Thursday, June 22, 2017

The Skill-Income Relationship, Part 3

In my previous two blogs, I discussed the statistical relationship between 35 skills and the earnings of various occupations. In the first of these, I analyzed the relationship as I calculated it for close to 1,000 occupations. In the more recent of the two, I restricted the analysis to only those requiring a bachelor’s degree, and I found some significant differences in how the 35 skills ranked in terms of their monetary payoff. This time, I’m considering only those occupations that normally require a graduate or professional degree, so (as in the previous blog’s subset) difference in the worker’s level of education is not a factor that affects the payoff of the worker’s skills when workers in different occupations are compared.

This graduate/professional group includes among its highest-paying occupations several job titles for medical doctors, plus other highly-paid health-care occupations, such as Nurse Anesthetists, Podiatrists, and Prosthodontists. It also includes many kinds of scientists (both natural and social) and many postsecondary teaching occupations.

In the leftmost column of the table below, you can see the correlations I found.  In the second column from the right is the rank that each skill achieved when I computed the correlations for all occupations. And in the rightmost column is the rank when I looked at only bachelor’s-level occupations. These two columns at the right allow you to make easy comparisons to the tables in the previous two blogs.


Corre- lation
Skill
Rank for All Occupa-tions
Rank for Bachelor's- Level Occupa-tions
0.52
Judgment and Decision Making
2
5
0.45
Operation Monitoring
29
17
0.44
Operation and Control
33
33
0.43
Complex Problem Solving
1
2
0.42
Equipment Selection
32
30
0.41
Troubleshooting
31
18
0.41
Critical Thinking
4
13
0.39
Science
14
23
0.37
Quality Control Analysis
28
19
0.33
Reading Comprehension
5
21
0.30
Coordination
19
16
0.29
Service Orientation
26
34
0.29
Time Management
9
11
0.25
Operations Analysis
12
6
0.25
Management of Personnel Resources
16
9
0.24
Active Learning
3
10
0.21
Technology Design
27
15
0.18
Monitoring
7
12
0.18
Equipment Maintenance
35
29
0.17
Management of Financial Resources
23
4
0.16
Management of Material Resources
24
8
0.15
Persuasion
18
22
0.14
Repairing
34
31
0.14
Active Listening
10
25
0.11
Mathematics
20
7
0.10
Negotiation
22
24
0.09
Social Perceptiveness
21
35
0.06
Systems Evaluation
6
3
0.03
Systems Analysis
8
1
0.01
Installation
30
28
0.01
Instructing
15
20
-0.07
Programming
25
14
-0.15
Speaking
13
27
-0.22
Writing
11
26
-0.24
Learning Strategies
17
32


In the following comments I make about the correlations, please understand that I am discussing various occupations only in terms of their skills and their salaries. I am not making overall value judgments about the occupations. If I mention that counseling occupations (for example) are comparatively low-paid within this subset, that does not mean that I do not hold counseling occupations in low regard. Monetary rewards are only one reason that people show up for work in the morning.

As in the tables in the previous two blogs, some cerebral skills—Judgment and Decision Making, Complex Problem Solving, and Critical Thinking—continue to appear high in the table. But it is startling to see how much three other skills—Operation Monitoring, Operation and Control, and Equipment Selection—get boosted compared to their rankings in the two previous blogs. My guess is that in the context of this subset of occupations, these skills are associated not with low-paid mechanical jobs but rather with very highly-paid health-care occupations. The “operations” that are going on are medical procedures, and the “equipment” being selected is health-care tools such as scalpels, dental drills, and heart-lung machines. The grad/prof workers who don’t use these skills tend to be college professors and various kinds of counselors, who are comparatively low-paid in this subset.

One other skill that can be considered basically mechanical—Installation—ranks about as low here as it does in the previous two blogs, and Repairing ranks only slightly higher.

It’s noteworthy that the managerial skills, which rose in the ranks among bachelor’s-level occupations, fall back down in the rankings here. (Besides the skills with “Management” in their title, I would include Systems Evaluation and Systems Analysis among managerial skills.) There are several well-paid managerial occupations at the bachelor’s level, but at the grad/prof level the managerial tasks are mostly handed off to workers with less education, and those grad/prof occupations that do involve a fair amount of managerial tasks—e.g., Librarians, Curators, and Farm and Home Management Advisors—are comparatively low-paid for this subset.

Several of the skills that are associated with college faculty—e.g., Instructing, Speaking, and Writing—rank among the lowest in this table, just as many of the college-teaching occupations rank among the lower-paid in this subset. (College teaching was once my career goal, but with insights I gained with the help of the recently deceased Richard Nelson Bolles, I set off in a different direction.)

It’s a bit surprising to find Mathematics ranking as low as it does here, considering how much of this skill is needed to get through the educational programs for many highly-paid health-care occupations, but evidently the practitioners do not use much high-level mathematics on the job. This contrasts sharply with the bachelor’s-level subset, where the skill is used at a high level by well-paid managerial and engineering occupations. Science, on the other hand, remains fairly high up in the table above.

