| --- |
| license: cc-by-4.0 |
| language: |
| - en |
|
|
| pretty_name: English Finance Question Answering Dataset |
|
|
| size_categories: |
| - 100K<n<1M |
|
|
| tags: |
| - finance |
| - accounting |
| - economics |
| - banking |
| - investment |
| - taxation |
| - commerce |
| - business-studies |
| - financial-management |
| - financial-analysis |
| - educational |
| - question-answering |
| - llm |
| - rag |
| - instruction-tuning |
| - reasoning |
| - fintech |
| - json |
| - pdf |
| --- |
| |
| # English Finance Question Answering Dataset |
|
|
| ## Overview |
|
|
| The **English Finance Question Answering Dataset** is a comprehensive educational resource containing **hundreds of thousands of finance-related question-answer pairs** across accounting, economics, banking, investments, commerce, taxation, and business studies. It is designed for training **Large Language Models (LLMs), Retrieval-Augmented Generation (RAG) systems, educational AI assistants, financial chatbots, and intelligent tutoring platforms.** |
|
|
| Each record contains a **multiple-choice question, answer options, the correct answer, and a detailed explanation**, enabling AI systems to learn financial concepts, analytical reasoning, and domain-specific knowledge. |
|
|
| The dataset is available in both **structured JSON** and **PDF** formats for seamless integration into AI and machine learning pipelines. |
|
|
| --- |
|
|
| # Dataset Highlights |
|
|
| | Property | Value | |
| |-----------|--------| |
| | Language | English | |
| | Domain | Finance & Business | |
| | Question Type | Multiple Choice | |
| | Detailed Explanations | ✅ | |
| | File Formats | PDF & JSON | |
| | AI Ready | ✅ | |
|
|
| --- |
|
|
| # Subject Coverage |
|
|
| The dataset covers a broad range of financial and business disciplines, including: |
|
|
| ### Accounting |
|
|
| - Financial Accounting |
| - Corporate Accounting |
| - Cost Accounting |
| - Management Accounting |
| - Accounting Standards |
| - Financial Statements |
| - Bookkeeping |
| - Auditing |
|
|
| ### Economics |
|
|
| - Microeconomics |
| - Macroeconomics |
| - Business Economics |
| - Economic Development |
| - International Economics |
| - Public Finance |
|
|
| ### Banking & Financial Services |
|
|
| - Commercial Banking |
| - Central Banking |
| - Digital Banking |
| - Financial Institutions |
| - Payment Systems |
| - Credit Management |
|
|
| ### Investments & Capital Markets |
|
|
| - Stock Market |
| - Mutual Funds |
| - Bonds |
| - Securities |
| - Portfolio Management |
| - Financial Markets |
| - Risk Management |
|
|
| ### Business & Commerce |
|
|
| - Business Studies |
| - Commerce |
| - Financial Management |
| - Corporate Finance |
| - Budgeting |
| - Financial Planning |
| - Working Capital Management |
| - Entrepreneurship |
|
|
| ### Taxation & Regulations |
|
|
| - Direct Tax |
| - Indirect Tax |
| - GST |
| - Income Tax |
| - Financial Regulations |
| - Corporate Compliance |
|
|
| --- |
|
|
| # Sample Record |
|
|
| ```json |
| { |
| "question": "Which financial statement reports a company's revenues and expenses over a specific accounting period?", |
| "options": [ |
| "Balance Sheet", |
| "Income Statement", |
| "Cash Flow Statement", |
| "Statement of Changes in Equity" |
| ], |
| "answer": "Income Statement", |
| "explanation": "The Income Statement summarizes a company's revenues, expenses, gains, and losses over a reporting period to determine net profit or loss." |
| } |
| ``` |
|
|
| --- |
|
|
| # Dataset Features |
|
|
| - English-language finance questions |
| - Detailed answer explanations |
| - Multiple-choice format |
