Azfarhashmi/adaption-finance-advisory-reasoning

This dataset is a remastered version prepared using Adaption's Adaptive Data platform.

adaption-finance_advisory_reasoning

This dataset contains expert-level financial advisory scenarios across equity research, distressed debt, M&A, and valuation, paired with detailed step-by-step reasoning traces and final recommendations. Each sample presents a specific client problem followed by a structured analytical breakdown that identifies critical markers, validates assumptions, and synthesizes a professional conclusion. The content covers diverse sectors including retail, biotech, real estate, and software, demonstrating rigorous methodology for investment banking and private equity decision-making.

Dataset size

There are 24,097 data points in this dataset. This is an instruction tuning dataset.

Quality of Remastered Dataset

The final quality is A, with a relative quality improvement of 11.1%.

Domain

• Corporate-business (90%)
• Market-analysis (10%)

Language

• English (100%)

Tone

• Analytical (80%)
• Professional (20%)

Evaluation Results

• Quality Gains:

  

• Grade Improvement:

  

• Percentile Chart: