brycewang-stanford
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- ▌ Scientific Illustration Guide · brycewang-stanfordCreate graphical abstracts, schematic diagrams, and scientific illustrations
- ▌ Concept Map Generator · brycewang-stanfordGenerate structured concept maps from academic texts automatically
- ▌ Ontology Design Guide · brycewang-stanfordDesign ontologies and knowledge graphs for research data modeling
- ▌ RAG Methodology Guide · brycewang-stanfordRAG architecture for academic knowledge retrieval and synthesis
- ▌ Latex Translation Guide · brycewang-stanfordTranslate LaTeX documents preserving math formulas and structure
- ▌ Zotero Better Bibtex Guide · brycewang-stanfordGuide to Better BibTeX for Zotero for LaTeX and BibTeX workflows
- ▌ Bibliography Management Guide · brycewang-stanfordManage references with BibLaTeX, natbib, and LaTeX bibliography styles
- ▌ Beamer Presentation Guide · brycewang-stanfordGuide to creating academic presentations with LaTeX Beamer
- ▌ Conference Paper Template · brycewang-stanfordTemplates and formatting guides for major academic conference submissions
- ▌ Education Data Source Crdc · brycewang-stanford bundleCRDC — biennial OCR survey of all U.S. public schools (2011-2021). Discipline, course access, harassment, restraint/seclusion by race/sex/disability/EL. Use for civil rights and equity analysis. 2020-21 COVID-impacted; 2011-14 sampled, not universe.
- ▌ Education Data Source Eada · brycewang-stanford bundleEADA — college athletics gender equity (~2,000+ institutions, 2002-2021). Participation, coaching, salaries, expenses, revenues, athletic aid by gender. Not Title IX compliance data. No sector column; join IPEDS on unitid for institution type.
- ▌ Education Data Source Meps · brycewang-stanford bundleMEPS — Urban Institute modeled school-level poverty (% at 100% FPL), from CCD + SAIPE (public schools, 2009-2022, 2-3yr lag). Use when FRPL is unreliable due to CEP. Consistent cross-state measurement. Public schools only.
- ▌ Education Data Source Nccs · brycewang-stanford bundleNCCS — Form 990 data for private nonprofit colleges (Portal: IPEDS-matched, 1993-2016). Revenue, expenses, assets, endowment, governance beyond IPEDS. Use when IRS financial depth needed. Portal ends 2016; public institutions excluded (no Form 990).
- ▌ Education Data Source Pseo · brycewang-stanford bundlePSEO — Census data linking graduates to employment via LEHD wage records. Earnings percentiles at 1/5/10 years post-graduation by institution, degree, CIP. Use for graduate earnings analysis. Coverage: ~29% of graduates from ~31 states.
- ▌ Echarts Visualization Guide · brycewang-stanfordGuide to Apache ECharts for interactive research data dashboards
- ▌ Network Visualization Guide · brycewang-stanfordVisualize networks, graphs, citation maps, and relational data
- ▌ Causal Inference Guide · brycewang-stanfordCausal inference methods including DiD, IV, RDD, and synthetic control
- ▌ Python Causality Guide · brycewang-stanfordLearn causal inference with Python using the Brave and True handbook
- ▌ Stata Accounting Guide · brycewang-stanfordSTATA code for empirical accounting and financial economics research
- ▌ Hypothesis Testing Guide · brycewang-stanfordStatistical hypothesis testing, power analysis, and significance reporting
- ▌ Anomaly Detection Papers Guide · brycewang-stanfordIndustrial anomaly detection methods and benchmark papers
- ▌ Autonomous Agents Papers Guide · brycewang-stanfordDaily-updated collection of autonomous AI agent papers
- ▌ Domain Adaptation Papers Guide · brycewang-stanfordComprehensive collection of domain adaptation research papers
- ▌ Transformer Architecture Guide · brycewang-stanfordGuide to Transformer architectures for NLP and computer vision
- ▌ Innovation Management Guide · brycewang-stanfordInnovation metrics, R&D management research, and technology forecasting
- ▌ Behavioral Economics Guide · brycewang-stanfordBehavioral economics research methods and key frameworks
- ▌ Portfolio Optimization Guide · brycewang-stanfordPortfolio theory, optimization algorithms, and asset allocation methods
- ▌ Philosophy Research Guide · brycewang-stanfordResearch methods and analytical frameworks for philosophical inquiry and scho...
- ▌ Survey Research Guide · brycewang-stanfordDesign, deploy, and analyze surveys for social science and organizational res...
