| { "pythonprogramming": "python", | |
| "python syntax and semantics": "python", | |
| "python programming": "python", | |
| "r basics": "r", | |
| "tydiverse": "tidyverse", | |
| "sql (structured query language)": "sql", | |
| "database (dbms)": "database", | |
| "database management": "database administration", | |
| "database administration": "database admin", | |
| "tabular records": "database", | |
| "sql and python syntax": "sql", | |
| "mysql": "sql", | |
| "dataanalysis": "data analysis", | |
| "datascience": "data science", | |
| "data set analysis": "data analysis", | |
| "data management": "data analysis", | |
| "data engineer": "data engineering", | |
| "data manipulation": "data analysis", | |
| "statistical software": "statistics", | |
| "statistical inference": "statistics", | |
| "regression analysis": "linear regression", | |
| "probability and statistics": "statistics", | |
| "linearregression": "linear regression", | |
| "gradient descent": "mathematical optimization", | |
| "newton's method": "mathematical optimization", | |
| "vector calculus": "multivariable calculus", | |
| "multivariable calculus": "calculus", | |
| "numPy": "python", | |
| "matlab and python": "python", | |
| "apcs a": "ap computer science a", | |
| "computer programming": "programming", | |
| "computational thinking": "programming", | |
| "code generation": "programming", | |
| "software development": "software engineering", | |
| "software engineering": "software development", | |
| "testing automation": "test automation", | |
| "unit testing": "test automation", | |
| "white-box testing techniques": "software testing", | |
| "black-box testing techniques": "software testing", | |
| "formal verification": "software testing", | |
| "test automation": "software testing", | |
| "cloud computing": "cloud", | |
| "cloud operations": "cloud", | |
| "aws cloud": "aws", | |
| "developing on aws": "aws", | |
| "deploying asp .net": "web application", | |
| "security considerations in cloud deployment": "cloud security", | |
| "solution architecture": "architecture", | |
| "web development": "web", | |
| "web interactivty": "web", | |
| "front-end development": "web development", | |
| "react (web framework)": "react", | |
| "jquery": "javascript", | |
| "hypertext preprocessor (php)": "php", | |
| "appsheet automation": "appsheet", | |
| "google sheets": "sheets", | |
| "no-code application development": "appsheet", | |
| "adobe photoshop": "photoshop", | |
| "user experience (ux)": "ux", | |
| "user experience design (uxd)": "ux design", | |
| "wireframe": "prototype", | |
| "figma (design software)": "figma", | |
| "user interface": "ui", | |
| "user research": "ux research", | |
| "a/b testing": "ab testing", | |
| "live looping": "music", | |
| "music arrangement": "music", | |
| "electronic digital instrument": "music", | |
| "performance technique": "music", | |
| "business analysis": "business", | |
| "business strategy": "strategy", | |
| "corporate strategy": "strategy", | |
| "marketing communications": "marketing", | |
| "promotion (marketing)": "promotion", | |
| "promotional strategies": "promotion", | |
| "digital marketing": "marketing", | |
| "media strategy and planning": "marketing", | |
| "branding": "brand", | |
| "personal branding": "brand", | |
| "customer analysis": "marketing", | |
| "planning": "strategy", | |
| "social capital": "networking", | |
| "self-motivation": "motivation", | |
| "stakeholder communication": "communication", | |
| "problem-solving proficiency": "problem solving", | |
| "task prioritization": "time management", | |
| "de-escalation": "customer service", | |
| "communication": "business communication", | |
| "business communication": "communication", | |
| "writing": "communication", | |
| "note-taking": "academic writing", | |
| "academic writing": "writing", | |
| "oral presentations": "presentations", | |
| "listening": "communication", | |
| "management": "strategy", | |
| "organizational theory": "management", | |
| "organizational analysis": "management", | |
| "organizational culture": "management", | |
| "implementation": "strategy", | |
| "troubleshooting": "problem solving", | |
| "migration": "implementation", | |
| "risk management frameworks": "risk management", | |
| "audit preparation": "compliance", | |
| "framework interpretation": "compliance", | |
| "implementing security controls": "security", | |
| "understanding compliance standards": "compliance", | |
| "security governance": "security management", | |
| "security management": "security", | |
| "network security": "security", | |
| "computer security incident management": "security", | |
| "incident diagnosis": "network troubleshooting", | |
| "technical support excellence": "technical support", | |
| "stakeholder analysis": "analysis", | |
| "public relations": "communications", | |
| "advertising campaign": "marketing", | |
| "public administration": "government", | |
| "federal income tax": "tax", | |
| "tax accounting": "tax", | |
| "irs regulations": "tax", | |
| "pass-through entity taxation": "tax", | |
| "corporate tax": "tax", | |
| "depreciation": "tax", | |
| "amortization": "tax", | |
| "capital gains and losses": "tax", | |
| "property taxation": "tax", | |
| "financial accounting": "accounting", | |
