Prompt Engineering

Structure a recruitment-analysis prompt with business context, a data dictionary, a specific task, constraints, and a required output format.

Prepare a fictional recruitment dataset excerpt for prompting by removing sensitive fields and documenting column meanings.

Prompt an AI platform to audit a recruitment dataset for missing values, inconsistent categories, duplicates, and invalid dates.

Validate an AI-generated data recommendation against the source rows and state what must be corrected.

Prompt an AI platform to generate an Excel formula using specified columns, table references, locale, and Excel-version constraints.

Test and debug an AI-generated Excel formula with representative rows and clearly described expected results.

Prompt an AI platform to create formulas for one recruitment funnel metric, such as conversion rate, time-to-fill, or offer-acceptance rate.

Refine a formula prompt when the initial result contains unsupported functions, incorrect references, or mishandled blanks and errors.

Translate a Talent Acquisition stakeholder question into a precise reporting prompt with defined metrics, filters, and comparison periods.

Prompt an AI platform to specify a PivotTable layout for analyzing recruitment performance by source, role, recruiter, or hiring stage.

Prompt an AI platform to recommend an appropriate Excel chart and provide instructions for mapping data fields to the chart.

Compare responses from ChatGPT, Claude, and Gemini to the same Excel-reporting prompt using a reliability and usability checklist.

Write a dashboard specification that defines its audience, decisions, key metrics, filters, visual hierarchy, and refresh frequency.

Prompt an AI platform to turn a dashboard specification into a step-by-step Excel build plan using formulas, PivotTables, and charts.

Use follow-up prompts to diagnose and correct misleading metrics, unsuitable charts, inconsistent filters, and unclear dashboard labels.

Create a reusable prompt pack for producing and quality-checking a recruitment dashboard from fictional data across free AI platforms.