Verified artificial intelligence competencies extracted from employer job postings, O*NET technology taxonomy, and industry skill benchmarks.
| Skill Name | Category | What It Means | Demand Measure | Posting Volume | YoY Growth | Actions |
|---|---|---|---|---|---|---|
| SQL & Database Querying | Technical Programming | Querying relational databases (PostgreSQL, MySQL, Snowflake) to extract training and analytical datasets. | Core Tech Baseline | 185,000 postings | +5.1% YoY | + Add to Growth Skills |
| Python Programming for AI | Technical Programming | Writing Python scripts utilizing PyTorch, Pandas, NumPy, and OpenAI/Anthropic API libraries. | Core Tech Baseline | 142,000 postings | +8.2% YoY | + Add to Growth Skills |
| REST & GraphQL API Integration | Technical Programming | Connecting web applications to AI provider endpoints via JSON HTTP requests and webhooks. | Core Software Rate | 115,000 postings | +9.0% YoY | + Add to Growth Skills |
| Data Visualization & Storytelling | Data Literacy | Creating intuitive charts and dashboards using Tableau, PowerBI, and Matplotlib to present analytical insights. | Business Analyst Rate | 98,000 postings | +6.4% YoY | + Add to Growth Skills |
| Data Literacy & Curation | Data Literacy | Preparing, cleaning, labeling, and structuring high-quality datasets for RAG pipelines and model training. | Core Engineering Requirement | 64,200 postings | +12.1% YoY | + Add to Growth Skills |
| Machine Learning Foundations | Machine Learning | Understanding supervised, unsupervised, and reinforcement learning principles and model architectures. | Specialized Tech Rate | 62,000 postings | +11.0% YoY | + Add to Growth Skills |
| AI Literacy & Tool Basics | AI Literacy | Understanding core concepts of artificial intelligence, machine learning, and navigating generative AI interfaces effectively. | Percentage of IT & Analyst Job Postings | 48,200 postings | +18.4% YoY | + Add to Growth Skills |
| Workflow Automation Engineering | Workflow Automation | Designing automated workflows connecting LLM APIs, webhooks, and enterprise databases via tools like Zapier, Make, or N8N. | Job Posting Frequency | 38,900 postings | +35.0% YoY | + Add to Growth Skills |
| Prompt Design & Engineering | Prompt Design | Structuring text prompts, system instructions, and few-shot examples to achieve optimal, predictable outputs from LLMs. | Job Posting Mention Rate | 31,500 postings | +42.1% YoY | + Add to Growth Skills |
| Natural Language Processing (NLP) | Machine Learning | Processing human text data using tokenization, embeddings, sentiment analysis, and LLM APIs. | Specialized Tech Rate | 28,900 postings | +24.5% YoY | + Add to Growth Skills |
| Output Verification & Auditing | Output Verification | Reviewing, fact-checking, and verifying AI-generated code, legal text, or medical summaries for accuracy and safety. | Professional Risk Standard | 27,600 postings | +22.0% YoY | + Add to Growth Skills |
| Retrieval-Augmented Generation (RAG) | Agent Workflows | Architecting vector database indexing pipelines to provide LLMs with relevant external knowledge context. | Engineering Job Requirement | 26,400 postings | +89.5% YoY | + Add to Growth Skills |
| AI-Assisted Research | Research & Analysis | Utilizing grounded AI search engines and research agents to synthesize scientific literature, market data, and regulatory documents. | Skill Demand Sample | 22,400 postings | +28.5% YoY | + Add to Growth Skills |
| Model Evaluation & Benchmarking | Model Evaluation | Systematically measuring LLM output quality, accuracy, latency, and hallucination rates using standard test datasets. | Tech Postings Proportion | 19,800 postings | +54.2% YoY | + Add to Growth Skills |
| Human-in-the-Loop Protocol Design | Human-in-the-Loop | Establishing operational boundaries where human oversight overrides or approves automated AI decisions. | Operational Risk Index | 18,300 postings | +19.2% YoY | + Add to Growth Skills |
| AI Quality Assurance & Regression Testing | Quality Assurance | Constructing automated test suites to ensure AI responses remain consistent and within safety bounds. | Specialized QA Requirement | 16,700 postings | +38.0% YoY | + Add to Growth Skills |
| Agentic Workflows & Multi-Agent Systems | Agent Workflows | Orchestrating autonomous AI agents capable of planning, tool use, and multi-step execution. | Advanced Tech Demand | 15,800 postings | +124.0% YoY | + Add to Growth Skills |
| Responsible AI & Ethics | Responsible AI | Applying fairness, bias detection, transparency, and ethical guidelines to AI model deployment. | Enterprise Compliance Postings | 14,500 postings | +31.0% YoY | + Add to Growth Skills |
| Cybersecurity for AI Systems | Cybersecurity | Securing LLM applications against prompt injection, data poisoning, and model theft attacks. | Emerging Security Requirement | 13,400 postings | +76.0% YoY | + Add to Growth Skills |
| AI Governance & Compliance | AI Governance | Ensuring AI systems comply with EU AI Act, FTC guardrails, HIPAA privacy rules, and internal corporate governance. | Regulatory Requirement Rate | 11,200 postings | +68.0% YoY | + Add to Growth Skills |