robworks-software/k12-business-economics-comprehensive

💼 K-12 Business and Economics Comprehensive Standards Dataset

📊 Dataset Overview

The most comprehensive K-12 business and economics education dataset available, containing 1,236 learning standards spanning financial literacy and business education. This dataset combines the Jump$tart Personal Financial Education Standards with NBEA Business Education Standards to support comprehensive economic education from kindergarten through 12th grade.

🎯 Key Features

• 💰 Financial Literacy: Complete Jump$tart standards coverage (6 core areas)
• 📈 Business Education: Full NBEA standards integration (10 core areas)
• 🎓 K-12 Progression: Age-appropriate learning objectives across all grades
• 🌍 Real-World Focus: Connected to career pathways and practical applications
• 📋 Assessment Ready: Complete evaluation strategies for each standard
• 🏛️ Standards Aligned: Based on nationally recognized frameworks

📈 Dataset Statistics

Metric	Value	Description
Total Standards	1,236	Complete learning objectives
Training Examples	988 (80%)	For model training
Test Examples	248 (20%)	For evaluation
Financial Literacy	480 standards	Jump$tart framework coverage
Business Education	756 standards	NBEA framework coverage
Grade Levels	4 bands	K-2, 3-5, 6-8, 9-12
Subject Areas	16 concepts	Financial + Business domains

📚 Content Breakdown

💰 Financial Literacy (Jump$tart Standards)

Area	Standards	Grade Focus	Real-World Applications
💵 Earning Income	80	K-12	Allowances → Career planning → Multiple income streams
🛒 Spending	80	K-12	Smart shopping → Budgeting → Consumer protection
💎 Saving	80	K-12	Piggy banks → Savings accounts → Emergency funds
📈 Investing	80	K-12	Simple goals → Stock market → Retirement planning
💳 Managing Credit	80	K-12	Trust concepts → Credit scores → Credit building
🛡️ Managing Risk	80	K-12	Safety → Insurance → Financial security

🏢 Business Education (NBEA Standards)

Area	Standards	Grade Focus	Career Connections
📊 Accounting	76	K-12	Accountant, Financial Analyst, Auditor
⚖️ Business Law	76	K-12	Lawyer, Compliance Officer, Legal Analyst
🎯 Career Development	76	K-12	HR Manager, Career Counselor, Recruiter
💬 Communication	76	K-12	Marketing, Public Relations, Sales
📈 Economics	76	K-12	Economist, Policy Analyst, Researcher
🚀 Entrepreneurship	76	K-12	Business Owner, Startup Founder, Innovator
💻 Information Technology	76	K-12	Business Analyst, Data Manager, IT Specialist
🌍 International Business	76	K-12	Import/Export, Global Manager, Diplomat
👥 Management	76	K-12	Project Manager, Team Leader, Executive
📢 Marketing	76	K-12	Marketing Manager, Brand Specialist, Sales Rep

🎓 Grade-Level Progression

Elementary (K-2): Foundation Building

• Financial Literacy: Money recognition, wants vs. needs, basic saving
• Business Concepts: Community helpers, simple trade, classroom jobs
• Assessment: Role-playing, sorting activities, scenario discussions

Elementary (3-5): Skill Development

• Financial Literacy: Budgeting basics, income sources, spending decisions
• Business Concepts: Simple business planning, customer service, goal setting
• Assessment: Budget creation, business plan posters, mock interviews

Middle School (6-8): Applied Learning

• Financial Literacy: Credit concepts, investment basics, financial planning
• Business Concepts: Market research, business presentations, team projects
• Assessment: Financial simulations, business presentations, case studies

High School (9-12): Advanced Application

• Financial Literacy: Complex decisions, risk management, long-term planning
• Business Concepts: Comprehensive business plans, advanced marketing, leadership
• Assessment: Capstone projects, internship reflections, entrepreneurship competitions

🚀 Getting Started

from datasets import load_dataset

# Load the complete dataset
dataset = load_dataset("robworks-software/k12-business-economics-comprehensive")

# Filter by subject area
financial_literacy = dataset["train"].filter(
    lambda x: x["subject_area"] == "Financial Literacy"
)

business_education = dataset["train"].filter(
    lambda x: x["subject_area"] == "Business Education"
)

# Filter by grade level
elementary = dataset["train"].filter(
    lambda x: "K-2" in x["grade_level"] or "3-5" in x["grade_level"]
)

📄 Licensing and Attribution

License

This dataset is released under CC0 1.0 Universal (Public Domain Dedication).

Attribution

While not required, attribution is appreciated:

K-12 Business and Economics Comprehensive Standards Dataset
Compiled by Ryan Robson, Robworks Software
Available at: https://huggingface.co/datasets/robworks-software/k12-business-economics-comprehensive

Source Attribution

This dataset aggregates and structures content from:

• Jump$tart Coalition for Personal Financial Literacy - Personal Financial Education Standards 2021
• National Business Education Association (NBEA) - Business Education Standards 2023
• Council for Economic Education (CEE) - Economic Education Standards

📞 Contact and Support

Author Information

• Name: Ryan Robson
• Company: Robworks Software
• Website: robworks.info
• Email: [email protected]

📚 Citation

@dataset{robson2024k12bizeconomics,
  title={K-12 Business and Economics Comprehensive Standards Dataset},
  author={Robson, Ryan},
  organization={Robworks Software},
  year={2024},
  publisher={HuggingFace},
  version={1.0.0},
  url={https://huggingface.co/datasets/robworks-software/k12-business-economics-comprehensive},
  note={Aggregated from Jump$tart 2021 and NBEA 2023 frameworks}
}

🌟 Impact Statement

This dataset addresses critical gaps in K-12 financial and business education:

• Financial Literacy Crisis: Only 21 states require high school financial literacy courses
• Entrepreneurship Skills: Preparing students for an economy where 70% of jobs are in small businesses
• Career Readiness: Connecting education to real-world career pathways
• Economic Understanding: Building informed citizens who understand economic systems

By providing comprehensive, standards-aligned learning objectives, this dataset enables educators, researchers, and technology developers to create impactful financial and business education experiences for all students.

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