Programming here ranks even lower than it did among all occupations.  Evidently the highly-paid workers in the grad/prof subset use programming, like mathematics, only at a fairly low level. It ranks much higher among the bachelor’s-level occupations, where it is a key skill among certain well-paid technical occupations.

Service Orientation ranks only slightly above the middle of the grad/prof table, but here it is notably higher than in either of the previous two blogs. Among all occupations, it is associated with low-paid jobs in the service sector. Among the grad/prof occupations, however, its association with health-care professions helps boost it, although its association with counseling occupations drags it down somewhat.

If anyone reading this blog wants to share reactions or would like a copy of the source data, feel free to write me at Laurence@myself.com.

60 comments:

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    winning of any games to become rich.
    He can help you so contact him with his Email: isikolosolutionhome@gmail.com or WhatsApp him on +1(725)240-4536

    ReplyDelete

  28. I Finally Got Helped !! I'm so excited right now, I just have to share my testimony on this Forum.. The feeling of being loved takes away so much burden from our shoulders. I had all this but I made a big mistake when I cheated on my husband with another man and my husband left me for over 4 months after he found out.. I was lonely, sad and devastated. Luckily I was directed to a very powerful spell caster Dr Ilekhojie who helped me cast a spell of reconciliation on our Relationship and he brought back my husband and now he loves me far more than ever.. I'm so happy with life now. Thank you so much Dr Ilekhojie, kindly Contact Dr Ilekhojie now Via Email gethelp05@gmail.com or Call/WhatsApp +2348147400259

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  29. Hello to the general public i want to testify of a good love spell caster called peter wise popularly known as dr noble he brought back my ex who have left me for 3 months now after we had a little fight she told me she doesn't want to be with me anymore because she found someone else i was so sad because i love her so much, i told my friend about it and he gave me Prophet peter email ID and i contacted him he told me everything will be fine i did everything he asked me to do and he told me after 24 hours my girlfriend will come back to me and the next day to my greatest surprise it was my girlfriend knocking at my door she knelt down begging me to forgive and accept her back. Now we are happy together all thanks to Prophet Peter reaching out to him now for an ex back spell , love spell. spell to cancel a divorce or to cause a divorce and death spell to silence your enemies, visit his website via
    http://www.noblesolutiontemple.com WhatsApp +2349059610643

    ReplyDelete
  30. I'm Melvin Martins. from the United States. I started playing lottery games 7 years ago and I have never won big. I went online to seek help on how I can win big in my lottery games and I saw some nice reviews about Dr John who has made different people huge winners in their lottery games with his prayers. I gave it a try and I contacted Dr John who told me how and what to do before I can become a big lotto winner and I accepted. He made special prayers for me at his temple and gave me the required numbers to play the lotto game and when I played it, I won a massive $235.4 million POWERBALL jackpot. I was so happy and I chose to receive my winnings in a one-time, lump-sum payment of $160,038,447.27 at Florida Lottery Headquarters in Tallahassee and the balance was given to the store that I bought & played the game from. I would love other people to seek help from him and he can be contacted through WhatsApp/call/text via this number +1 (803) 820 2671 or you can email him on: Drjohnwinlotterspell@gmail.com .

    ReplyDelete
  31. Win big on your lottery games with the help of Dr Amber. Email: amberlottotemple @yahoo. com

    ReplyDelete
  32. I have cried to my husband’s family to save our marriage at least for the sake of our kids. He is just fooled to have forsaken his family for a university girl, I am so depressed to the verge of committing suicide but when I look at my 7 years old son I just can’t anymore. Just 4 days ago my I was told they went to Bahamas for vacation when he is still being payment on his child support, I have sold my car just to keep paying the mortgage. I have given my all to my children and left with absolutely nothing but my breadth. My sister saw my condition when she came to see her nieces and Nephew, she forced me to contact, drjohnsoco@gmail.com, Since that moment my life has changed. I has just been 24 hours and guess what? I have my car back, my husband is back home, and left the stupid bitch in Bahamas. I have never seen anything work this fast in my entire 53 years of my life. My husband gave me his car, and drove me to court yesterday to renew our vow. I am so happy that my marriage is working again and things are back to normal in just 24 hours. My husband contacted me immediately the love dr Finished the spell. It was instantly. I am still in shock waiting to see how long this will last. But for now it feels like heaven, because my husband is right inside with me, just like we first met when I agreed to marry him. The love doctor said it is forever. I will keep testifying if this spells forever just like he guaranteed. Go get your lover back now......Email: drjohnsoco@gmail.com
    CALL/WHATSAPP +1(803) 820-2671

