Skip to content
FunCoding

aris-analyze-results

Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.

Star
1,157
Category
Data
Last commit
Sep 18, 2026

skills/aris-analyze-results/SKILL.md

View on GitHub

Analyze Experiment Results

Analyze: $ARGUMENTS

Workflow

Step 1: Locate Results

Find all relevant JSON/CSV result files:

  • Check figures/, results/, or project-specific output directories
  • Parse JSON results into structured data

Step 2: Build Comparison Table

Organize results by:

  • Independent variables: model type, hyperparameters, data config
  • Dependent variables: primary metric (e.g., perplexity, accuracy, loss), secondary metrics
  • Delta vs baseline: always compute relative improvement

Step 3: Statistical Analysis

  • If multiple seeds: report mean +/- std, check reproducibility
  • If sweeping a parameter: identify trends (monotonic, U-shaped, plateau)
  • Flag outliers or suspicious results

Step 4: Generate Insights

For each finding, structure as:

  1. Observation: what the data shows (with numbers)
  2. Interpretation: why this might be happening
  3. Implication: what this means for the research question
  4. Next step: what experiment would test the interpretation

Step 5: Update Documentation

If findings are significant:

  • Propose updates to project notes or experiment reports
  • Draft a concise finding statement (1-2 sentences)

Output Format

Always include:

  1. Raw data table
  2. Key findings (numbered, concise)
  3. Suggested next experiments (if any)

Similar Skills

agentic-os

AFaffaan-m/ECC278k4,046 new stars in the last 7 days

health

GAgarrytan/gstack136k883 new stars in the last 7 days

deprecation-and-migration

ADaddyosmani/agent-skills106k3,628 new stars in the last 7 days

Official

flowai-live-dashboard-template

NEnexu-io/open-design101k1,126 new stars in the last 7 days

Official

dashboard

NEnexu-io/open-design101k1,126 new stars in the last 7 days

cloud-sync

THthedotmack/claude-mem100k3,024 new stars in the last 7 days