Battle replay

Qwen3-235B vs DeepSeek V3.2

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

DeepSeek V3.2 · Better

DEEP

Rounds

1 - 3

Final Score

381,970

Tokens

$3.82

Cost

Onboarding R2

Mode

← Back to battles·View source page·onboarding_battles/R2_deepseek-v3.2_Qwen3-235b-a22b_tree_0016.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 4

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 Technology Occupations / Occupational Outlook Handbook: / U.S. Bureau of Labor Statistics

Question

Using the U.S. Bureau of Labor Statistics' Occupational Outlook Handbook, identify the specific occupation projected to add exactly 287,900 new jobs between 2024 and 2034, with a 2024 median pay of $131,450. Locate the broader occupational group table to which this role belongs. From that list, identify two other specific occupations: 1) the only occupation listed that typically requires a Master's degree for entry-level positions, and 2) the occupation with the lowest listed 2024 median pay. Provide the exact job titles, 2024 median annual wages, and a brief job summary for these two identified roles.

Answer length: 200-300 words.

Show hidden checklists

Depth checklist

Anchor Identification: Software Developers, Quality Assurance Analysts, and Testers (based on 287,900 jobs/$131,450 pay)
Target 1 Identification: Computer and Information Research Scientists (Logic: Only Master's degree listed)
Target 2 Identification: Computer Support Specialists (Logic: Lowest pay at $61,550)

Width checklist

Target 1 Pay: $140,910
Target 1 Summary: Design innovative uses for new and existing computing technology
Target 2 Pay: $61,550
Target 2 Summary: Maintain computer networks and provide technical help to computer users

Examiner rationale

The question uses 'Deep' logic by masking the starting entity with specific statistical fingerprints (employment change and exact pay) and defining the target answers via comparative logic (education level and minimum pay ranking) rather than names. It is 'Wide' because it requires navigating from a specific profile to a parent category list and aggregating details for multiple distinct entities found within that broader dataset.

Judgment

Better

DEEP

Score 0 - 1

First, regarding Deep Logic: Agent B correctly identified the 'Computer Occupations' group and the two specific target roles required by the Ground Truth (Computer and Information Research Scientists, Computer Support Specialists). Agent A failed the logic by selecting the broader 'Computer and Mathematical' group and then failing to correctly identify the roles within it (it missed Computer Support Specialists, which are lower paid than the Web Developers it selected, and it incorrectly claimed Mathematicians are the only Master's role in that group). Second, regarding Accuracy: While Agent B found the correct entities, its reported wage for the Research Scientist ($156,570) deviates significantly from the Ground Truth ($140,910) and standard BLS data, which prevents a 'Much Better' score. Finally, regarding Formatting: Agent B provided a much better user experience with clear bullet points and bold text, whereas Agent A provided a dense wall of text.

Evolution step

Determining Next Step...

WINNER is B. Targeting Loser Failure: DEEP.

Action: Deep+1 (Drill Down)

Descended to: 'OOH FAQs / Occupational Outlook Handbook: / U.S. Bureau of Labor Statistics'

Qwen3-235B

Alibaba

13.9s

The occupation projected to add exactly 287,900 new jobs between 2024 and 2034, with a 2024 median pay of $131,450, is Software Developers, Quality Assurance Analysts, and Testers. This role belongs to the broader occupational group "Computer and Mathematical Occupations" [1]. Within this group, the only occupation listed that typically requires a Master's degree for entry-level positions is Mathematicians, with a 2024 median annual wage of $112,580. Mathematicians conduct research to develop and understand mathematical principles and analyze data to solve real-world problems in business, engineering, healthcare, and other fields [1]. The occupation with the lowest listed 2024 median pay in this group is Web Developers and Digital Designers, with a median annual wage of $81,010. These professionals design and create websites, ensuring they are visually appealing, user-friendly, and function properly across devices. They integrate text, graphics, video, and other elements to build engaging digital experiences [1]. All data are drawn from the U.S. Bureau of Labor Statistics' Occupational Outlook Handbook projections for 2024–2034, which provide detailed employment outlooks, educational requirements, and wage information for hundreds of occupations in the United States [1]. ## References [1] U.S. Bureau of Labor Statistics, Occupational Outlook Handbook, https://www.bls.gov/ooh/

DeepSeek V3.2

DeepSeek

27.7s

The occupation projected to add exactly 287,900 new jobs from 2024 to 2034 with a 2024 median pay of $131,450 is **Software Developers, Quality Assurance Analysts, and Testers**[1]. This role belongs to the broader "Computer Occupations" table in the Occupational Outlook Handbook[2]. From that "Computer Occupations" list: 1. The occupation typically requiring a Master's degree is **Computer and Information Research Scientists**. Their 2024 median annual wage is $156,570[3]. They design innovative uses for new and existing computing technology, conducting research to solve complex problems in fields like business, science, and medicine. 2. The occupation with the lowest listed 2024 median pay is **Computer Support Specialists**. Their 2024 median annual wage is $60,800[4]. They provide help and advice to computer users and organizations, troubleshooting problems, maintaining computer networks, and providing technical assistance. ## References [1] U.S. Bureau of Labor Statistics. (2024, September 4). *Software Developers, Quality Assurance Analysts, and Testers*. Occupational Outlook Handbook. Retrieved from https://www.bls.gov/ooh/computer-and-information-technology/software-developers.htm [2] U.S. Bureau of Labor Statistics. (2024). *Computer Occupations*. Occupational Outlook Handbook. Retrieved from https://www.bls.gov/ooh/computer-and-information-technology/home.htm [3] U.S. Bureau of Labor Statistics. (2024, September 4). *Computer and Information Research Scientists*. Occupational Outlook Handbook. Retrieved from https://www.bls.gov/ooh/computer-and-information-technology/computer-and-information-research-scientists.htm [4] U.S. Bureau of Labor Statistics. (2024, September 4). *Computer Support Specialists*. Occupational Outlook Handbook. Retrieved from https://www.bls.gov/ooh/computer-and-information-technology/computer-support-specialists.htm