    ReplyDelete
  33. THIS IS NOT A JOKE. TRUST GREAT DR Osita. jullietta jackson from Germany. Great Dr Osita is really powerful and knows how to do his job perfectly. If not for him i could not imagine what would have happened. My ex was always picking up an argument with me and was always beating me. He started acting strange and funny and left me for no cause for another girl. I thought all hope was gone. I searched for help on the internet and i came across Great Dr Osita. I saw so many testimonies about him. I was delighted and i contacted him on his email and told him what was going on. He laughed and assured me to calm down that he will help me and that my ex will come back begging me. He did his work and cast the spell for me and in 2 days time, my ex came apologizing just as he told me. Today we both live together and we are even more in love than how we use to be before he left. Contact the Great Dr Ositabello for your own help. You can whatsapp +4915217824272 or email Ositabello8@gmil.com


    ReplyDelete
  34. I started playing lottery games 3 years ago and I have never won big sums. I went online to seek help on how I can win big in my lottery games and I saw some nice reviews about Dr Amber who has made different people huge winners in their lottery games with his prayers. I gave it a try and I contacted Dr Amber who told me how and what to do before I can become a big lottery winner and I accepted. He made special prayers for me at his temple and gave me the required numbers to play the lottery game and when I played it, I won a massive $235.4 million POWERBALL jackpot. I was so happy and I chose to receive my winnings in a one-time, lump-sum payment of $160,038,447.27 at Florida Lottery Headquarters in Tallahassee and the balance was given to the store that I bought & played the game from. I would love other people to seek help from him and he can be contacted through +1 (808) 481-5132 via call/text or email: amberlotterytemple@yahoo.com

    ReplyDelete
  35. I am so grateful to Dr Amber for his miraculous work in my life. I requested for a spell to win the lottery and Dr Amber casted a spell for me and gave me the numbers to play the lottery of which I played and I was declared the winner of $10,000,000 million dollars. If you need to win the lottery, you can get in touch with him for he's a GOD sent to us all that seeks for solutions to our problems. You can visit his website: amberlottotemple.com

    ReplyDelete
  36. Worry no more about how to win big in your lottery game for Dr Amber is able to give you sure winning numbers to win big on your lottery games with his spells for I am a winner of $360,000,000 million dollars cash prize on the jackpot lottery game I played. Email: amberlottotemple@yahoo.com or TELEGRAM or dial/text +1 (808) 481-5132 or visit: https://amberlottotemple.com for more information.

    ReplyDelete
  37. I've been a carpenter for the past 18 years and playing the Lottery has always been my thing and my Wife supports me but winning big funds is always an issue. My Wife is quite good at surfing the internet and she came across an AD of DR AMBER who helps people that believes in his work. My Wife & I emailed him for help to win the Lottery and guess what!!! He did a spell prayer and gave us some digits to play the Lottery. We did as he instructed and we were notified after 10 days that we'd won $245,600,000 MILLION DOLLARS from the NY LOTTERY POWERBALL that we played. We can't really explain the feeling we had when we heard the amount we WON for we were so happy. Everything seemed like a dream for some minutes till we realized that it was REALITY" LOL". Anyways, we are here to appreciate DR AMBER and also to share to you all the wonderful experiences we had with him. To get his contact info, Visit: amberlottotemple.com or E-mail: amberlottotemple@yahoo.com

    ReplyDelete
  38. Knowing Dr Amber has been a blessing to me. His spells are incredible with no side effects. I suffered from brain cancer for years with a lot of bills piled up on my neck. I play the lottery hoping that someday I will win big to clear up my debts, live the good life that I've always dreamt of. I was referred to Dr Amber by a friend of mine in South Africa telling me that he can help me win the lottery. I had a chat with Dr Amber about winning the lottery and he was so confident about his work that made me believe in him knowing fully well that he has been helpful to other people. He did a reading for me that made it clear to him that I was going to become a winner after he had prepared the spell for me. He told me the exact ticket to pick and I was declared the winner of ONE MILLION DOLLARS at the "Double Your Money” instant lottery game. I don't know what you seek for but Dr Amber can help you. Email him at ( amberlottotemple@yahoo.com ) to know more or go to : amberlottotemple.com

    ReplyDelete
  39. I love playing the Lottery and I buy tickets every 2 weeks after I get paid. I never wanted to get greedy but I did want enough to live more comfortably. Generally, my luck is pretty terrible. I took a chance when I found a website called [ amberlottotemple.com ] that offers spells to help people. It was the best £415 Pounds I have ever spent! I had to save up for a couple of weeks to be able to afford the spell. I had the spell targeted towards the National Lottery. I heed to DR Amber instructions to buy the ticket after 3days and have faith that I would be the winner. I kept my faith very strong just as DR Amber told me to do. The next morning I got up and saw an email from the National Lottery saying, "Good news, you've won a prize". Today my wife and I are proud winners of £184,262,899.10 Million Pounds. We are here to Appreciate the good deeds of DR Amber. You can reach out to him by email .…. amberlottotemple@yahoo.com

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