- ▌ Open Access Mining Guide · brycewang-stanfordMine open access full-text repositories for research data extraction
- ▌ Sophosia Reference Guide · brycewang-stanfordReference manager with PDF viewer and Markdown note support
- ▌ Open Semantic Search Guide · brycewang-stanfordSelf-hosted semantic search and text mining platform
- ▌ Systematic Search Strategy · brycewang-stanfordConstruct rigorous systematic search strategies for literature reviews
- ▌ Open Researcher Guide · brycewang-stanfordOpen pipeline for generating deep research trajectories with LLMs
- ▌ Claude Scientific Guide · brycewang-stanfordReady-to-use agent skills for scientific research and engineering
- ▌ Automated Review Guide · brycewang-stanfordAI-assisted peer review tools, workflows, and quality standards
- ▌ Rebuttal Writing Guide · brycewang-stanfordWrite effective rebuttals to reviewer comments for journal submissions
- ▌ Python Reproducibility Guide · brycewang-stanfordReproducible Python environments, notebooks, and literate programming
- ▌ PDF Math Translate Guide · brycewang-stanfordTranslate scientific PDFs with preserved math formatting via PDFMathTranslate
- ▌ Discussion Writing Guide · brycewang-stanfordWrite effective discussion sections that interpret results and impact
- ▌ Scientific Writing Guide · brycewang-stanfordCurated tools and techniques for scientific writing beyond LaTeX
- ▌ Education Data Source Ipeds · brycewang-stanford bundleIPEDS — primary federal postsecondary data (~6,500 institutions, 1980-present): enrollment, completions, graduation rates, finance, aid, admissions, HR. For college/university analysis. Grad rates = first-time full-time; finance needs GASB/FASB care.
- ▌ Education Data Source Nhgis · brycewang-stanford bundleNHGIS — census geography crosswalks via Portal: links schools (ncessch) and colleges (unitid) to tracts, block groups, CBSAs (1990-2020). Census demographics NOT in Portal — access NHGIS directly. Use for linking education data to census geography.
- ▌ Education Data Source Saipe · brycewang-stanford bundleSAIPE — annual Census poverty estimates for school districts (Portal; county/state not in Portal). Use for district poverty, Title I context, or trends. ~18-month lag. No race/ethnicity disaggregation at district level — use ACS 5-year for that.
- ▌ Bayesian Statistics Guide · brycewang-stanfordBayesian inference methods including prior selection, MCMC, and model comparison
- ▌ Nonparametric Tests Guide · brycewang-stanfordApply Mann-Whitney, Kruskal-Wallis, and other nonparametric methods
- ▌ Questionnaire Design Guide · brycewang-stanfordQuestionnaire and survey design with Likert scales and coding
- ▌ Spectroscopy Analysis Guide · brycewang-stanfordSpectral data analysis for NMR, IR, mass spectrometry, and UV-Vis
- ▌ Development Economics Guide · brycewang-stanfordApply development economics research methods and data sources
- ▌ Options Analytics Agent Guide · brycewang-stanfordAI agent for options pricing, Greeks, and strategy analysis
- ▌ Network Analysis Guide · brycewang-stanfordSocial network analysis methods, metrics, and visualization tools
- ▌ Literature Mapping Guide · brycewang-stanfordVisual literature mapping and connected papers exploration
- ▌ Zotero Arxiv Daily Guide · brycewang-stanfordGuide to Zotero arXiv Daily for personalized daily paper recommendations
- ▌ Academic Paper Summarizer · brycewang-stanfordSummarize academic papers with structured extraction of key elements
- ▌ Zotero Actions Tags Guide · brycewang-stanfordZotero workflow automation with custom actions and tags
- ▌ Kosmos Scientist Guide · brycewang-stanfordClaude Code-driven autonomous AI Scientist for discovery
- ▌ Paper Reading Assistant · brycewang-stanfordAI-assisted paper reading, PDF Q&A, and summarization workflows
- ▌ Reference Manager Comparison · brycewang-stanfordCompare Zotero, Mendeley, EndNote, and Paperpile for research use
- ▌ Literature Review Writing · brycewang-stanfordStructure and write comprehensive literature reviews for any field
- ▌ Education Data Source Nacubo · brycewang-stanford bundleNACUBO endowment data (~650 institutions, 2012-2022). Portal: 7 columns only (total endowment, per-FTE, YoY change). Use for endowment size/trends. Full investment/spending needs direct NACUBO access. For all-institution coverage use IPEDS finance.
- ▌ Kolmogorov Arnold Networks Guide · brycewang-stanfordPapers and tutorials on KAN learnable activation networks
- ▌ Cactus Cheminformatics Guide · brycewang-stanfordPNNL cheminformatics LLM agent for molecular analysis
- ▌ Educational Research Methods · brycewang-stanfordQuantitative and qualitative research methods for education studies
- ▌ Social Research Methods · brycewang-stanfordCore methods for empirical social science research including surveys and expe...
