scholar-compute
scholar-compute is a Statistical modelling skill for AI agents, published by joshzyj in the open-scholar-skill repository on GitHub. Skillspace rates scholar-compute D (60/100) and it passed the safety scan; the rating is based on static analysis only.
Design and execute computational social science analyses across 11 modules: text-as-data/NLP (STM, BERTopic, Wordfish, BERT, conText embedding regression, LLM annotation + DSL bias correction, XLM-R/mBERT); ML (supervised, Double ML, Causal Forests, Bayesian brms/Stan, conformal prediction); network analysis (ERGMs, SAOMs, relational event models, GNN via PyTorch Geometric); agent-based modeling (Mesa 3.x, NetLogo, LLM agents, ODD, SALib); computer vision (DINOv2, CLIP, ViT, multimodal LLMs, VideoMAE); LLM workflows (structured extraction, CoT coding, computational grounded theory, RAG); LLM synthetic data (personas, silicon sampling, vignette sim); geospatial (sf, tidycensus, spdep, Moran's I, spatial SEM); audio-as-data (Essentia, Whisper, pyannote, PANNs/wav2vec2); life-event sequence modeling (life2vec per Savcisens et al. 2024 NCS). Runs per-module verification subagents. Saves internal log + publication-ready Methods + Results. Targets NCS, Science Advances, and computational…
- Grade
- D
- Quality
- 60 / 100
- Safety
- Passed
- GitHub stars
- 102
Unproven: rated by static analysis only, not yet compared head-to-head.
Our two independent classifiers differ on this skill's category, so treat the placement as provisional.
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Our review
- Architecture
- 62 / 100
- Maturity
- Structured: ships references or scripts
- Security scan
- No issues found
- License
- Not declared. Check the repository before reusing it.
- Adoption
- Adopted by 0 other repositories, in 0 collections
Not checked yet
- Category is a classifier prediction; no model has read this skill yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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