File size: 2,297 Bytes
5ccde8e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
---
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."}
  ]
}