different skills to higher income.
Moreover, to further asses results of your analysis, I would appreciate if you could provide readers with F-test and/or t-test results of your outcome.
To assess what skills will be beneficial in future you may be better of by running a qualitative/non-parametric regression.
Greetings from Germany! In 2003 I learned the O*Net via http://www.assessment.com and repeated the test in 2008. I found it very valuable. Your research is a very good approach, and I will compare it to my MAPP / O*NET profile in detail.
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