| "capital budgeting": "finance", | |
| "corporate finance": "finance", | |
| "finance": "financial analysis", | |
| "innovation": "business", | |
| "competition": "business", | |
| "reading a patent": "patent analysis", | |
| "renewable energy": "energy", | |
| "photovoltaics": "solar energy", | |
| "pv system design": "solar energy", | |
| "the solar resource": "solar energy", | |
| "energy yield simulations": "solar energy", | |
| "supply chain": "logistics", | |
| "advanced manufacturing equipment": "manufacturing", | |
| "design for manufacturability": "manufacturing", | |
| "reforestation": "conservation", | |
| "agroforestry": "conservation", | |
| "conservation science": "conservation", | |
| "nutrition": "public health", | |
| "humanitarian": "public health", | |
| "international law": "law", | |
| "public health": "health", | |
| "pharmacology": "medicine", | |
| "cbd and thc": "cannabis", | |
| "legality of cannabis": "cannabis", | |
| "history of cannabis": "cannabis", | |
| "primary care for patients who are cancer survivors": "primary care", | |
| "emergency management": "public safety", | |
| "housing operations": "public safety", | |
| "well-being promotion": "public health", | |
| "infection prevention": "public health", | |
| "justice": "law", | |
| "american law": "law", | |
| "environmental protection": "environment", | |
| "complete streets": "urban planning", | |
| "urban planning": "city planning", | |
| "thoroughfare network design": "urban planning", | |
| "smart streets": "urban planning", | |
| "stormwater management": "urban planning", | |
| "plant biology": "biology", | |
| "genetics": "biology", | |
| "plant": "biology", | |
| "ensemble learning": "machine learning", | |
| "unsupervised learning": "machine learning", | |
| "reinforcement learning": "machine learning", | |
| "apriori analysis": "machine learning", | |
| "advanced regression techniques": "machine learning", | |
| "monte carlo method": "machine learning", | |
| "markov decision process": "machine learning", | |
| "deep learning": "machine learning", | |
| "ai deployments": "artificial intelligence", | |
| "ai everywhere": "artificial intelligence", | |
| "ai capabilities": "artificial intelligence", | |
| "ai workload": "artificial intelligence", | |
| "ai pipeline": "artificial intelligence", | |
| "ai processes": "artificial intelligence", | |
| "ai software": "artificial intelligence", | |
| "b2b sales": "sales", | |
| "customer experience": "customer service", | |
| "media strategy and planning": "marketing", | |
| "music": "music", | |
| "electronic digital instrument": "music", | |
| "performance technique": "music", | |
| "live looping": "music", | |
| "jamovi": "statistical software", | |
| "frequency distribution": "statistics", | |
| "graphing": "statistics", | |
| "core training": "fitness", | |
| "fitness programming": "fitness", | |
| "flexibility training": "fitness", | |
| "cardiovascular training": "fitness", | |
| "resistance training": "fitness", | |
| "deaf culture and community": "deaf studies", | |
| "language-rich environment": "deaf studies", | |
| "empowered teacher": "deaf studies", | |
| "accommodations and modifications": "deaf studies", | |
| "diversity (business)": "diversity", | |
| "self-awareness": "emotional intelligence", | |
| "inclusive leadership": "leadership", | |
| "cloud native": "cloud", | |
| "devops": "cloud", | |
| "scrum": "agile", | |
| "agile": "project management", | |
| "openshift": "containers", | |
| "docker": "containers", | |
| "kubernetes": "containers", | |
| "containers": "cloud", | |
| "system programming": "system administration", | |
| "system administration": "system admin", | |
| "unix": "linux", | |
| "db2": "database", | |
| "jcl": "mainframe", | |
| "teaching": "education", | |
| "instructional design": "education", | |
| "instructional system design": "education", | |
| "learning and instructional theories": "education", | |
| "instructional design modeling": "education", | |
| "analysis for instructional design": "education", | |
| "formative and summative assessments": "assessment", | |
| "classroom management": "education", | |
| "gamification": "education", | |
| "collaborative learning": "education", | |
| "practice sifting complex factual information to identify important features and trends": "legal analysis", | |
| "learn to apply technical legal and policy categories to a range of factual scenarios": "legal analysis", | |
| "develop proficiency in understanding and working with architectural designs and layout planning.": "architecture", | |
| "analyze bridges using hand computation methods (pigeaud's, courbon's) and grillage analysis for different bridge types.": "bridge analysis", | |
| "computer graphics (cg)": "computer graphics", | |
| "3d computer graphics": "computer graphics", | |
| "algorithms": "programming", | |
| "robotics": "engineering", | |
| "modeling": "machine learning", | |
| "microsoft azure": "azure", | |
| "data security": "security", | |
| "machine learning pipelines": "machine learning", | |
| "sparkml": "apache spark", | |
| "apache spark": "spark", | |
| "keras": "machine learning", | |
| "build input data pipeline": "machine learning", | |
| "natural language processing": "machine learning", | |
| "property taxation": "tax" | |
| } | |