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davila7/시니어-데이터-사이언티스트

통계 모델링, 실험 설계, 인과 추론 및 고급 분석을 위한 세계적 수준의 데이터 사이언스 스킬입니다. Python(NumPy, Pandas, Scikit-learn), R, SQL, 통계적 방법, A/B 테스트, 시계열 분석 및 비즈니스 인텔리전스를 포함합니다. 실험 설계, 예측 모델 구축, 인과 분석 수행 또는 데이터 기반 의사 결정을 내릴 때 사용하세요.

시니어-데이터-사이언티스트란 무엇인가요?

이 스킬은 통계 모델링, 실험 설계, 인과 추론 및 고급 분석을 전문으로 하는 세계적 수준의 데이터 사이언스 스킬입니다. Python(NumPy, Pandas, Scikit-learn), R, SQL을 포함한 주요 데이터 사이언스 도구와 언어를 지원하며, A/B 테스트, 시계열 분석, 비즈니스 인텔리전스와 같은 다양한 통계적 방법론을 포괄합니다. 실험 설계, 피처 엔지니어링, 모델 평가 및 이해관계자 커뮤니케이션을 포함한 전체 데이터 사이언스 워크플로우를 다룹니다. 이 스킬은 실험을 설계하거나, 예측 모델을 구축하거나, 인과 분석을 수행하거나, 데이터 기반 의사 결정을 추진할 때 특히 유용합니다. 사용자는 이 스킬을 통해 고급 분석 역량을 발휘하고, 복잡한 데이터 문제를 해결하며, 비즈니스 가치를 창출할 수 있습니다.

지원 대상~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/davila7/claude-code-templates/tree/main/skills/senior-data-scientist

Installed? Explore more 연구 & 데이터 분석 skills: affaan-m/uspto-database, affaan-m/scholar-evaluation, affaan-m/literature-review · View all 6 →

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문서

시니어-데이터-사이언티스트은(는) 무엇을 하나요?

통계 모델링, 실험 설계, 인과 추론 및 고급 분석을 위한 세계적 수준의 데이터 사이언스 스킬입니다. Python(NumPy, Pandas, Scikit-learn), R, SQL, 통계적 방법, A/B 테스트, 시계열 분석 및 비즈니스 인텔리전스 전문성을 포함합니다. 실험 설계, 피처 엔지니어링, 모델 평가 및 이해관계자 커뮤니케이션을 다룹니다. 실험을 설계하거나, 예측 모델을 구축하거나, 인과 분석을 수행하거나, 데이터 기반 의사 결정을 추진할 때 사용하세요.

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

davila7/citation-management

Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.

davila7/claude-code-templates

Balance visual design with ATS compatibility for creative roles. Use when the user is in design, art, writing, marketing creative, or any visual/creative field and needs a resume that looks distinctive but still parses.

davila7/claude-code-templates

Optimize resumes for software engineering, product management, and technical roles. Use when the user mentions software engineer, developer, PM, data scientist, ML, DevOps, or other technical role resumes.

davila7/claude-code-templates

Expert in building portfolios that actually land jobs and clients - not just showing work, but creating memorable experiences. Covers developer portfolios, designer portfolios, creative portfolios, and portfolios that convert visitors into opportunities. Use when: portfolio, personal website, showcase work, developer portfolio, designer portfolio.

davila7/claude-code-templates

Create premium, Awwwards-quality website designs as React (.jsx) components that look like they were built by a top-tier agency charging $50k+ per project. Use this skill whenever the user asks for a website, landing page, portfolio, or web component that should look expensive, premium, luxury, editorial, high-end, or agency-quality. Also trigger when the user mentions Awwwards, FWA, award-winning design, or references brands like Apple, Aesop, Bottega Veneta, Stripe, or any luxury/fashion/design-forward brand. Trigger when the user says things like "make it look professional", "make it look expensive", "I want it to look really good", "high quality design", "not generic", or expresses dissatisfaction with typical AI-generated website aesthetics. Do NOT trigger for dashboards, admin panels, internal tools, or functional UI where aesthetics are secondary to utility — the standard frontend-design skill handles those.

davila7/claude-code-templates

Generates creative domain name ideas for your project and checks availability across multiple TLDs (.com, .io, .dev, .ai, etc.). Saves hours of brainstorming and manual checking.

davila7/claude-code-templates

When the user wants to optimize, improve, or increase conversions on any marketing page — including homepage, landing pages, pricing pages, feature pages, or blog posts. Also use when the user says "CRO," "conversion rate optimization," "this page isn't converting," "improve conversions," or "why isn't this page working." For signup/registration flows, see signup-flow-cro. For post-signup activation, see onboarding-cro. For forms outside of signup, see form-cro. For popups/modals, see popup-cro.

davila7/excel-analysis

Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files.

davila7/exploratory-data-analysis

Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically detects file type and generates detailed markdown reports with format-specific analysis, quality metrics, and downstream analysis recommendations. Covers chemistry, bioinformatics, microscopy, spectroscopy, proteomics, metabolomics, and general scientific data formats.

davila7/generate-image

Generate or edit images using AI models (FLUX, Gemini). Use for general-purpose image generation including photos, illustrations, artwork, visual assets, concept art, and any image that isn't a technical diagram or schematic. For flowcharts, circuits, pathways, and technical diagrams, use the scientific-schematics skill instead.

davila7/jira

Use when the user mentions Jira issues (e.g., "PROJ-123"), asks about tickets, wants to create/view/update issues, check sprint status, or manage their Jira workflow. Triggers on keywords like "jira", "issue", "ticket", "sprint", "backlog", or issue key patterns.

davila7/literature-review

Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).

davila7/marketing-strategy-pmm

Product marketing, positioning, GTM strategy, and competitive intelligence. Includes ICP definition, April Dunford positioning methodology, launch playbooks, competitive battlecards, and international market entry guides. Use when developing positioning, planning product launches, creating messaging, analyzing competitors, entering new markets, enabling sales, or when user mentions product marketing, positioning, GTM, go-to-market, competitive analysis, market entry, or sales enablement.

davila7/market-research-reports

Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, deep integration with research-lookup for data gathering, and multi-framework strategic analysis including Porter's Five Forces, PESTLE, SWOT, TAM/SAM/SOM, and BCG Matrix.

davila7/markitdown

Convert files and office documents to Markdown. Supports PDF, DOCX, PPTX, XLSX, images (with OCR), audio (with transcription), HTML, CSV, JSON, XML, ZIP, YouTube URLs, EPubs and more.

davila7/mermaid-diagram-specialist

Mermaid diagram specialist for creating flowcharts, sequence diagrams, ERDs, and architecture visualizations

davila7/mobile-design

Mobile-first design thinking and decision-making for iOS and Android apps. Touch interaction, performance patterns, platform conventions. Teaches principles, not fixed values. Use when building React Native, Flutter, or native mobile apps.

davila7/prompt-engineer

Expert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt evaluation. Use when: prompt engineering, system prompt, few-shot, chain of thought, prompt design.

davila7/remotion

Best practices and comprehensive guide for Remotion - programmatic video creation in React with animations, compositions, and media handling

davila7/scientific-slides

Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design templates, timing guidance, and visual validation. Works with PowerPoint and LaTeX Beamer.

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