Analyze financial data, such as income growth, quality of management, and market share to determine expected profitability of loans.

“Analyze financial data, such as income growth, quality of management, and market share to determine expected profitability of loans.” is a core task performed by Credit Analysts. Among the occupation's 11 rated tasks, workers place it 7th by importance (#5 most important). About 95% of workers say it is relevant to their job.

This is a single occupation-specific task statement from O*NET. The figures below describe how central the task is to the job and what independent studies measure about AI and this kind of work — not a prediction that the task will be automated.

Work activities this task rolls up to

O*NET groups concrete tasks into broader work activities shared across many occupations.

• Analyze business or financial data. in Analyzing Data or Information

AI exposure

The OpenAI / Eloundou “GPTs are GPTs” study rates this task E2. Exposure with tools — software built on top of a language model (not the model alone) could cut the time by at least half.

Exposure measures whether a model could meaningfully speed the task up — it is an estimate of overlap with model capabilities, not a measure of whether the work will be done by software. The study's intermediate score (β) for this task is 0.50. Automation potential label: T3.

How AI is actually used on this kind of task

The Anthropic Economic Index observes how people actually use AI on tasks like this one across millions of real conversations.

• 0.003% share of AI-use records mapped to this task
• 89% of interactions still needed a human in the loop

Observed AI use describes people choosing to use AI as a tool on this kind of task today. It is augmentation and assistance, not a measure of jobs replaced.

Other tasks in this occupation

• Analyze credit data and financial statements to determine the degree of risk involved in extending credit or lending money. · importance 4.9
• Complete loan applications, including credit analyses and summaries of loan requests, and submit to loan committees for approval. · importance 4.8
• Prepare reports that include the degree of risk involved in extending credit or lending money. · importance 4.5
• Generate financial ratios, using computer programs, to evaluate customers' financial status. · importance 4.5
• Compare liquidity, profitability, and credit histories of establishments being evaluated with those of similar establishments in the same industries and geographic locations. · importance 4.3
• Contact customers to collect payments on delinquent accounts. · importance 4.0
• Evaluate customer records and recommend payment plans, based on earnings, savings data, payment history, and purchase activity. · importance 3.7
• Review individual or commercial customer files to identify and select delinquent accounts for collection. · importance 3.3
• Confer with credit association and other business representatives to exchange credit information. · importance 3.1
• Consult with customers to resolve complaints and verify financial and credit transactions. · importance 3.1

See all tasks on the Credit Analysts page.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-task-1259,
  title  = {Analyze financial data, such as income growth, quality of management, and market share to determine expected profitability of loans.},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/tasks/task-1259}
}