| --- |
| annotations_creators: [] |
| language: |
| - en |
| language_creators: [] |
| license: [] |
| multilinguality: |
| - monolingual |
| pretty_name: 'adaption-finance_advisory_reasoning' |
| size_categories: |
| - 10K<n<100K |
| source_datasets: |
| - 'original' |
| tags: |
| - adaption |
| - instruction-tuning |
| - corporate-business |
| - market-analysis |
| task_categories: [] |
| task_ids: [] |
| --- |
| |
|  |
|
|
| This dataset is a remastered version prepared using [Adaption's](https://adaptionlabs.ai/app/auth) 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:** |
| <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/a46ad4b5-dd11-4176-9e66-891d37c64664.png" alt="QualityGains" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" /> |
|
|
| - **Grade Improvement:** |
| <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/5a2f48be-0db1-4392-9e32-bce79a89978d.png" alt="Grade" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" /> |
|
|
| - **Percentile Chart:** |
| <img src="https://proteus-prod-public.s3.us-east-1.amazonaws.com/temp/66d8469a-139e-42c5-8c37-76275ec0316a.png" alt="Percentile Chart" style="max-width: 50%; display: block; margin-left: auto; margin-right: auto;" /> |
|
|
