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APEX-Agents · GPT-5.4 nano · dual

World130_Al-Zhoheir_Hajim_3

2/6Fail

GPT-5.4 nano on APEX-Agents: World130_Al-Zhoheir_Hajim_3 (dual harness). Browse score, rubric, and public trace.

2/6 · Fail
Management Consulting
AI Agents for Comparable Company Analysis
Management Consulting World 130

Grader rubric

Criteria verdict

  1. States that the Labor Efficiency Variance (Hours) for Rockford, Illinois Plant is 2,739.84 hours

  2. States that the Labor Efficiency Variance (Hours) for Madison, Wisconsin Plant is 2,637.45 hours

  3. States that the Labor Cost Variance (dollars) for Rockford, Illinois Plant is $54,111.83

  4. States that the Labor Cost Variance (dollars) for Madison, Wisconsin Plant is $52,089.63

  5. States that the Productivity Index for Rockford, Illinois Plant is 0.94

  6. States that the Productivity Index for Madison, Wisconsin Plant is 0.94

Prompt excerpt

Task context

Can you calculate the total labor variance in hours (favorable should be positive) and dollars for the Illinois and Wisconsin plants? A positive variance should mean that Total Actual Hours are less than Total Standard Hours. You can use the median wage for All Occupations in the food manufacturing industry in the attached file to convert from hours to dollars. Also, please give me the straight average of the Productivity Index (Standard Labor Hours per Ton divided by Actual Labor Hours Per Ton) for each location. Round the final answers to the nearest hundredth. Provide all your answers directly as a reply to me here. Use the plant-level equipment data by location for the analysis. Also, per client, the total Standard Hours shall be based on Actual Throughput Tons and the Standard Labor Hours per Ton.

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