| - Accounting and bookkeeping concepts |
| - Banking and financial services |
| - Economics and commerce |
| - Corporate finance |
| - Investment and capital markets |
| - Taxation concepts |
| - Structured JSON annotations |
| - Human-readable PDF references |
| - AI-ready educational content |
|
|
| --- |
|
|
| # Data Structure |
|
|
| ``` |
| English_Finance_QA/ |
| │ |
| ├── PDFs/ |
| │ ├── Accounting.pdf |
| │ ├── Banking.pdf |
| │ ├── Economics.pdf |
| │ ├── Investments.pdf |
| │ └── ... |
| │ |
| ├── JSONs/ |
| │ ├── Accounting.json |
| │ ├── Banking.json |
| │ ├── Economics.json |
| │ ├── Investments.json |
| │ └── ... |
| ``` |
|
|
| --- |
|
|
| # AI Tasks Supported |
|
|
| - Financial Question Answering |
| - Educational Question Answering |
| - Retrieval-Augmented Generation (RAG) |
| - Supervised Fine-Tuning (SFT) |
| - Instruction Tuning |
| - Financial Knowledge Retrieval |
| - Reading Comprehension |
| - Financial Document Understanding |
| - Enterprise AI |
| - Domain-Specific Language Model Training |
|
|
| --- |
|
|
| # Applications |
|
|
| This dataset is suitable for building: |
|
|
| - Financial AI Assistants |
| - Accounting Chatbots |
| - Banking Support Systems |
| - Investment Advisory Models |
| - Educational Finance Tutors |
| - Enterprise Knowledge Bases |
| - Financial Search Engines |
| - Examination Preparation Platforms |
| - FinTech Applications |
| - Intelligent Learning Systems |
|
|
| --- |
|
|
| # Industries |
|
|
| - Banking |
| - Financial Services |
| - FinTech |
| - Insurance |
| - Investment Management |
| - Corporate Finance |
| - Accounting Firms |
| - Consulting |
| - Education Technology (EdTech) |
| - Universities |
| - Research Organizations |
|
|
| --- |
|
|
| # Advantages |
|
|
| - Comprehensive finance knowledge base |
| - Rich explanatory content |
| - Covers academic and professional finance topics |
| - AI-ready structured dataset |
| - Compatible with LLM fine-tuning |
| - Supports Retrieval-Augmented Generation (RAG) |
| - Human-readable PDF documents |
| - Well-structured JSON annotations |
| - Suitable for educational and enterprise AI applications |
|
|
| --- |
|
|
| # Dataset Statistics |
|
|
| - **Language:** English |
| - **Domain:** Finance & Business |
| - **Question Format:** Multiple Choice |
| - **Answer Explanations:** Included |
| - **Formats:** PDF & JSON |
| - **Coverage:** Accounting, Banking, Economics, Investments, Taxation, Commerce, Financial Management |
|
|
| --- |
|
|
| # Limitations |
|
|
| - The dataset focuses on English-language financial educational content. |
| - Coverage may vary across financial subdomains. |
| - Intended for educational, research, and AI development purposes. |
|
|
| --- |
|
|
| # License |
|
|
| This dataset is distributed under the **Creative Commons Attribution 4.0 International (CC BY 4.0)** License. |
|
|
| Users are free to use, modify, distribute, and build upon the dataset with appropriate attribution. |
|
|
| --- |
|
|
| # Citation |
|
|
| ```bibtex |
| @dataset{english_finance_qa_dataset, |
| title={English Finance Question Answering Dataset}, |
| year={2026}, |
| license={CC BY 4.0} |
| } |
| ``` |
|
|
| --- |
|
|
| # Conclusion |
|
|
| The **English Finance Question Answering Dataset** is a high-quality educational corpus covering accounting, economics, banking, taxation, investments, commerce, and financial management. With structured multiple-choice questions, detailed explanations, and AI-ready JSON and PDF formats, it provides an excellent foundation for training financial language models, educational assistants, retrieval-augmented generation systems, and intelligent finance applications. |
