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A prompt for extracting financial figures is a direct instruction given to a large language model to identify and pull specific data points, such as revenue or net income, from a corporate earnings report. This represents a common task in financial analysis automation.

Prompt for Extracting Financial Figures from an Earnings Report

The analyst needed the specific figures, not a general summary. Analyze the analyst's initial instruction, explain why it was ineffective for their goal, and propose a revised instruction that would successfully extract the specific numbers.

Troubleshooting a Vague Financial Prompt

A prompt can be used to instruct a language model to generate a solution for a technical problem. For instance, a user might input the command: 'Provide a solution to the following technical issue. Issue: my computer is running slow and often freezes.'

Example of a Prompt for Technical Troubleshooting

You are a financial analyst using an automated tool to process corporate reports. Your task is to write a single, clear instruction for the tool to extract specific financial data from the text below. The instruction should only request the values for 'Gross Profit', 'Operating Expenses', and 'Net Income'.

**Report Snippet:**
'In the fourth quarter, our company saw a significant turnaround. Total revenue reached $15.2 million, a 12% increase year-over-year. The cost of goods sold was $6.1 million, resulting in a gross profit of $9.1 million. Operating expenses were carefully managed, totaling $4.5 million for the quarter. This led to a net income of $3.8 million after taxes and other deductions. The company also invested $2 million in new research and development initiatives.'

Write the instruction you would provide to the tool.

Crafting a Financial Data Extraction Prompt

A practical application of a large language model is to use a direct instruction, such as 'Extract the main financial figures from the following earnings report,' to parse a given text. For instance, when applied to a report stating 'The company reported a revenue of \$10 million in the first quarter with a profit margin of 15%...', the model would identify and return the key data points in a structured format: 'Revenue: \$10 million, Profit Margin: 15%'.

Example of Financial Data Extraction Using a Prompt

A financial analyst needs to extract the exact figures for Revenue, Net Income, and Earnings Per Share (EPS) from the following text snippet from a corporate report. Which of the following instructions is the most effective and precise for this task?

**Text Snippet:** "For the third quarter, a period marked by significant market volatility, our company achieved a record revenue of $4.5 billion. After accounting for operational costs and taxes, the net income stood at $750 million. This performa

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