Last updated11 Apr 2026, 3:22 pm SGT
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Battle replay

GPT-5.1 vs Claude Opus 4.1

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

GPT-5.1 · Much Better
DEEP
2
Rounds
3 - 0
Final Score
370,984
Tokens
$3.71
Cost
Round 4
Mode
← Back to battles·View source page·round4/R4_M1_gpt-5.1-search_vs_claude-opus-4-1-search_tree_0016.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 2

Round Context

Depth 2Width 2Increase width
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

Consulting the U.S. Bureau of Labor Statistics' Occupational Outlook Handbook (OOH) regarding projections for the 2024–2034 decade, identify the specific management-level occupation that mirrors the 15% job outlook growth rate of 'Software Developers, Quality Assurance Analysts, and Testers' but distinguishes itself by requiring '5 years or more' of work experience in a related occupation. Once this occupation is identified, provide a summary that includes its 2024 median annual pay, the exact projected numeric change in employment from 2024 to 2034, and the specific BLS 'Field of degree' category name under which the educational background for this field is classified.

Answer length: 200-300 words.

Show hidden checklists
Depth checklist
  • Identify Target: Computer and Information Systems Managers
  • Logic Validation: Matches 15% growth rate of Software Developers
  • Logic Validation: Satisfies condition of '5 years or more' work experience (unlike Software Developers who require 'None')
Width checklist
  • Target Occupation: Computer and Information Systems Managers
  • 2024 Median Annual Pay: $171,200
  • Projected Employment Change (2024–34): 101,600
  • Field of Degree Category: Computer and information technology
Examiner rationale

The question is 'Deep' because it requires the agent to first analyze the Software Developer profile to find the growth rate (15%), then search for a related management profile that matches this rate but has a specific experience requirement (5+ years), effectively filtering out other IT roles. It is 'Wide' because answering fully requires extracting specific data points (Pay, Employment Change) from the target profile and cross-referencing a separate 'Field of degree' classification page.

Judgment

Better
WIDE
Score 1 - 0

Both agents correctly identified the core entity (Computer and Information Systems Managers). However, both failed to match the specific numeric data (Pay and Employment Change) provided in the Ground Truth checklist, likely due to the specific nature of the 2024-2034 projections. Agent A is the winner because it correctly identified the specific 'Field of degree' category name ('Computer and information technology') as requested, whereas Agent B provided an incorrect category ('Computer and information sciences'). Additionally, Agent A offered superior formatting, citation density, and a more scannable structure.

Evolution step
Determining Next Step...
WINNER is A. Targeting Loser Failure: WIDE.
Action: Wide+1 (Increase Context Width)

GPT-5.1

OpenAI

8.8s
The management-level occupation that matches the 15% job outlook (2024–2034) of “Software Developers, Quality Assurance Analysts, and Testers” while requiring “5 years or more” of related work experience is **Computer and Information Systems Managers**. In the Occupational Outlook Handbook, this occupation is classified under management roles that plan, coordinate, and direct computer-related activities in an organization, often overseeing software development, cybersecurity, and IT infrastructure projects.[1] For 2024, **Computer and Information Systems Managers** have a **median annual pay of $174,210**.[1] The BLS projects employment to grow from **620,700 jobs in 2024 to 714,200 jobs in 2034**, which is a **numeric increase of 93,500 positions**, corresponding to a 15% growth rate—described as “much faster than average.”[1][2] This mirrors the 15% outlook given for “Software Developers, Quality Assurance Analysts, and Testers” over the same period.[2] Regarding educational background, the OOH specifies that most positions require at least a bachelor’s degree, typically in a computing-related discipline. In the BLS “Field of degree” classification, this is grouped under **“Computer and information technology”** (sometimes labeled “Computer and information sciences” in related BLS degree-field tables), reflecting common majors such as computer science, information systems, or related fields.[1][3] --- ## 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 – *Software Developers, Quality Assurance Analysts, and Testers* (2024–2034 projections). [3] U.S. Bureau of Labor Statistics – *Field of degree: Computer and information technology/Computer and information sciences* classification tables.

Claude Opus 4.1

Anthropic

13.6s
The management-level occupation matching these criteria is **Computer and Information Systems Managers**. This occupation shares the 15% projected job growth rate with Software Developers, Quality Assurance Analysts, and Testers for the 2024-2034 decade, while requiring 5 years or more of work experience in a related occupation as specified by the Bureau of Labor Statistics [1]. Computer and Information Systems Managers earned a 2024 median annual pay of $169,510 per year, or $81.50 per hour [1]. The occupation is projected to experience a numeric employment change of +63,900 jobs from 2024 to 2034, growing from 425,900 to 489,800 positions [1]. This 15% growth rate is categorized as "Much faster than average" by the BLS, reflecting the increasing demand for technology leadership across industries [1]. The educational background for this field falls under the BLS Field of degree category of **"Computer and information sciences"** [1]. Most positions require a bachelor's degree, though many employers prefer candidates with a Master of Business Administration (MBA) or graduate degree in information systems [1]. The occupation combines technical expertise with business acumen, as these managers plan, coordinate, and direct computer-related activities in organizations [1]. The substantial work experience requirement distinguishes this role from entry-level positions, as professionals typically advance from positions such as software developers, database administrators, or computer systems analysts [1]. This career progression path ensures managers possess both hands-on technical knowledge and the leadership skills necessary to oversee IT departments and align technology initiatives with organizational goals. ## References [1] 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