Data Science & ML Agent Skills

Qualitative Coding Workflow

Orchestrates systematic document coding, progress tracking, and audit trail generation for qualitative research projects.

Qualitative Document Converter

Automates high-fidelity PDF and document conversion by selecting the optimal parsing method for academic and qualitative research data.

Qualitative Research Project Setup

Initializes qualitative research environments with structured epistemic foundations and standardized folder hierarchies.

Document Conversion & Parsing

Converts complex PDFs, academic papers, and tables into structured formats using intelligent tool selection and VLM-based parsing.

Qual Analysis Orchestrator

Orchestrates cost-effective qualitative research workflows using Kimi K2.5 models and advanced context caching strategies.

Qual-Shared Research Infrastructure

Manages the foundational state, logging, and workflow enforcement for AI-assisted qualitative research projects.

Qual-Coding: Qualitative Research Partner

Facilitates reflexive qualitative data analysis through dialogical questioning and multi-stage visible reasoning.

Qualitative Research Methodological Rules

Enforces methodological rigor in AI-assisted qualitative research through automated rule generation, saturation tracking, and analytical branching.

Qualitative Analysis Orchestrator

Optimizes model selection, API cost estimation, and batch processing strategies for AI-assisted qualitative document analysis.

Qualitative Interview Ingestion

Converts audio recordings and PDF documents into structured markdown for qualitative research and analysis.

Deep Reasoning & Qualitative Analysis

Facilitates structured, step-by-step thinking for complex analytical decisions and qualitative research framework development.

Qualitative Research Coherence Check

Ensures methodological rigor by aligning philosophical assumptions, language usage, and analytical practices in AI-assisted research.

Socratic Research Initialization

Initializes qualitative research projects through a Socratic onboarding process that establishes philosophical foundations and methodological frameworks.

Qualitative Reflection & Reasoning

Facilitates deep analytical reasoning and navigates theoretical paradoxes in qualitative research using systematic thinking and dialectical wisdom.

Interview Ingest & Data Prep

Converts audio recordings, PDFs, and diverse document formats into structured markdown for qualitative research and AI analysis.

Gioia Qualitative Research Framework

Constructs and validates rigorous three-level Gioia methodology hierarchies for qualitative data analysis and academic publication.

Gioia Methodology Framework

Constructs, validates, and exports hierarchical data structures for qualitative research using the Gioia methodology.

Methodological Coherence Check

Validates alignment between research epistemology, ontology, and analytical practice to ensure rigorous qualitative research outcomes.

Qualitative Coding Workflow

Orchestrates systematic document coding for qualitative research through automated batch processing and audit trail generation.

Methodological Research Rules

Enforces qualitative research integrity through automated rule generation, saturation tracking, and workspace branching for Claude Code.

Qualitative Research Project Setup

Initializes qualitative research projects by establishing philosophical foundations through Socratic dialogue and creating structured epistemic infrastructure.

Incentive-Based Prompt Engineering

Boosts AI response quality by up to 115% using research-backed techniques like persona assignment, stakes language, and step-by-step reasoning.

Gioia Methodology Framework

Builds and validates the three-level Gioia data structure for systematic qualitative research analysis and academic publication.

Paradox Navigation

Resolves conflicting research patterns and theoretical tensions using contemplative, non-dual reasoning frameworks.

Qualitative Data Ingestion

Converts audio recordings, PDFs, and diverse document formats into structured markdown for qualitative research and AI-assisted analysis.

SageMaker Result Downloader

Automates the retrieval of SageMaker backtest results from Amazon S3 for local analysis and performance comparison.

Hotvect Data Dependency Downloader

Automates the retrieval of training and test data dependencies from S3 for local machine learning model development and backtesting.

Hotvect Training Setup

Streamlines the configuration and validation of Hotvect algorithm training runs for Vowpal Wabbit.

Hotvect Debug Command Storage

Captures and stores failed Hotvect command invocations as executable shell scripts for seamless debugging and reproduction.

FreqAI ML Integration

Implements a self-adaptive machine learning retraining framework for automated trading signals and market regime detection.