Professional Experience Extractor
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About this skill
Problem to Solve
Many engineers and knowledge workers already use AI, but the blocker is not tool count; it is identifying which workflow steps deserve AI support and how to turn one-off prompts into reusable standards. This skill targets concrete tasks with high repetition, clear rules, and predictable outputs, such as draft copy, data summaries, report structuring, and learning-path generation.
How It Works and Boundaries
It follows four steps:
- Workflow diagnosis: rank tasks by time cost, frequency, and repetition to identify information collection, format conversion, and data analysis.
- Tool selection: compare LLMs, document tools, and code-assisted analysis by feature fit, cost, integration, and data security.
- Prompt engineering: define role, task, input, output format, and quality criteria, then validate through 3–5 iterations.
- Evaluation: review changes in time, error rate, usability, and cost-benefit.
Keep humans accountable for final quality and key decisions; do not feed sensitive data into public platforms; preserve human-led originality for highly creative or compliance-heavy work, and treat AI as an assistant rather than a judgment substitute.
Use Cases
- Generate 100-word ecommerce copy for five SKUs using product parameters, audience, tone, and listing format.
- Upload weekly sales Excel files and produce a report with revenue, conversion rate, and anomaly insights.
- Create a two-week cross-border logistics learning path with concepts, workflows, examples, and risks.
- Build a shared prompt library for copywriting, data analysis, and learning templates with acceptance criteria.
Best For
- Ecommerce operations staff who need unified tone and format for multi-SKU listing copy.
- Data analysts who summarize weekly sales and need fixed dimensions plus anomaly insights.
- Project managers who must learn a new domain in two weeks with concepts, paths, and risks.
- Team leads who need shared prompts, acceptance criteria, and failure-case documentation.
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