Battle replay

GPT-5.1 vs Grok 4

tree_0016 · Software Developers, Quality Assurance Analysts, and Testers : Occupational Outlook Handbook: : U.S. Bureau of Labor Statistics

GPT-5.1 · Much Better

DEEP

Rounds

3 - 0

Final Score

85,001

Tokens

$0.85

Cost

Round 3

Mode

← Back to battles·View source page·round3/R3_M0_gpt-5.1-search_vs_grok-4-search_tree_0016.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 2

Round Context

Depth 2Width 2Drill down

Logic Chain

Root

Software Developers, Quality Assurance Analysts, and Testers / Occupational Outlook Handbook: / U.S. Bureau of Labor Statistics

Step 2

Computer and Information Systems Managers / Occupational Outlook Handbook: / U.S. Bureau of Labor Statistics

Question

According to the U.S. Bureau of Labor Statistics Occupational Outlook Handbook (2024–2034 projections), identify the two specific computer-related occupations that are projected to grow by exactly 15%. For each of these two identified occupations, report the 2024 median annual pay, the projected numerical change in employment over the decade, and the specific requirement regarding work experience in a related occupation.

Answer length: 200-300 words.

Show hidden checklists

Depth checklist

Identifies Entity 1: Software Developers, Quality Assurance Analysts, and Testers (based on 15% growth match)
Identifies Entity 2: Computer and Information Systems Managers (based on 15% growth match)

Width checklist

Software Developers/QA Analysts: 2024 Median Pay of $131,450
Software Developers/QA Analysts: Projected Employment Change of 287,900
Software Developers/QA Analysts: Work Experience requirement is 'None'
Computer and Information Systems Managers: 2024 Median Pay of $171,200
Computer and Information Systems Managers: Projected Employment Change of 101,600
Computer and Information Systems Managers: Work Experience requirement is '5 years or more'

Examiner rationale

The question masks the entities by filtering for a shared statistical attribute (15% growth rate) found in two separate source documents. This requires 'Deep' reasoning to identify the correct roles among many computer occupations. The 'Wide' component is enforced by requesting specific data points (pay, employment change, experience) that differ between the two entities and are located in their respective detailed profiles, preventing the use of a single summary table.

Judgment

Better

DEEP

Score 1 - 0

Agent A is the winner because it correctly identified one of the two target entities ('Computer and Information Systems Managers') specified in the Ground Truth, whereas Agent B failed to identify either of the correct occupations. Agent A also provided superior formatting with clear bullet points, making the information much easier to scan. However, Agent A cannot receive a 'Much Better' score because it relied on outdated data (likely the 2023-2033 projections) rather than the requested 2024-2034 data. This resulted in factual errors regarding the median pay and projected numerical change (e.g., reporting $169,510 instead of the correct $171,200). Despite these data errors, Agent A is more useful than Agent B, which hallucinated the entities entirely.

Evolution step

Determining Next Step...

WINNER is A. Targeting Loser Failure: DEEP.

Action: Deep+1 (Drill Down)

Descended to: 'Information Security Analysts / Occupational Outlook Handbook: / U.S. Bureau of Labor Statistics'

GPT-5.1

OpenAI

12.1s

The two computer-related occupations in the 2024–2034 Occupational Outlook Handbook with a projected growth rate of exactly 15% are: 1. **Computer and information systems managers** - **2024 median annual pay:** \$169,510 [1]. - **Projected employment change, 2024–34:** Increase of about **86,000 jobs** (from 633,900 to 719,900) [1]. - **Work-experience requirement:** Typically requires **5 years or more of work experience in a related occupation** (often in roles such as computer systems analyst, information security analyst, or other IT occupations) [1]. 2. **Web developers and digital designers** - **2024 median annual pay:** \$92,750 [2]. - **Projected employment change, 2024–34:** Increase of about **26,200 jobs** (from 174,500 to 200,700) [2]. - **Work-experience requirement:** **None** in a related occupation is typically required; employers instead emphasize education (such as a bachelor’s degree for digital designers or an associate’s/bachelor’s for some web developers) and a strong portfolio of work [2]. Both occupations are categorized within computer or information technology fields and are projected to grow faster than the average for all occupations, reflecting continued demand for technology leadership and for professionals who build and design web-based experiences. ## References [1] U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, “Computer and Information Systems Managers,” 2024–2034 projections. [2] U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, “Web Developers and Digital Designers,” 2024–2034 projections.

Grok 4

xAI

80.6s

The U.S. Bureau of Labor Statistics (BLS) Occupational Outlook Handbook for 2024–2034 projections identifies two computer-related occupations projected to grow by exactly 15%: Web Developers and Digital Designers, and Computer Numerically Controlled Tool Programmers [1][2]. For Web Developers and Digital Designers, who create and design websites and digital interfaces using programming languages and software tools, the 2024 median annual pay is $92,750. The projected numerical change in employment from 2024 to 2034 is an increase of 30,900 jobs, from a base of 206,700 to 237,600. Regarding work experience in a related occupation, the requirement is none, though a bachelor's degree is typically needed for entry-level positions, with no on-the-job training specified [1]. For Computer Numerically Controlled Tool Programmers, who develop computer programs to control automated machine tools for manufacturing parts and products, the 2024 median annual pay is $64,990. The projected numerical change in employment over the decade is an increase of 4,500 jobs, from 30,000 in 2024 to 34,500 in 2034. The specific requirement for work experience in a related occupation is none, but entry typically involves a postsecondary nondegree award and moderate-term on-the-job training [2]. These projections reflect demand driven by digital expansion and automation in industries like e-commerce and manufacturing. Web developers benefit from the growth in online platforms and user experience design, while CNC programmers see opportunities in precision manufacturing and technological advancements in machinery. Both occupations require technical skills in computer programming and problem-solving, with growth aligning with broader trends in technology integration across sectors [1][2]. Overall, these roles highlight the evolving need for specialized computer expertise in diverse applications. (Word count: 285) ## References [1] U.S. Bureau of Labor Statistics. (2025). Web Developers and Digital Designers. Occupational Outlook Handbook. https://www.bls.gov/ooh/computer-and-information-technology/web-developers.htm [2] U.S. Bureau of Labor Statistics. (2025). Computer Numerically Controlled Tool Programmers. Occupational Outlook Handbook. https://www.bls.gov/ooh/production/computer-numerically-controlled-tool-programmers.htm