Complex Problem Solving

AI Impact: 54 / 100SkillComplex Problem Solving

54/ 100

AI Impact Score

Partial Automation Likely

Risk Band

893

Occupations Using

3.21/ 5

Avg Importance

How AI Impact Is Derived

The AI Impact Score for Complex Problem Solving is derived by computing a weighted average of the AI exposure scores of all 893 occupations that use this skill. The weights are proportional to how important this skill is and at what level it is required within each occupation. Occupations that rely heavily on Complex Problem Solving at high levels receive more weight in the calculation, yielding a score of 54 / 100 (Partial Automation Likely).

Top Occupations Using Complex Problem Solving

Ranked by how intensely this skill is used (importance × level).

Rank	Occupation	Major Group	AI Score	Importance	Level	Median Wage
1	Emergency Management Directors	Management Occupations	57	4.1 / 5	5.4 / 7	$86,130
2	Chief Executives	Management Occupations	59	4.4 / 5	4.9 / 7	$206,420
3	Preventive Medicine Physicians	Healthcare Practitioners and Technical Occupations	41	4.3 / 5	5.0 / 7	N/A
4	Judges, Magistrate Judges, and Magistrates	Legal Occupations	70	4.1 / 5	5.0 / 7	$156,210
5	Business Continuity Planners	Business and Financial Operations Occupations	80	4.1 / 5	4.9 / 7	$81,270
6	Mathematicians	Computer and Mathematical Occupations	73	4.0 / 5	4.9 / 7	$121,680
7	Epidemiologists	Life, Physical, and Social Science Occupations	52	4.3 / 5	4.5 / 7	$83,980
8	Neurologists	Healthcare Practitioners and Technical Occupations	41	4.1 / 5	4.6 / 7	N/A
9	Neuropsychologists	Life, Physical, and Social Science Occupations	53	4.1 / 5	4.6 / 7	$117,580
10	Physicists	Life, Physical, and Social Science Occupations	71	3.9 / 5	4.9 / 7	$166,290
11	Education Administrators, Kindergarten through Secondary	Management Occupations	56	4.1 / 5	4.5 / 7	$104,070
12	Operations Research Analysts	Computer and Mathematical Occupations	71	4.1 / 5	4.5 / 7	$91,290
13	Physicians, Pathologists	Healthcare Practitioners and Technical Occupations	41	4.0 / 5	4.6 / 7	N/A
14	Actuaries	Computer and Mathematical Occupations	87	4.0 / 5	4.6 / 7	$125,770
15	Water/Wastewater Engineers	Architecture and Engineering Occupations	53	3.9 / 5	4.8 / 7	$99,590
16	Emergency Medicine Physicians	Healthcare Practitioners and Technical Occupations	41	4.1 / 5	4.4 / 7	N/A
17	Mining and Geological Engineers, Including Mining Safety Engineers	Architecture and Engineering Occupations	54	4.1 / 5	4.4 / 7	$101,020
18	Treasurers and Controllers	Management Occupations	62	4.1 / 5	4.4 / 7	$161,700
19	Oral and Maxillofacial Surgeons	Healthcare Practitioners and Technical Occupations	40	4.1 / 5	4.4 / 7	N/A
20	Marine Engineers and Naval Architects	Architecture and Engineering Occupations	51	4.1 / 5	4.4 / 7	$105,670