GPT-5.1 vs o3

Computer and information research scientists are projected to grow 15 percent from 2024 to 2034, a rate BLS characterizes as “much faster than average.” The occupation requires no prior work experience in a related occupation (entry usually follows a master’s or Ph.D. program). The 2024 median annual pay is about $151,580. Employment is projected to increase by roughly 7,700 jobs over the decade, from about 51,600 to 59,300 positions, with an estimated 2,100 openings per year on average, including both growth and replacements.[1] Computer and information systems managers also have a projected 15 percent job growth from 2024 to 2034, likewise labeled “much faster than average,” but they typically require five years or more of work experience in a related occupation before moving into management roles.[2] Their 2024 median annual pay is about $174,210. Total employment is projected to rise by around 92,600 jobs over the decade, from about 612,000 to 704,600 positions, with approximately 51,800 average annual openings when accounting for both new positions and turnover.[2] These two occupations therefore share the same strong projected growth rate yet represent different career stages: one is an advanced technical research role accessible without prior industry experience, while the other is a high-level managerial role that generally builds on substantial prior work in computer or information technology fields.[1][2] ## References [1] U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, “Computer and Information Research Scientists,” https://www.bls.gov/ooh/computer-and-information-technology/computer-and-information-research-scientists.htm [2] U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, “Computer and Information Systems Managers,” https://www.bls.gov/ooh/management/computer-and-information-systems-managers.htm

Computer and Information Systems Managers • 2024 median annual pay: $174,790 [1] • Projected employment change, 2024-34: +86,000 jobs [1] • Average annual openings: 34,700 [1] • Work experience in a related occupation: 5 years or more. • Job outlook, 2024-34: 15 percent growth (“Much faster than average”). Computer User Support Specialists • 2024 median annual pay: $64,340 [2] • Projected employment change, 2024-34: +104,700 jobs [2] • Average annual openings: 68,600 [2] • Work experience in a related occupation: None. • Job outlook, 2024-34: 15 percent growth (“Much faster than average”). Both occupations share an identical 15 percent projected growth rate for 2024-34, but differ markedly in their experience requirements: user support specialists offer an entry pathway with no prior related work, whereas computer and information systems managers presuppose substantial industry experience. Their pay and opportunity profiles also diverge. Managers command a median salary roughly 2.7 times higher, yet generate fewer annual openings because the role is more senior and supervisory. Conversely, support specialists, while earning far less, present a larger numeric employment gain and nearly double the yearly openings, reflecting widespread demand for hands-on technical assistance across industries. For career planners, these figures illustrate how experience requirements shape compensation and labor-market dynamics even within the same overall growth category. ## References [1] U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, “Computer and Information Systems Managers,” 2024-34 projections page. [2] U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, “Computer Support Specialists — Computer User Support Specialists,” 2024-34 projections page.