Mathematical Reasoning

AI Impact: 56 / 100AbilitieCognitive

56/ 100

AI Impact Score

Partial Automation Likely

Risk Band

892

Occupations Using

2.61/ 5

Avg Importance

How AI Impact Is Derived

The AI Impact Score for Mathematical Reasoning is derived by computing a weighted average of the AI exposure scores of all 892 occupations that use this ability. The weights are proportional to how important this ability is and at what level it is required within each occupation. Occupations that rely heavily on Mathematical Reasoning at high levels receive more weight in the calculation, yielding a score of 56 / 100 (Partial Automation Likely).

Top Occupations Using Mathematical Reasoning

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

Rank	Occupation	Major Group	AI Score	Importance	Level	Median Wage
1	Mathematicians	Computer and Mathematical Occupations	73	5.0 / 5	6.0 / 7	$121,680
2	Physicists	Life, Physical, and Social Science Occupations	71	4.8 / 5	5.9 / 7	$166,290
3	Statisticians	Computer and Mathematical Occupations	100	4.8 / 5	5.0 / 7	$103,300
4	Actuaries	Computer and Mathematical Occupations	87	4.6 / 5	5.0 / 7	$125,770
5	Statistical Assistants	Office and Administrative Support Occupations	89	4.6 / 5	4.9 / 7	$51,440
6	Financial Quantitative Analysts	Business and Financial Operations Occupations	80	4.4 / 5	5.0 / 7	$80,190
7	Operations Research Analysts	Computer and Mathematical Occupations	71	4.5 / 5	4.8 / 7	$91,290
8	Biostatisticians	Computer and Mathematical Occupations	72	4.3 / 5	5.0 / 7	$103,300
9	Mathematical Science Teachers, Postsecondary	Educational Instruction and Library Occupations	56	4.3 / 5	4.8 / 7	$79,350
10	Environmental Economists	Life, Physical, and Social Science Occupations	53	4.1 / 5	4.8 / 7	$115,440
11	Astronomers	Life, Physical, and Social Science Occupations	54	4.0 / 5	4.9 / 7	$132,170
12	Geodetic Surveyors	Architecture and Engineering Occupations	48	4.0 / 5	4.8 / 7	$72,740
13	Biochemists and Biophysicists	Life, Physical, and Social Science Occupations	51	4.0 / 5	4.8 / 7	$103,650
14	Photonics Engineers	Architecture and Engineering Occupations	52	3.9 / 5	4.9 / 7	$117,750
15	Automotive Engineers	Architecture and Engineering Occupations	53	3.9 / 5	4.8 / 7	$102,320
16	Civil Engineers	Architecture and Engineering Occupations	53	3.9 / 5	4.8 / 7	$99,590
17	Aerospace Engineers	Architecture and Engineering Occupations	55	3.9 / 5	4.8 / 7	$134,830
18	Robotics Engineers	Architecture and Engineering Occupations	52	3.9 / 5	4.8 / 7	$117,750
19	Economists	Life, Physical, and Social Science Occupations	53	4.1 / 5	4.4 / 7	$115,440
20	Logistics Engineers	Business and Financial Operations Occupations	82	4.1 / 5	4.3 / 7	$80,880

Related Abilities in Cognitive

Mathematical Reasoning

How AI Impact Is Derived

Top Occupations Using Mathematical Reasoning

Related Abilities in Cognitive

Number Facility

Written Expression

Written Comprehension