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| license: cc-by-nc-4.0 | |
| language: | |
| - en | |
| tags: | |
| - finance | |
| - economics | |
| - investment | |
| - corporate law | |
| - risk assessment | |
| - financial reporting | |
| - sustainability | |
| - llm-finetuning | |
| # 📊 Finance & Decision-Making Conversations (Single-Turn JSONL) | |
| ## 📝 Dataset Summary | |
| This dataset is a **processed version** of the [Comprehensive Finance & Decision-Making Conversations Dataset]. | |
| The original dataset contained **multi-turn dialogues**, but in this version each **user–assistant exchange is stored as an independent data row** in JSONL format. | |
| It is designed for **LLM fine-tuning** where single-turn training examples are more practical and efficient. | |
| Each conversation retains a **domain-specific system instruction** but focuses on a **single user query and assistant response**. | |
| --- | |
| ## ✨ Key Domains Covered | |
| - **Financial Decision Making** | |
| - **Risk Assessment & Investment Strategies** | |
| - **Cost-Benefit Analysis, Budgeting & Forecasting** | |
| - **Financial Report Analysis** | |
| - Balance Sheets | |
| - Income Statements | |
| - Cash Flow Statements | |
| - Ratio Analysis (ROE, ROA, Liquidity, Solvency, Debt-to-Equity) | |
| - **Detecting Trends & Anomalies** | |
| - **Sector Comparison** | |
| - **Finance Legal & Regulatory Frameworks** | |
| - Corporate Law in Finance | |
| - Tax Regulations & Planning | |
| - Securities Law (Insider Trading, Market Manipulation) | |
| - Compliance & Anti-Money Laundering (AML) | |
| - **Mergers & Acquisitions (M&A)** | |
| - **IPO & Capital Raising Strategies** | |
| - **Financial Crisis Case Studies** | |
| - 2008 Global Financial Crisis | |
| - Asian Financial Crisis | |
| - Other major downturns | |
| - **Global Macro-Economic Impact Analysis** | |
| - **Sustainable Finance & ESG Investing** | |
| --- | |
| ## 📂 Dataset Structure | |
| Each entry is a **single user–assistant pair**, wrapped with a system instruction. | |
| Format: | |
| ```json | |
| { | |
| "messages": [ | |
| {"role": "system", "content": "You are a financial strategist providing in-depth analysis and structured guidance."}, | |
| {"role": "user", "content": "What are the red flags in a company’s financial statement that may indicate insolvency?"}, | |
| {"role": "assistant", "content": "Red flags include declining cash flow, negative working capital, high debt-to-equity ratios, and frequent restructuring charges."} | |
| ] | |
| } | |