Industrial Engineers

Benchmarks for the job family

These cover work in architecture and engineering, not always this occupation's tasks.

Direct evidence

Work benchmarks mapped primary to this family. They set the step when they report how many tasks agents complete.

• HWE-Benchby Peking UniversityTask level · Resolved rate

  79.9%GPT-5.6 Sol max (Codex CLI) · 31 Jul 2026

  Strong
• Parametric CAD Bench V3by gNucleus AITask level · Overall score

  61%Claude Opus 5.5 (max) with Claude Code 2.1.280 · 24 Sep 2026

  Strong

Also relevant

These benchmarks cover part of this family's work, or have no result yet. They do not set its step.

• OSWorld 2.0by HKU and Snorkel AIProject level · Binary completion rate (full set, 500 steps)

  44.3%Claude Opus 5 (max, batch tool) · 17 Sep 2026

  Emerging
• Terminal-Bench 4.0by Laude Institute and Stanford UniversityTask level · Resolution rate

  64.8%Claude Code + Opus 5.5 (max) · 6 Oct 2026

  Strong

Context only

These benchmarks span many occupations, or they test how agents behave. They give context but do not set the step.

• GDPvalby OpenAIProject level · Wins plus ties against experts

  84.9%GPT-5.5 · Apr 2026

  Strong
• GDPval-AAby Artificial AnalysisProject level · GDPval-AA Elo

  1866 EloClaude Opus 5.5 (Max, Default Fallback) · 10 Oct 2026

  Unrated
• Remote Labor Indexby CAIS and Scale AIProject level · Automation rate

  21.3%Opus 5.5 · 7 Oct 2026

  Emerging

Typical tasks

From O*NET 31.0. Core tasks first. Few of these tasks have a benchmark today.

• Estimate production costs, cost saving methods, and the effects of product design changes on expenditures for management review, action, and control.
• Plan and establish sequence of operations to fabricate and assemble parts or products and to promote efficient utilization.
• Analyze statistical data and product specifications to determine standards and establish quality and reliability objectives of finished product.
• Confer with clients, vendors, staff, and management personnel regarding purchases, product and production specifications, manufacturing capabilities, or project status.
• Communicate with management and user personnel to develop production and design standards.
• Evaluate precision and accuracy of production and testing equipment and engineering drawings to formulate corrective action plan.
• Recommend methods for improving utilization of personnel, material, and utilities.
• Record or oversee recording of information to ensure currency of engineering drawings and documentation of production problems.
• Draft and design layout of equipment, materials, and workspace to illustrate maximum efficiency using drafting tools and computer.
• Direct workers engaged in product measurement, inspection, and testing activities to ensure quality control and reliability.
• Develop manufacturing methods, labor utilization standards, and cost analysis systems to promote efficient staff and facility utilization.
• Review production schedules, engineering specifications, orders, and related information to obtain knowledge of manufacturing methods, procedures, and activities.