Skip to content
cccskills
FreePublished on GitHub

research-data-analysis

Design and analyze engineering experiments or simulations using baseline cases, hypothesis-driven DOE, traceable data processing, defensible plots, uncertainty, and validation. Use for CFD, laboratory data, ML workflows, parameter studies, or research code.

The English summary is being prepared. Showing the original description.

hanhuark/mechanical-engineering-research-skill
See how to install

Files included (5)

  • SKILL.md2.2 KB
  • agents/openai.yaml322 B
  • references/ai-tools-thermal-fluids.md7.7 KB
  • references/research-coding.md6.9 KB
  • references/technical-writing-analysis.md8.6 KB

SKILL.md (original)

Review the instructions the agent will receive before you install.

Research Data Analysis

Purpose

Produce understanding, not an exhaustive parameter sweep. Use a detailed baseline case to demonstrate the measurement/model chain, then choose experiments or simulations that can prove or disprove a stated hypothesis.

Route To References

  • For baseline-first DOE, figure discussion, and technical analysis structure, read references/technical-writing-analysis.md.
  • For reproducible research code and data pipelines, read references/research-coding.md.
  • For AI/ML-assisted thermal-fluid analysis, read references/ai-tools-thermal-fluids.md.

Hypothesis-Driven DOE

  1. State the mechanism and the falsifiable prediction.
  2. Define a baseline with detailed diagnostics, data reduction, uncertainty, and expected limits.
  3. Select contrast cases that isolate mechanisms, including controls or negative cases when informative.
  4. Define response variables, sampling, replication, exclusions, and statistical/physical decision criteria before inspecting outcomes.
  5. Report what each possible outcome would mean. A useful DOE advances understanding whether the hypothesis is supported or rejected.

Do not multiply arbitrary levels of independent parameters simply because computation or test time is available. Use broad sweeps only when exploration, optimization, surrogate construction, or response-surface estimation is itself justified.

Data And Plots

Preserve raw-data provenance, units, calibration and preprocessing steps, scripts/environment, deterministic inputs, and versioned outputs. Build plots around comparisons that test the hypothesis. Show uncertainty, sample size or repeat count where relevant, and avoid visually implying precision beyond the measurement or model.

For ML, split data by experimental condition, video, specimen, or run when adjacent observations are correlated; distinguish predictive performance from physical validation and domain-transfer performance.

Reviews

No reviews yet. Tell others what you thought.

Comments

No login needed. Share how it worked for you, ask a question, or note where it did not run.

No comments yet. Be the first to write one.

Comments are published right away. Do not include personal information such as email addresses or phone numbers. Up to 2 URLs.

0 / 1,000 characters

This form is protected by reCAPTCHA, and the Google Privacy Policy and Terms of Service apply.

More skills from this repository

mechanical-engineering-research

Free

Apply source-aware mechanical-engineering judgment to research, analysis, coding, writing, teaching, research identity, and release work. Use for thermal-fluid systems, heat transfer, fluid mechanics, thermodynamics, HVAC, energy systems, turbomachinery, piping, multiphase flow, experiments, correlations, CFD, reduced-order models, AI/ML, uncertainty, engineering datasets, literature reviews, citations, manuscripts, reviewer revisions, Overleaf packages, figures, proposals, research software, reproducibility, public releases, engineering teaching materials, or a research-project logo and visual identity.

The English summary is being prepared. Showing the original description.

hanhuark/mechanical-engineering-research-skill22Updated Oct 14, 2026

research-mentor-review

Free

Provide constructive, evidence-based research mentoring feedback on student manuscripts, proposals, analyses, code, figures, and presentations. Use for advisor-style review that teaches the next improvement without impersonating an advisor or making unsupported scientific judgments.

The English summary is being prepared. Showing the original description.

hanhuark/mechanical-engineering-research-skill22Updated Oct 14, 2026

research-proposal-development

Free

Develop research proposals with solicitation alignment, reviewer-focused logic, evidence-bounded preliminary results, milestones, risks, and compelling figures. Use for federal, foundation, equipment, partnership, or internal research proposals.

The English summary is being prepared. Showing the original description.

hanhuark/mechanical-engineering-research-skill22Updated Oct 14, 2026

research-schematic-design

Free

Create publication-quality, editable scientific and engineering schematics with explicit physical meaning, exact labels, visual hierarchy, and provenance. Use for experimental facilities, thermal-fluid mechanisms, workflows, graphical abstracts, system architectures, or research diagrams.

The English summary is being prepared. Showing the original description.

hanhuark/mechanical-engineering-research-skill22Updated Oct 14, 2026

research-slide-design

Free

Design clean, graphics-first technical presentations and posters with logical slide progression, visual hierarchy, purposeful motion, and complementary speaker notes. Use for research talks, conference slides, seminars, defenses, posters, or figure-focused presentations.

The English summary is being prepared. Showing the original description.

hanhuark/mechanical-engineering-research-skill22Updated Oct 14, 2026

research-writing-literature

Free

Write and revise rigorous research narratives, literature reviews, manuscript sections, citations, and figure discussions. Use for technical introductions, methods, results, discussions, review articles, abstracts, or related-work sections.

The English summary is being prepared. Showing the original description.

hanhuark/mechanical-engineering-research-skill22Updated Oct 14, 2026

See all skills by hanhuark

Report a problem with this skill