- ▌ Data Collection Automation · brycewang-stanfordAutomate survey deployment, data collection, and pipeline management
- ▌ In Depth Research Guide · brycewang-stanfordStructured methodology for conducting exhaustive multi-source investigations
- ▌ Systematic Review Guide · brycewang-stanfordSystematic review methodology with PRISMA and evidence synthesis
- ▌ Experimental Design Guide · brycewang-stanfordDesign rigorous experiments using DOE, factorial designs, and response surfaces
- ▌ Scientify Idea Generation · brycewang-stanfordGenerate research ideas from collected papers with gap analysis
- ▌ Paper Critique Framework · brycewang-stanfordStructured framework for writing peer review reports and paper critiques
- ▌ Citation Network Builder · brycewang-stanfordBuild and analyze citation networks from academic reference data
- ▌ Zotero PDF Translate Guide · brycewang-stanfordGuide to Zotero PDF Translate for multilingual PDF and annotation translation
- ▌ Introduction Writing Guide · brycewang-stanfordGuide to writing effective research paper introductions
- ▌ Scientific Writing Wrapper · brycewang-stanfordAI-powered scientific writing workflow from outline to polished draft
- ▌ Education Data Source Edfacts · brycewang-stanford bundleEDFacts — K-12 outcomes: assessment proficiency, ACGR graduation rates, ESSA accountability at school/district level (2009-2020). Within-state trends and subgroup gaps. Complements CCD with outcome data. Cannot compare across states — use NAEP.
- ▌ Computational Chemistry Guide · brycewang-stanfordDFT, molecular simulation, and reaction prediction tools for chemists
- ▌ Paper Recommendation Guide · brycewang-stanfordSystematic paper recommendation and discovery using multiple methods
- ▌ Auto Deep Research Guide · brycewang-stanfordAutomated deep research tool for thorough topic investigation
- ▌ Qualitative Research Guide · brycewang-stanfordDesign and conduct qualitative research using grounded theory and case studies
- ▌ Multilingual Research Guide · brycewang-stanfordStrategies for translating academic papers while preserving technical accuracy
- ▌ Psychology Research Guide · brycewang-stanfordPsychological research methods, experimental design, and analysis
- ▌ Semantic Scholar Recs Guide · brycewang-stanfordPaper discovery via recommendation APIs (OpenAlex, CrossRef citation networks)
- ▌ Research Workflow Automation · brycewang-stanfordAutomate repetitive research tasks with pipelines, schedulers, and scripting
- ▌ Local Deep Research Guide · brycewang-stanfordDeep research agent searching 10+ sources with local or cloud LLMs
- ▌ Notero Zotero Notion Guide · brycewang-stanfordSync Zotero references and annotations to Notion databases
- ▌ Scientific Writing Resources · brycewang-stanfordCurated tools and resources for effective scientific writing
- ▌ General Equilibrium Model Builder · brycewang-stanford bundleBuild and solve Walrasian general equilibrium models with theory derivations and Julia computation
- ▌ Education Data Source Scorecard · brycewang-stanford bundleCollege Scorecard — post-enrollment outcomes linking aid records to IRS/Treasury earnings. Earnings, loan repayment, debt via six Portal sub-datasets. Use when tax-record-based earnings needed. Tracks only Title IV aid recipients, not all students.
- ▌ Election Data Source Countypres · brycewang-stanford bundleCounty Presidential Returns 2000-2024 (MIT MEDSL). Vote shares, party trends, turnout by county_fips (joins census/education data). Requires HARVARD_DATAVERSE_API_KEY. Critical: mode='TOTAL' drops ~1K counties post-2020 — use 3-pattern reconstruction
- ▌ Clinical Dialogue Agents Guide · brycewang-stanfordPapers on AI agents for clinical dialogue and medical QA
- ▌ Sociology Research Methods · brycewang-stanfordSociological research methods from observation to quantitative analysis
- ▌ Conference Proceedings Guide · brycewang-stanfordFind, access, and cite conference papers and proceedings effectively
- ▌ Tongyi Deep Research Guide · brycewang-stanfordOpen-source deep research agent by Alibaba for scholarly research
- ▌ Zotero Markdb Connect Guide · brycewang-stanfordSync Zotero references to Obsidian and Logseq markdown
- ▌ Handwriting Recognition Guide · brycewang-stanfordApply handwriting OCR to digitize historical and archival documents
- ▌ Institutional Repository Guide · brycewang-stanfordAccess papers from institutional and subject repositories at scale
- ▌ Scientify Write Review Paper · brycewang-stanfordWrite literature reviews and survey papers from collected papers
- ▌ Knowledge Graph Construction · brycewang-stanfordBuild research knowledge graphs for literature synthesis and RAG systems
- ▌ Education Data Source Campus Safety · brycewang-stanford bundleCSS — annual Clery Act crime/fire safety for Title IV institutions. Portal: hate crimes only (2005-2021); primary offenses, VAWA, arrests, fire safety need ope.ed.gov directly. Use for campus crime analysis. Identified by IPEDS unitid.
- ▌ Stata Skill Contributor · brycewang-stanfordGuide for contributing to the stata-skill project. Use when the user wants to run the eval pipeline, analyze test results, improve reference docs, add new package documentation, or work on roadmap items. Covers the testing infrastructure, multi-agent analysis workflow, cost estimates, and links to prior eval results and improvement history.